foundations of computational agents
The third edition of Artificial Intelligence: foundations of computational agents, Cambridge University Press, 2023 is now available (including full text).
For an introduction to reinforcement learning, see Szepesvári [2010], Sutton and Barto [1998], and Kaelbling et al. [1996]. Bertsekas and Tsitsiklis [1996] investigate function approximation and its interaction with reinforcement learning. Powell [2014] describes various applications of reinforcement learning to energy systems.