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Ensemble of Thermostatically Controlled Loads: Statistical Physics Approach [PDF]
Scientific Reports, 2017 Thermostatically controlled loads, e.g., air conditioners and heaters, are by far the most widespread consumers of electricity. Normally the devices are calibrated to provide the so-called bang-bang control – changing from on to off, and vice versa ...
Michael Chertkov, Vladimir Chernyak
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An Improved Deep Reinforcement Learning Method for Dispatch Optimization Strategy of Modern Power Systems [PDF]
Entropy, 2023 As a promising information theory, reinforcement learning has gained much attention. This paper researches a wind-storage cooperative decision-making strategy based on dueling double deep Q-network (D3QN). Firstly, a new wind-storage cooperative model is
Suwei Zhai +4 more
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Hierarchical Control of Thermostatically Controller Loads for Primary Frequency Control [PDF]
IEEE Transactions on Smart Grid, 2018 This paper proposes a hierarchical control of thermostatically controlled loads (TCLs) to provide primary frequency control support. The control architecture is composed of three levels. At the high level, an aggregator coordinates multiple distribution substations and dispatches the primary reserve references.
Haoran Zhao +5 more
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A Stability Analysis of Thermostatically Controlled Loads for Power System Frequency Control [PDF]
Complexity, 2017 Thermostatically controlled loads (TCLs) are a flexible demand resource with the potential to play a significant role in supporting electricity grid operation.
Ellen Webborn, Robert S. MacKay
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Aggregate Control Strategy for Thermostatically Controlled Loads with Demand Response [PDF]
Energies, 2019 The improvement of intelligent appliances provides the basis for the demand response (DR) of residential loads. Thermostatically controlled loads (TCLs) are one of the most important DR resources and are characterized by a large load and a high degree of
Xiao Zhou +5 more
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Demand Response on domestic thermostatically controlled loads [PDF]
, 2016 Electricity has become an inevitable part of human life in present day world. In the past two centuries, the electric power system has undergone a lot of changes. Due to the awareness about the adverse impact of the fossil fuels, the power industry is adopting green and sustainable energy sources.
Lakshmanan, Venkatachalam
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A novel distributed control framework for thermostatically controlled loads cluster
Discover Artificial IntelligenceRenewable energy is developing rapidly, and its intermittency and uncertainty pose a serious challenge to the grid’s regulation capability. Demand response, as a crucial means of integrating flexible load-side resources, has become a key technology in ...
Yiyan Zheng, Zhenwei Yu, Li Ding
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Efficient Desynchronization of Thermostatically Controlled Loads [PDF]
IFAC Proceedings Volumes, 2013 6 pages, 8 ...
Bendtsen, Jan, Sridharan, Srinivas
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Systems Science & Control Engineering, 2023 To achieve the flexible operation of the active distribution network (ADN), an optimal control method for the ADN considering the soft open point (SOP) and thermostatically controlled loads under distributed photovoltaic (PV) access is proposed.
Lisheng Li +7 more
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Energies, 2022 The intermittence and fluctuation of renewable energy aggravate the power fluctuation of the power grid and pose a severe challenge to the frequency stability of the power system.
Rusi Chen +5 more
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