Since the start of this project in August 2021, we've made significant progress in several key areas:
- Optimizing Water Systems for the Future: One of our main goals is to design and manage water systems more intelligently. Traditional methods often overlook future changes, so we introduced 'operational flexibility' for adaptable planning. We're also investigating how climate change-driven temperature increases may impact water quality.
- Improving Monitoring and Control: We're enhancing water systems with real-time sensors for leak, contamination, and equipment failure detection. We've organized a competition to spur innovation in leak detection methods. Additionally, we've introduced the "WaterSafe" benchmark to improve fault diagnosis methods.
- Explainable Machine Learning: We're using the power of artificial intelligence to make sense of the vast amount of data these systems generate. We've developed algorithms that can learn from this data and help humans make better decisions. We've also figured out ways to make these algorithms more Interpretable, so experts can trust and use them.
- Sustainable and Ethical Decision-Making: Water isn't just about pipes and pumps; it's about people's well-being and the environment. We're creating a new framework that considers the ethics and well-being of everyone involved in these water systems. This involves advanced modeling and understanding how different types of uncertainty affect decision-making.
So, what are our most significant achievements so far?
- We've shown that Reinforcement Learning, a type of artificial intelligence, can help us design better water systems, even when we're not sure what the future holds.
- We've developed a novel algorithm called ActiSiamese, which can spot problems in water systems quickly and accurately.
- Our work at the intersection of AI and Online Learning is making it easier to learn from the massive amounts of data these systems produce.
- We've broken new ground by combining insights from behavioral and neuroeconomic studies to help us make better decisions about our environment.
- We've actively engaged with water authorities and companies to ensure that our research is practical and useful in the real world.