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Related papers: Control oriented modeling of TCLs

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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…

Systems and Control · Electrical Eng. & Systems 2021-08-13 Austin Coffman , Ana Bušić , Prabir Barooah

Thermostatically Controlled Loads (TCLs) such as air conditioners and water heaters typically maintain their temperature within a preset range using on/off actuation. These types of loads are inherently flexible: many different power…

Systems and Control · Electrical Eng. & Systems 2020-10-15 Austin Coffman , Neil Cammardella , Prabir Barooah , Sean Meyn

This paper addresses the modeling and control of heterogeneous populations of thermostatically controlled loads (TCLs) operated by model predictive control (MPC) schemes at level of each TCL. It is shown that the dynamics of such TCLs…

Optimization and Control · Mathematics 2019-12-24 Jun Zheng , Gabriel Laparra , Guchuan Zhu , Meng Li

Smart buildings are the need of the day with increasing demand-supply ratios and deficiency to generate considerably. In any modern non-industrial infrastructure, these demands mainly comprise of thermostatically controlled loads (TCLs),…

Systems and Control · Electrical Eng. & Systems 2019-12-30 Kshitij Singh , Pratik K. Bajaria

As the penetration of intermittent energy sources grows substantially, loads will be required to play an increasingly important role in compensating the fast time-scale fluctuations in generated power. Recent numerical modeling of…

Statistical Mechanics · Physics 2012-04-13 Soumya Kundu , Nikolai Sinitsyn , Scott Backhaus , Ian Hiskens

Demand flexibility is increasingly important for power grids, in light of growing penetration of renewable generation. Careful coordination of thermostatically controlled loads (TCLs) can potentially modulate energy demand, decrease…

Systems and Control · Electrical Eng. & Systems 2020-10-07 Bingqing Chen , Weiran Yao , Jonathan Francis , Mario Bergés

We study the collective phenomena and constraints associated with the aggregation of individual cooling units from a statistical mechanics perspective. These units are modelled as Thermostatically Controlled Loads (TCLs) and represent zones…

Physics and Society · Physics 2022-08-30 Lucas Fuentes Valenzuela , Lindell Williams , Michael Chertkov

Thermostatically controlled loads (TCLs) can provide ancillary services to the power network by aiding existing frequency control mechanisms. TCLs are, however, characterized by an intrinsic limit cycle behavior which raises the risk that…

Optimization and Control · Mathematics 2021-10-28 Andreas Kasis , Ioannis Lestas

This work discusses a two-step procedure, based on formal abstractions, to generate a finite-space stochastic dynamical model as an aggregation of the continuous temperature dynamics of a homogeneous population of Thermostatically…

Systems and Control · Computer Science 2013-07-31 Sadegh Esmaeil Zadeh Soudjani , Alessandro Abate

A significant portion of electricity consumed worldwide is used to power thermostatically controlled loads (TCLs) such as air conditioners, refrigerators, and water heaters. Because the short-term timing of operation of such systems is…

Adaptation and Self-Organizing Systems · Physics 2018-03-12 Walter Bomela , Anatoly Zlotnik , Jr-Shin Li

Demand response (DR) programs aim to engage distributed demand-side resources in providing ancillary services for electric power systems. Previously, aggregated thermostatically controlled loads (TCLs) have been demonstrated as a…

Systems and Control · Electrical Eng. & Systems 2020-03-31 Ali Hassan , Robert Mieth , Deepjyoti Deka , Yury Dvorkin

This paper focuses on the coordination of a population of thermostatically controlled loads (TCLs) with unknown parameters to achieve group objectives. The problem involves designing the device bidding and market clearing strategies to…

Optimization and Control · Mathematics 2015-06-16 Sen Li , Wei Zhang , Jianming Lian , Karanjit Kalsi

Thermostatically-controlled-loads (TCLs) have been regarded as a good candidate for maintaining the power system reliability by providing operating reserve. The short-term reliability evaluation of power systems, which is essential for…

Optimization and Control · Mathematics 2019-02-04 Yi Ding , Wenqi Cui , Shujun Zhang , Hongxun Hui , Yiwei Qiu , Yonghua Song

Residential Thermostatically Controlled Loads (TCLs) such as Air Conditioners (ACs), heat pumps, water heaters, and refrigerators have an enormous thermal storage potential for providing regulation reserve to the grid. In this paper, we…

Systems and Control · Computer Science 2014-12-09 He Hao , Borhan M. Sanandaji , Kameshwar Poolla , Tyrone L. Vincent

Thermostatically controlled loads such as refrigerators are exceptionally suitable as a flexible demand resource. This paper derives a decentralised load control algorithm for refrigerators. It is adapted from an existing continuous time…

Systems and Control · Computer Science 2019-08-09 Simon Tindemans , Goran Strbac

Thermostatically Controlled Loads (TCL), e.g. air-conditioners and heaters, are by far the most wide-spread consumers of electricity. Normally the devices are calibrated to provide the so-called bang-bang control of temperature -- changing…

Systems and Control · Computer Science 2017-01-19 Michael Chertkov , Vladimir Chernyak

The flexible power consumption feature of thermostatically controlled loads (TCLs) such as heating, ventilation, and air-conditioning (HVAC) systems makes them attractive targets for demand response (DR). TCLs possess a brief period where…

Systems and Control · Electrical Eng. & Systems 2021-10-26 Praveen Dhanasekar , Cunzhi Zhao , Xingpeng Li

Recently it has been shown that an aggregation of Thermostatically Controlled Loads (TCLs) can be utilized to provide fast regulating reserve service for power grids and the behavior of the aggregation can be captured by a stochastic…

Systems and Control · Computer Science 2014-04-09 Borhan M. Sanandaji , He Hao , Kameshwar Poolla , Tyrone L. Vincent

The aim of the project is to investigate and assess opportunities for applying reinforcement learning (RL) for power system control. As a proof of concept (PoC), voltage control of thermostatically controlled loads (TCLs) for power…

Machine Learning · Computer Science 2020-05-12 Oleh Lukianykhin , Tetiana Bogodorova

Thermostatically controlled loads such as refrigerators are exceptionally suitable as a flexible demand resource. This paper derives a decentralised load control algorithm for refrigerators. It is adapted from an existing continuous time…

Systems and Control · Electrical Eng. & Systems 2020-11-03 Simon H. Tindemans , Goran Strbac
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