Fault-Tolerant Control of Degrading Systems with On-Policy Reinforcement Learning

no code implementations • 10 Aug 2020 • Ibrahim Ahmed, Marcos Quiñones-Grueiro, Gautam Biswas

We propose a novel adaptive reinforcement learning control approach for fault tolerant control of degrading systems that is not preceded by a fault detection and diagnosis step.

Fault Detection reinforcement-learning +1

A Relearning Approach to Reinforcement Learning for Control of Smart Buildings

no code implementations • 4 Aug 2020 • Avisek Naug, Marcos Quiñones-Grueiro, Gautam Biswas

We demonstrate this approach for a data-driven 'smart building environment' that we use as a test-bed for developing HVAC controllers for reducing energy consumption of large buildings on our university campus.

reinforcement-learning Reinforcement Learning (RL)