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AI & Machine Learning
AI is a tool, not a promise.
Oasis Climate uses a range of computational approaches, from deterministic models to experimental machine learning. We believe in using the right tool for the job, not just the most hyped one.
Our Toolkit
- Deterministic Models: Physics-based equations that form the core of our Digital Twin.
- Statistical Estimation: Robust regression techniques to identify model parameters from noisy data.
- Optimization Algorithms: Model Predictive Control (MPC) to find optimal heating schedules.
- Experimental Reinforcement Learning: PPO-based agents for exploring complex, adaptive strategies in simulation.
Research vs. Production
Not all models are active in production. Reinforcement Learning is under active development and is not part of the initial control system.