Model predictive control under forecast uncertainty for optimal operation of buildings with integrated solar systems

X Liu, P Paritosh, NM Awalgaonkar, I Bilionis, P Karava - Solar energy, 2018 - Elsevier
In this paper, we explore intelligent operation strategies, based on stochastic model
predictive control (SMPC), for optimal utilization of solar energy in buildings with integrated …

Time decomposition methods for optimal management of energy storage under stochasticity

T Rigaut - 2019 - theses.hal.science
The development of energy storage paves the way to innovative methods to manage energy
at a local scale. Micro grids are a novel kind of electrical grids with local production …

Exploration of Intelligent HVAC Operation Strategies for Office Buildings

X Liu - 2020 - search.proquest.com
Commercial buildings not only have significant impacts on occupants' well-being, but also
contribute to more than 19% of the total energy consumption in the United States. Along with …

Dynamic programming for POMDP with jointly discrete and continuous state-spaces

D Lee, N He, J Hu - 2019 American Control Conference (ACC), 2019 - ieeexplore.ieee.org
In this work, we study dynamic programming (DP) algorithms for partially observable Markov
decision processes with jointly continuous and discrete state-spaces. We consider a class of …

[PDF][PDF] Dynamic programming for stochastic control systems with jointly discrete and continuous state-spaces

D Lee, N He, J Hu - arxiv preprint arxiv:1803.08876, 2018 - researchgate.net
The goal is to study dynamic programming (DP) algorithm for stochastic systems with a
special structure. In particular, we consider a class of stochastic systems where continuous …

Simulation Studies on Deep Reinforcement Learning for Building Control with Human Interaction

D Lee, N He, S Lee, P Karava, J Hu - arxiv preprint arxiv:2103.07919, 2021 - arxiv.org
The building sector consumes the largest energy in the world, and there have been
considerable research interests in energy consumption and comfort management of …