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Ensemble of Thermostatically Controlled Loads: Statistical Physics Approach [PDF]

open access: yesScientific 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
doaj   +6 more sources

Flexibility Management with Virtual Batteries of Thermostatically Controlled Loads: Real-Time Control System and Potential in Spain

open access: yesEnergies, 2021
Load flexibility management is a promising approach to face the problem of balancing generation and demand in electrical grids. This problem is becoming increasingly difficult due to the variability of renewable energies.
Alejandro Martín-Crespo   +2 more
doaj   +4 more sources

A Stability Analysis of Thermostatically Controlled Loads for Power System Frequency Control [PDF]

open access: yesComplexity, 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
doaj   +9 more sources

Aggregate Control Strategy for Thermostatically Controlled Loads with Demand Response

open access: yesEnergies, 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
doaj   +4 more sources

Decentralized Optimal Control of a Microgrid with Solar PV, BESS and Thermostatically Controlled Loads

open access: yesEnergies, 2019
Constructing microgrids with renewable energy systems could be one feasible solution to increase the penetration of renewable energy. With proper control of the battery energy storage system (BESS) and thermostatically controlled loads (TCLs) in such ...
Wenhao Zhuo, Andrey V. Savkin, Ke Meng
doaj   +4 more sources

An Improved Deep Reinforcement Learning Method for Dispatch Optimization Strategy of Modern Power Systems [PDF]

open access: yesEntropy, 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
doaj   +2 more sources

A unified framework for coordination of thermostatically controlled loads

open access: yesAutomatica, 2023
A collection of thermostatically controlled loads (TCLs) -- such as air conditioners and water heaters -- can vary their power consumption within limits to help the balancing authority of a power grid maintain demand supply balance. Doing so requires loads to coordinate their on/off decisions so that the aggregate power consumption profile tracks a ...
Prabir Barooah, Ana Bušić
exaly   +6 more sources

A Stackelberg Game Approach for Price Response Coordination of Thermostatically Controlled Loads

open access: yesApplied Sciences, 2018
In this paper, we study the demand response of the thermostatically controlled loads (TCLs) to control their set-point temperatures by considering the tradeoff between the electricity payment and TCL user’s comfort preference.
Peng Wang   +3 more
doaj   +3 more sources

Fuzzy Neural Network Control of Thermostatically Controlled Loads for Demand-Side Frequency Regulation

open access: yesEnergies, 2019
In this paper, a fuzzy neural network controller for regulating demand-side thermostatically controlled loads (TCLs) is designed with the aim of stabilizing the frequency of the smart grid.
Zhengwei Qu   +3 more
doaj   +3 more sources

A novel distributed control framework for thermostatically controlled loads cluster

open access: yesDiscover Artificial Intelligence
Renewable 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
doaj   +2 more sources

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