Our Davao Light Kaibigans prove to be a dynamic group of forward-thinking A-People from diverse teams, demonstrating remarkable innovation and collaboration. This award-winning project, showcased at the Data Science Bootcamp, employs cutting-edge machine learning to tackle crucial power quality issues within the distribution grid.
Seamlessly aligned with AboitizPower’s strategic focus on Digitalization and Decarbonization, this project stands as a landmark achievement in AP’s commitment to boost operational efficiency and sustainability. It propels our GT2025 journey forward, driving substantial and positive change towards a brighter, more sustainable future.
The project delved into the challenges posed by unbalanced loads in the power distribution system. Unbalanced loads lead to increased power losses, safety risks, and equipment damage, ultimately impacting consumers. To tackle this, the team leveraged machine learning to develop a predictive model capable of forecasting unbalanced currents and associated financial losses with high accuracy.
Utilizing millions of data points and a combination of regression and time series modeling, the team created a robust forecasting model that empowers the company to move from reactive problem-solving to proactive management of the power grid, ensuring a reliable and stable power supply for customers while minimizing overall power losses.
The proactive approach using machine learning delivers significant benefits, including reduced power losses, improved system reliability, and data-driven decision-making. By automating reports and fostering a culture of innovation, the project also empowers citizen developers within Davao Light to explore further advancements in technology.
Looking ahead, the team plans to build a robust infrastructure and optimize the machine learning model further. With successful implementation in Davao Light, this project has the potential to revolutionize power distribution across the Aboitiz Power network, improving efficiency, reducing costs, and enhancing customer service.
“Data Science is about leveraging big data, and for our utility, Davao Light, we process and gather large amounts of data everyday from devices (meters, reclosers, relays, sensors etc,). Through Data Science we can eventually convert large amount of data (structured or unstructured) into valuable information.”
-King Manatad
Reflecting on their journey through the Data Science Bootcamp, the team emphasizes the importance of collaboration, critical thinking, and problem-solving skills. Their project exemplifies a purpose-driven initiative that excites and benefits the organization, demonstrating their commitment to excellence and innovation.
Tune in to their team presentation from the Data Science Bootcamp graduation:
