Distributed MPC of Aggregated Heterogeneous Thermostatically Controlled Loads in Smart Grid

被引：80
|
作者：
Liu, Mingxi [1 ,2 ]
Shi, Yang [1 ,2 ]
Liu, Xiaotao [1 ,2 ]
机构：
[1] Univ Victoria, Dept Mech Engn, Victoria, BC V8W 2Y2, Canada
[2] Univ Victoria, Inst Integrated Energy Syst, Victoria, BC V8W 2Y2, Canada
来源：
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS | 2016年 / 63卷 / 02期
基金：
加拿大自然科学与工程研究理事会; 美国国家科学基金会;
关键词：
Ancillary service; distributed model predictive control (DMPC); population model; thermostatically controlled loads (TCLs); PREDICTIVE CONTROL; NONLINEAR-SYSTEMS; MANAGEMENT;
D O I：
10.1109/TIE.2015.2492946
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Using aggregated heterogeneous thermostatically controlled loads (TCLs) to provide ancillary services in a smart grid is a promising technique. This paper proposes an improved population model with lockout time considered to describe the aggregate dynamics. Based on that, a distributed model predictive control (DMPC) scheme is investigated to control a population of TCLs for the regulation service. Full derivations of the system model and the DMPC scheme are provided. A flexibility penalty is developed and added to the objective function to preserve the regulation flexibility. Simulation results, tested by real data, reveal the feasibility and effectiveness of the proposed method.
引用
收藏
页码：1120 / 1129
页数：10
相关论文
共 50 条
  • [31] Distributed aggregate tracking of heterogeneous thermostatically controlled load clusters
    Hu, Jianqiang
    Cao, Jinde
    Abdel-Aty, M.
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (03) : 2529 - 2537
  • [32] Distributed Load-following Control for Thermostatically Controlled Loads Clusters
    Li, Li
    Dong, Mi
    Song, Dongran
    Yang, Jian
    Wang, Qibing
    [J]. Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2023, 43 (21): : 8270 - 8281
  • [33] A Generic Load Forecasting Method for Aggregated Thermostatically Controlled Loads Based on Convolutional Neural Networks
    Gong, Xun
    Guerra, Eduardo Castillo
    Barrera, J. L. Cardenas
    Cao, Bo
    Chang, Liuchen
    Saleh, Saleh
    [J]. 2019 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2019, : 495 - 502
  • [34] Optimizing the Regulation of Aggregated Thermostatically Controlled Loads by Jointly Considering Consumer Comfort and Tracking Error
    Yang, Jie
    Liu, Tongyu
    Wang, Huaibao
    Tian, Zhenhua
    Liu, Shihao
    [J]. ENERGIES, 2019, 12 (09)
  • [35] Real-time Linearized Scheduling Model for Distribution Networks with Aggregated Thermostatically Controlled Loads
    Wei, Congying
    Wang, Yang
    Wang, Chunming
    Xu, Jian
    Liao, Siyang
    Wang, Jun
    [J]. 2022 4TH ASIA ENERGY AND ELECTRICAL ENGINEERING SYMPOSIUM (AEEES 2022), 2022, : 114 - 120
  • [36] The Flexibility of Thermostatically Controlled Loads for Regulation
    Li, Yaping
    Zuo, Juan
    Mao, Wenbo
    Guo, Xiaorui
    [J]. 2016 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2016, : 305 - 309
  • [37] Price Control for Heterogeneous Thermostatically Controlled Loads in Communication and Computation Delay Environments
    Zou, Suli
    Chen, Zhe
    Lygeros, John
    [J]. 2019 IEEE 58TH CONFERENCE ON DECISION AND CONTROL (CDC), 2019, : 4453 - 4458
  • [38] Safe protocols for generating power pulses with heterogeneous populations of thermostatically controlled loads
    Sinitsyn, Nikolai A.
    Kundu, Soumya
    Backhaus, Scott
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2013, 67 : 297 - 308
  • [39] A Distributed Control Scheme of Thermostatically Controlled Loads for the Building-Microgrid Community
    Wang, Yu
    Tang, Yi
    Xu, Yan
    Xu, Yinliang
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2020, 11 (01) : 350 - 360
  • [40] Iterative Distributed MPC for Power Dispatching Problem in Smart Grid
    Qiang, Zhiwen
    Dai, Li
    Xia, Yuanqing
    [J]. 2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 913 - 918
12345