Searchhttps://www.spgroup.com.sg/search?tag=energy-brainSearch Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=energy-brain Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from large volume of energy consumption data from residential households and businesses. Together with complementary data, the Energy Brain analysed the data to offer our customers with data-driven solutions. This scenario, described by Dr Hu Yiqun, Director, SP Digital, showcases a future where data science, coupled with Artificial Intelligence (AI) can improve energy services and business intelligence to customers. “Data is the new currency in our economy. Increasingly, data provides insights and information to solve real-world problems. AI is the way for machines to extract these insights and information automatically. Through the Energy Brain, we successfully helped a shipyard reduce their electricity bills by predicting its electricity load with historical data, and optimising the Energy Storage System (ESS) to deploy energy. This helps to reduce the cost of drawing energy from the grid during peak demand,” explained Dr Hu. “With machine learning, the Energy Brain can make use of data to automate the release of electricity from the batteries, charge it back up when storage runs low,” he added. Another of Dr Hu’s project involves using data science and AI to improve the operational efficiency of SP’s metering and billing processes. By applying machine learning on the retrieval of smart meter data, we can automatically analyse and predict whether a meter reading is reasonable based on customer’s profile and usage patterns. This helps to achieve productivity gains and eliminate unnecessary on-site meter investigations. Over the last 12 months, SP saved close to S$500,000 in productivity costs, and reduced S$15,000 in man-hours. These savings enabled staff to focus on more value-added tasks to better serve our customers. “Another critical function of data and AI is fault diagnosis of our grid. AI-based fault diagnosis enables greater accuracy and shorter response time in locating fault-occurring sections, components or properties. This allows us to safeguard the health of our grid network and enhances our reliability,” shared Dr Hu. The energy sector is evolving and facing digitisation at a very fast pace. Dr Hu believes that the energy sector can play an important role to combat climate change by adjusting the way energy is being consumed. Prior to joining SP, Dr Hu’s experience spans across academia research and development, banking, payments and e-Commerce. He describes his role at SP as one that can transform a traditional business to a digital enterprise powered by data. People always matter Dr Hu maintains that despite the digital evolution being the way forward, human interpretation of insights is the conduit between data sets and achieving business outcomes. “People matter the most. My goal is to use insights to understand our customers’ needs better, pre-empt issues and fix them before they arise. This, in turn, provides greater value and better service to our customers.” — 28 April 2020 TAGS PEOPLE OF SPSP DIGITALENERGY BRAININNOVATION YOU MIGHT BE INTERESTED TO READ Using GET™ to help Mercatus digitally manage their tenant utilities SP Group is partnering Mercatus Co-operative Limited to deploy SP Digital’s Green Energy Tech (GET™) solutions to Mercatus’ properties. Developing the digital core of sustainable energy solutions From coding to designing systems, Ibrahim develops and manages all the central platforms and systems that power the SP Utilities app, commercial solutions, and internal projects for SP. SP Group awarded BCA grant to power next-gen green buildings SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits of buildings’ energy efficiency standards. Category: Innovation Searchhttps://www.spgroup.com.sg/search?tag=innovation Search Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/developing-the-digital-core-of-sustainable-energy-solutions SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Developing the digital core of sustainable energy solutions INNOVATION Ibrahim Ghouth Wu, Infrastructure and Platforms Lead at SP Digital. Ibrahim first started as a Senior Systems Engineer in IT Operations, ensuring that servers Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/pushing-the-frontiers-of-innovation SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Pushing The Frontiers Of Innovation INNOVATION Brandon Chia, Managing Director of Investments, at SP’s Concept Lab. A former SP cable-jointing workshop at Woodleigh has been upcycled to be the birthplace of cutting-edge discoveries Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/sp-unveils-blockchain-powered-renewable-energy-certificates-marketplace SP Energy HubAnnual ReportReliabilitySustainabilityInnovation SP Unveils Blockchain-Powered Renewable Energy Certificates Marketplace INNOVATION SP Group presented one of the world’s first blockchain powered marketplace platform that will promote the transaction of renewable energy certificates Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/sp-group-s-innovative-battery-wins-ministry-of-national-development-award SP Energy HubAnnual ReportReliabilitySustainabilityInnovation SP Group’s Innovative Battery Wins Ministry of National Development Award INNOVATION At the Urban Sustainability R&D Congress 2019, SP Group was recognised for developing an innovative energy storage system that promotes the use Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/data-science-and-ai-deliver-efficient-energy-solutions-to-customers SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Data Science and AI Deliver Efficient Energy Solutions to Customers INNOVATION Dr Hu Yiqun, Director, SP Digital, solves energy challenges using innovative solutions. Imagine this: An Energy Brain, brimming with intelligence amassed from Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/world-s-first-blockchain-powered-rec-marketplace SP Energy HubAnnual ReportReliabilitySustainabilityInnovation World’s First Blockchain-Powered Rec Marketplace INNOVATION SP Group launched the world’s first blockchain-powered renewable energy certificate (REC) marketplace . SP’s blockchain marketplace enables the trading of REC – for renewable Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/helping-corporates-achieve-their-green-targets SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Helping Corporates Achieve Their Green Targets INNOVATION Ms May Liew, Head of Sustainability & Open Innovation, SP Group (seated, left) and Mr Jared Braslawsky, Secretary General of the I-REC Standard Foundation (seated, right), signed Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/sp-group-and-hyundai-to-accelerate-adoption-of-evs-in-singapore SP Energy HubAnnual ReportReliabilitySustainabilityInnovation SP Group and Hyundai to Accelerate Adoption of EVs in Singapore INNOVATION SP Group (SP) and Hyundai will jointly develop a new business model for battery leasing, or Battery-as-a-Service (BaaS) – a first in Southeast Asia – where EV Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/using-get--to-help-mercatus-digitally-manage-their-tenant-utilities SP Energy HubAnnual ReportReliabilitySustainabilityInnovation Using GET™ to help Mercatus digitally manage their tenant utilities INNOVATION Dashboard view of GET™ TenantCare, which provides Mercatus with insights on utility usage data. SP Group (SP) is partnering Mercatus Co-operative Limited Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/world-s-first-index-for-smart-grid SP Energy HubAnnual ReportReliabilitySustainabilityInnovation World’s First Index for Smart Grid INNOVATION SP Group launched the world's first smart grid index to help utilities measure and advance in key dimensions of grid development. Using publicly available data, SP applied the framework on 45 Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/sp-group-to-roll-out-singapore-s-first-large-scale-smart-water-metering-system SP Energy HubAnnual ReportReliabilitySustainabilityInnovation SP Group to roll out Singapore’s first large-scale smart water metering system INNOVATION SP Group will roll out Singapore’s first large-scale smart water metering project following the award by National Water Agency PUB to supply Category: Innovation Innovationhttps://www.spgroup.com.sg/about-us/media-resources/energy-hub/innovation/sp-group-awarded-bca-grant-to-power-next-gen-green-buildings SP Energy HubAnnual ReportReliabilitySustainabilityInnovation SP Group awarded BCA grant to power next-gen green buildings INNOVATION SP Group (SP) was awarded a grant by the Building and Construction Authority (BCA) to develop and implement technologies and digital solutions to push the limits Category: Innovation 1 2 3 4 5 ..... 15 [20191029] The Business Times - Powering Singapore for the futurehttps://www.spgroup.com.sg/dam/jcr:b54cd553-54c8-4a3c-bd40-974dbb2db5e2 As Singapore continues to strike a balance between providing reliable supply and cost to consumers, it is modernising its grid and exploring opportunities that can be pursued in renewables, data analytics, control and consumer empowerment. This is key to addressing climate change. BT FILE PHOTO Powering Singapore for the future Advances in digital technologies will usher in the use of smart meters within a Smart Grid, communications networks and data management systems. BY SUBODH MHAISALKAR AND AMIT PATHARE CLIMATE change – a key topic during the Singapore International Energy Week – is the existential threat today. The drumbeats are getting louder, and the world is beginning to listen. On the other hand, with improving living standards, growth in global energy demand is seen as inevitable. These seemingly contradictory priorities of growth and reducing environmental impact are prompting governments and corporations to consider the challenges and opportunities presented by green growth where economic expansion is decoupled from energy usage. A large proportion of the global strategy for reduction in emissions intensity will rely on electrification and deployment of renewable energy. The world’s primary energy supply continues to rely on fossil fuels like coal, gas and oil. Renewables contribute only around a quarter of the energy mix, even though their share is growing. Driven by falling costs of solar cells and wind energy (88 per cent and 54 per cent reduction respectively from 2010 to 2019), investments in renewables capacity continue to outstrip those in new capacity of fossil fuel-based power generation. Battery costs have similarly fallen 86 per cent from 2010 to 2019, making electric vehicles progressively cheaper and easier to provide back-up for solar cells for when the sun doesn’t shine. Energy demand delivered by electricity (for example, transportation, cooking, cooling) will double from 19 per cent in 2017 to 40 per cent in 2050. This shift to renewables and electrification will require a fresh look at the power sector. The current “power grid”, designed in the late 19th century, is uni-directional where energy flows from central power plants to the customers. In Singapore, power-generation companies produce electricity which is transported to customers via the power grid owned and operated by SP Group. Integrating renewables and catering for large variable loads (such as charging of electric cars and buses) have created the need for the advent of the “Smart Grid”. THE SMART GRID Recent years have seen numerous advances in digital technologies. These advances include smart meters, communications networks and data management systems that enable two-way communication between utilities and customers. Better monitoring and control have enhanced both energy efficiency and reliability. The Smart Grid is thus an electricity network that enables integration of renewables and uses smart technologies to better serve consumers. SP Group’s Smart Grid Index 2019 compares 75 utilities from 35 countries. US and European utilities were ranked higher than many Asian utilities. This could be attributed to the US/European utilities’ continued focus on green energy adoption. Singapore was ranked 33rd (score of 66 per cent), while utilities from the Asean countries were ranked between the 50s and 60s with scores in the range of 45-50 per cent. Asia-Pacific utilities have also made significant improvements in Distributed Energy Resources, security and customer empowerment and satisfaction. US/European utilities fare better in areas including monitoring and control, data analytics, renewables integration, green energy, security as well as consumer empowerment. By one indicator – the System Average Interruption Duration Index which measures the average duration of interruption in power supply, indicated in minutes per customer – Singapore is the undisputed world leader. The Republic’s grid performance, measured in terms of both the frequency and duration of grid outages, is far better than that of even the other cities in the top 10 – including Tokyo, Frankfurt, London, Taipei and Hong Kong. Singapore’s high performance may be explained by our urban, high-density networks, continuous investments in advanced technological solutions, and the use of underground cables instead of overhead lines that are vulnerable to natural disasters. Singapore’s approach towards Smart Grids prioritises sustainable growth, energy security and affordability. The grid charges in Singapore for the average consumer are among the lowest in the world. Some consumers may be willing to pay more for fewer outages, but it is neither feasible to charge different prices according to the quality of electricity supply nor socially possible to impose high charges on everyone. As Singapore continues to strike a balance between providing reliable supply and cost to consumers, it is modernising its grid and exploring opportunities that can be pursued in renewables, data analytics, control and consumer empowerment. THE SMART GRID OF TOMORROW Source: The Business Times © Singapore Press Holdings Limited. Permission required for reproduction. Levelling up, the Smart Grid of tomorrow is envisioned to be a technology leap that will usher in the Internet of Energy, with the capability to manage millions of connected devices at all levels of the grid. Replacing today’s analog power-line transformers with power electronics will allow bi-directional energy flows, enable intelligent and remote network management, and usher in the era of a fully digital power grid. The grid will also require an added buffer of storage and demand sinks and an array of power devices that will allow it to absorb massive swings in supply and demand and cater for intermittency of renewables. These hardware improvements will be optimised by a range of software solutions driven by stochastic algorithms that integrate supply and demand movements. We can think of it in terms of a new Artificial Intelligence “brain” for the grid that can: ■ absorb and structure the vast amounts of data being continually generated by a multitude of devices; ■ deploy platforms and protocols for these devices to “communicate” with each other; and ■ adapt, learn and evolve in order to keep improving grid efficiency without compromising on security. Transactive platforms could potentially use blockchain technology with embedded encryption for power transactions enabled by ultra-fast 5G telecommunications networks. As Singapore’s challenges are markedly different from America’s and Europe’s, we require a different approach. Feed-in-tariffs, microgrids, natural disasters and transmission over hundreds of kilometres are not top challenges to the Singapore power grid. Instead, Singapore has to deploy and integrate renewables into its power system. Although the architectures of future grids are still emerging, Singapore’s priorities include clean energy generation, energy efficiency and grid resilience. Initiatives to support these include power generation from natural gas and potentially hydrogen in the future, deployment of solar cells coupled with energy storage, building and industrial energy efficiency, and electrification of transport. The time for incremental efforts is gone. A groundbreaking shift in clean energy deployment, underpinned by the right supporting infrastructure for scaleup of these solutions, is the way. In keeping with the Smart Nation vision, the Smart Grid offers an unparalleled opportunity to leverage the full potential of electrification that enhances security, reliability and affordability. This is key to addressing climate change and delivering sustainable development for Singapore. ❚ The writers are from the Energy Research Institute (ERI), Nanyang Technological University (NTU) of Singapore. Subodh Mhaisalkar is associate vice-president and professor at the School of Materials Science and Engineering at NTU, and also executive director of the ERI. Amit Pathare is a senior scientist and programme director at ERI. SP Group Sustainability Review FY2019-2020https://www.spgroup.com.sg/dam/spgroup/pdf/about-us/our-sustainability-commitment/SP-Group-Sustainability-Review-FY2019-2020.pdf SP Group Sustainability Review FY2019/2020 SP GROUP Sustainability Review FY2019/2020 Scope of Review This is the annual sustainability review published by SP Group for the financial year 1 April 2019 to 31 March 2020. The scope of this review covers SP Group’s Singapore-based operations. Sustainability Strategy SP Group’s mission is to deliver reliable and efficient utilities services to enhance the economy and the quality of life of our consumers. This mission is rooted in our value system of commitment, integrity, passion and teamwork. Sustainability is central to our mission and guides us to achieve our mission in a responsible and committed manner. As a leading energy utilities company, we anchor our sustainability strategy around the United Nation’s Sustainable Development Goal (SDG) 7 – to ensure access to reliable, sustainable and modern energy for all. For more information, please refer to https://www.un.org/sustainabledevelopment/energy/ 7.1 Enhance energy access SDG 7 has three key targets: 7.2 Increase renewable energy 7.3 Promote energy efficiency Industry collaboration in energy technology and investment in energy infrastructure are identified as key enablers to meet these targets. We aspire to be a leading utilities company in a low-carbon future and providing energy that is reliable and sustainable is central to this long-term strategy. We recognise that to enable this clean transition, we need to invest in innovative technologies and infrastructure. We also understand that our actions need to extend beyond our own operations, to those of our customers who can create a large share of the impact through their choices and decisions. With this in mind, we have identified three strategic areas that support our actions towards the achievement of SDG 7: (1) Network Reliability, (2) Innovation and (3) Customer Empowerment. Mission: Deliver reliable and efficient utilities services to enhance the economy and the quality of life Network Reliability Value System: Commitment, Integrity, Passion, Teamwork customer empowerment Innovation 02 SP GROUP Sustainability Review FY2019/2020 In addition to helping customers reduce their carbon footprint, SP Group is committed to reducing the environmental impact from our business operations. In 2019, an extensive data collection exercise was completed to calculate the greenhouse gas (GHG) emissions following the principles in the Greenhouse Gas Protocol: A Corporate Accounting and Reporting Standard (revised edition). FY2019/2020 emissions Absolute, tonnesCO 2 e Intensity, kgCO 2 e/MWh sold Scope 1 25,966 0.54 Scope 2, location based 355,110 7.38 The bulk of SP Group’s GHG emissions in Scope 2 resulted from the dissipated energy emissions from technical losses via the distribution network and the transmission system in Singapore. While these emissions are inherent in the operations of the network, SP Group is committed to identifying opportunities to reduce the emissions from other key business activities that we operate and can influence. Value Add 30 Vision 2030 Reduce Carbon 30 We have set ourselves a “30-30-30” target to add at least 30 per cent value to our customers and reduce our carbon footprint by 30 per cent, by 2030. With FY2018/2019 as the baseline year where applicable, selected performance indicators will be measured and tracked in relation to our material topics of network reliability, innovation and customer empowerment. Our SAIDI performance for electricity network improved to 0.56 minute as compared to 0.87 minute in the previous year More than 29,000 tonnesCO 2 e avoided from our various low carbon solutions offered to our customers In FY2019/2020, our System Average Interruption Duration Index (SAIDI) for electricity network improved to 0.56 minute as compared to 0.87 minute in the previous year. Commonly used as a reliability indicator by electricity companies, SAIDI measures the average outage duration experienced by each customer served. Our improvement reflects the continuous efforts we have put in place to ensure our customers are provided with reliable electricity supply. We have also facilitated the switch for 46 per cent of residential customers and 43 per cent of small business customers in the Open Electricity Market, enabling them to enjoy savings of 20 per cent to 30 per cent off the regulated tariff. Customers also have the option of a non-standard price plan to buy electricity from the wholesale electricity market. The various initiatives that have resulted from our focus on innovation have helped to reduce the carbon footprint of our customers through avoided emissions. In FY2019/2020, the carbon dioxide (CO 2 ) emissions avoided amounted to more than 29,000 tonnes carbon dioxide equivalent (tonnesCO 2 e), which was 19 per cent more than the baseline year of FY2018/2019. 03 SP GROUP Sustainability Review FY2019/2020 Contributing to SDG 7 Targets SDG targets by 2030 Material topic Our key contributions 7.1 Energy Access Ensure universal access to affordable, reliable and modern energy services. Network reliability Innovation • Investing in network infrastructure upgrades • Deploying smart grid technologies to improve and maintain network reliability • Increasing electric vehicle charging stations Customer empowerment • Enabling access to the Open Electricity Market by empowering customers to choose electricity packages and enjoy savings • Deploying digital solutions for energy consumers 7.2 Renewable Energy Increase substantially the share of renewable energy in the global energy mix. Innovation • Deploying solar PV projects • Testing green hydrogen • Testing waste-to-energy solutions • Issuing and trading of Renewable Energy Certificates 7.3 Energy Efficiency Double the global rate of improvement in energy efficiency. Innovation Customer empowerment • Developing smart building and smart district level solutions • Deploying district cooling and energy saving solutions • Deploying smart technology through advanced electricity meters and SP Utilities mobile app • Spreading environmental awareness through GreenWall, GreenUP, Energy Challenge and My Carbon Footprint Refer to page 17 for more details on these initiatives 04 SP GROUP Sustainability Review FY2019/2020 Network Reliability Why This is Material SP Group serves a large customer base who expects uninterrupted power and a high-quality maintenance framework. We understand that people and businesses rely on us to provide consistent and reliable power. SP Group aims to deliver a high reliability rate with near-zero downtime. Network reliability will continue to be a key topic to SP Group as we strive to deliver excellence in our service provision and operations. Management Approach Network Maintenance Singapore has one of the best electricity and gas network systems in the world. Despite all our efforts, supply interruption is inevitable. They occur due to various reasons including network failure, damage by third parties, faulty equipment at customer sites or issues with the source of the supply. Electricity Network To minimise occurrence of power failure, SP Group carries out regular maintenance measures. One of the measures is online condition monitoring which checks the network around the clock. Any anomalies detected will trigger a response for the team to carry out rectification works to ensure the continued well-being of the equipment. In 2019, to enhance speed and accuracy in predicting anomalies, we have implemented online condition monitoring for newly installed 230kV and 400kV cable joints, and for all 230kV, 400kV and new 66kV switchgears. We are in the process of doing the same for all 22kV source station’s switchgears, to be completed by 2022. We also carry out physical monitoring every six to nine months. This measures the voltage and equipment condition when the checks are being conducted. If a power failure occurs, we take remediation actions to minimise the impact and downtime. Implemented online condition monitoring for newly installed 230kV and 400kV cable joints, and for all 230kV, 400kV and new 66kV switchgears to enhance speed and accuracy Employees work 24/7 at SP Group’s distribution control centre, the nerve centre of Singapore’s power grid, to ensure supply reliability. 05 SP GROUP Sustainability Review FY2019/2020 SP Group’s mobile generator crew is on standby 24/7. 1. Remote switching 2. Manual switching 3. Mobile generators 4. Cable jointing When a power fault is detected, this first course of action disconnects the affected equipment from the network and reconnects it to an alternative supply source. In 2019, we implemented remote switching capabilities for all 6.6kV distribution networks substations, enabling quicker restoration should a supply interruption occur. This is conducted when remote switching is unable to restore power supply. Power faults in low-voltage networks, such as damage to overground boxes that are used to transmit electricity to customers, are usually resolved through manual switching. These generators are deployed when power faults are reported and are used to provide temporary electricity supply while network issues are being resolved. This is conducted when switching is unable to resolve the power fault and the mobile generators cannot access the substation where the fault has occurred. Manual switching 06 SP GROUP Sustainability Review FY2019/2020 Gas Network SP Group owns and operates the gas network to supply gas to industrial, commercial and residential customers. The high pressure gas transmission system transports the main fuel source for Singapore’s power generation plants. A whole-of-life approach to asset management is adopted to manage risk and ensure that the gas network is developed, maintained and operated in a safe manner. The gas network is monitored round the clock in a system control centre. A Supervisory Control and Data Acquisition (SCADA) system is deployed on the transmission system to avail remote monitoring and operations capability, which enables immediate response to incidents. When incidents occur, response is centrally managed to ensure that performance recovery is quick and directed, and disruption to customers is minimised. SP Group checks the gas regulators regularly to ensure optimal gas supply pressure for customers. Regular inspections and maintenance are conducted on our assets to maintain reliability. An asset renewal programme tracks asset performance and replaces deteriorating assets efficiently. Patrol and leak survey of the pipelines are conducted to detect third party activities and gas leaks respectively. Dedicated planning of assets, selection of materials, project management and strict testing requirements are in place to maintain the integrity of the gas network. This enables continual good performance to existing consumers and supply to new consumers. International Collaboration In ensuring a more secure, accessible and sustainable energy future, SP Group is an active member of several international and regional working groups which benchmark and share best practices on grid operations. Participants at the 2019 HAPUA Council meeting. SP Group represents Singapore in the Heads of ASEAN Power Utilities Authorities (HAPUA) Pantone 2235C C75 M0 Y35 K0 R0 G176 B178 Pantone Red 032C C0 M91 Y87 K0 R239 G63 B54 Pantone 286C C100 M60 Y0 K6 R0 G98 B170 Pantone Process Yellow C C0 M0 Y100 K0 R:255 G242 B0 In the International Utility Working Group that was formed in 2003, SP Group is one of the utilities companies in the 10-member countries that meet annually to address grid reliability and security, integrating clean energy sources and meeting the digital needs of customers. In Southeast Asia, SP Group represents Singapore in the Heads of ASEAN Power Utilities Authorities (HAPUA). HAPUA’s key objectives include strengthening regional energy security through interconnection development and enhancing the quality and reliability of the electricity supply system. SP Group is the Chair of the Working Group #3 to focus on the areas of Distribution, Power Reliability and Quality. 07 SP GROUP Sustainability Review FY2019/2020 SP Group continues to invest in infrastructure to uphold network reliability. Initiatives Energy Access – SDG 7.1 Investing in Network Infrastructure Upgrades Planning and investing in network infrastructure upgrades is key to ensuring consumers have reliable and safe access to electricity. As part of our accelerated gas mains renewal programme, we have replaced more than 70km of aging ductile iron pipelines with more durable polyethylene pipes. This significantly reduces the risk of gas leaks and improves gas safety. We have embarked on the upgrading of two key operational systems, for gas network monitoring and control, and to support all gas market activities in Singapore. The final connection of our transmission network in the north of Singapore was also completed, enhancing the security and reliability of supply serving Liquefied Natural Gas (LNG) customers in the area. Commissioned a new 400kV substation to support more industrial capacity We have a long-term asset renewal strategy – based on the performance, condition and age of our equipment – to ensure that our electricity network remains resilient. We commissioned a new 400kV substation to support more industrial capacity and renewed one of two 230kV interconnections between Singapore and Malaysia. We have also replaced 606 switchgear panels, 158 transformers and 253km of cables in the distribution network. In 2012, we commenced an underground transmission cable tunnel project to support SP Group’s long-term plan of securing reliable and efficient electricity supply for Singapore. The project will allow us to install, repair and replace aging assets, and upgrade our network efficiently, with minimal inconvenience to the public. We have since installed and commissioned seven transmission cable circuits in our cross-island underground cable tunnels that were completed in 2019. These circuits, spanning close to 138km, are part of our long-term plan to replace aging assets and meet Singapore’s future electricity needs. 08 SP GROUP Sustainability Review FY2019/2020 Smart Grid Index In 2018, we launched the world’s first Smart Grid Index (SGI) to help utilities measure and advance in key dimensions of grid development. The SGI received strong endorsement from industry experts and stakeholders. Covering seven key aspects of an electricity grid – 1) supply reliability; 2) monitoring and control; 3) data analytics; 4) integration of Distributed Energy Resources (DER); 5) green energy; 6) security, and 7) customer empowerment and satisfaction – the SGI allows utilities to understand their strengths and areas they can improve in. Today, the SGI measures and benchmarks grid smartness across 75 utilities from 35 countries. In 2019, utilities in Asia Pacific nations made significant improvements in the rankings with an overall improvement of 10 percentage points from 2018. Improvements were most notable in areas of integration of DER, security, and customer empowerment and satisfaction. For further details on the benchmarking scores, please refer to https://www.spgroup.com.sg/what-we-do/smart-grid-index. SECURITY & SATISFACTION CUSTOMER EMPOWERMENT Best Practices by Dimensions GREEN ENERGY MONITORING & CONTROL DER INTEGRATION DATA ANALYTICS SUPPLY RELIABILITY Performance Network reliability is an important contributor to the economy and SP Group aims to ensure minimum disruption to electricity and gas supply for all businesses and households. There are two key indicators that our industry measures when assessing performance on network reliability: i) SAIDI, a system index of average duration of interruption in the power supply indicated in minutes per customers, and ii) System Average Interruption Frequency Index (SAIFI), a system index of average frequency of interruptions in the power supply. In FY2019/2020, our SAIDI for the electricity network improved by over 35 per cent. FY2018/2019 FY2019/2020 Electricity SAIDI (min) 0.87 0.56 SAIFI 0.0307 0.0366 Gas SAIDI (min) 0.0932 0.2637 SAIFI 0.0014 0.0019 To ensure minimal service disruption to our gas network, we have been actively replacing aging ductile iron pipelines with more durable polyethylene pipes to improve our gas SAIFI and SAIDI performance. Future Outlook To meet the 30-30-30 targets and minimise customer supply interruption, we actively invest in infrastructure, technology and engineering capabilities to uphold high performance standards. We continually look for innovative and cost-effective ways to deliver faster and better services and empower our staff with the knowledge they need to increase productivity and bring value to our customers and stakeholders. 09 SP GROUP Sustainability Review FY2019/2020 Innovation Why This is Material Singapore has pledged to reduce its Emissions Intensity by 36 per cent from 2005 levels by 2030. It has recently committed to enhance its nationally determined contribution to the absolute peak emissions level of 65 million tonnes of CO 2 equivalent around 2030. By 2050, Singapore aims to halve the amount of emissions it produces from its 2030 peak, with the view to achieve net-zero emissions as soon as viable in the second half of the century. Innovation and new technologies are central to facilitating this transition. SP Group can be a key facilitator and enabler for this change. Our investments in climate-friendly innovations will not only power a greener tomorrow for our business, they benefit the entire ecosystem, including organisations and individuals trying to reduce their own footprint. Management Approach SP Group takes an active approach to keep at the forefront of new technologies. Our approach has been to tap the global innovation ecosystem for exposure, test new solutions and build new capabilities to enable us to deliver value-added solutions to customers. SP has been actively engaging the global innovation ecosystem through programmes such as the Free Electrons Global Accelerator. In partnership with nine other global utilities, SP Group invites promising energy-related start-ups to apply for the accelerator programme which runs annually. Into its fourth edition in 2020, Free Electrons received a total of more than 850 start-up applications from 86 countries. Since 2017, Free Electrons has received more than 2,300 applications and investments were made in more than 100 pilot programmes while more than S$30 million has been invested in start-ups. SP Group invests in venture capital funds globally to access the innovation ecosystems and keeps abreast of market and technology developments. Our venture capital funds provide SP Group with deal flow access to start-ups globally including Asia, US and Europe. Through this innovation ecosystem, SP Group has been identifying relevant and promising technologies to run pilots. This approach allows us to validate the technologies and performance in our local environment, and build new capabilities as we partner start-ups and organisations to develop new solutions. By 2050, Singapore aims to halve the amount of emissions it produces from its 2030 peak, with the view to achieve net-zero emissions as soon as viable in the second half of the century Since 2017, Free Electrons has received more than 2,300 applications from innovative energy startups. More than 100 pilot programmes were initiated between the utilities and start-ups. More than S$30 million has been invested in the start-ups. Free Electrons utilities and start-up participants in Berlin, Germany. 10 SP GROUP Sustainability Review FY2019/2020 Initiatives Energy Access – SDG 7.1 Electric Vehicle Charging The switch to low-carbon electric vehicles (EVs) is seen as an increasingly viable route for the decarbonisation of the transportation sector globally. With our geographic size, economic landscape and existing infrastructure, Singapore is well-placed to adopt green mobility, and SP Group aims to drive this change. Over the past two years, SP Group has been partnering organisations to set up EV charging stations across the island, in line with the government’s longerterm plan to build 28,000 electric vehicle charging points by 2030. In 2019, the high-speed EV charging network was increased to 200 points across Singapore, including 52 direct current fast chargers. Locating the charging points can be done via the SP Utilities app. Through the app, users can start and stop charging, and pay for the electricity used. This allows for greater convenience to users to access the largest fleet of EV charging points in Singapore. Renewable Energy – SDG 7.2 Solar Panels SP Group has installed solar photovoltaic (PV) panels at our headquarters and district offices and developed storage systems to harness and deploy energy efficiently. This experience enables us to work with partners in the community and industrial customers to achieve similar sustainable outcomes. The Integrated Energy Solutions system includes features like the SP Group’s direct current fast charging points offer our customers a convenient and quick way to charge the