680 citations · 929 across the 11 of their papers we have counts for
3 papers · 1 filter
An Exchange Mechanism to Coordinate Flexibility in Residential Energy Cooperatives
Shantanu Chakraborty, Pablo Hernandez-Leal, Michael Kaisers
Energy cooperatives (ECs) such as residential and industrial microgrids have the potential to mitigate increasing fluctuations in renewable electricity generation, but only if thei…
Using Monte Carlo Tree Search as a Demonstrator within Asynchronous Deep RL
Bilal Kartal, Pablo Hernandez-Leal, Matthew E. Taylor
Deep reinforcement learning (DRL) has achieved great successes in recent years with the help of novel methods and higher compute power. However, there are still several challenges…
A Survey and Critique of Multiagent Deep Reinforcement Learning
Pablo Hernandez-Leal, Bilal Kartal, Matthew E. Taylor
Deep reinforcement learning (RL) has achieved outstanding results in recent years. This has led to a dramatic increase in the number of applications and methods. Recent works have…