Aggregated Power Model of Air-conditioning Load Considering Stochastic Adjustment Behaviors of Consumers

Tingyu JIANG; Ping JU; Chong WANG

doi:10.7500/AEPS20190325008

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Aggregated Power Model of Air-conditioning Load Considering Stochastic Adjustment Behaviors of Consumers

Basic Research | 更新时间：2025-06-16

- Aggregated Power Model of Air-conditioning Load Considering Stochastic Adjustment Behaviors of Consumers
- Automation of Electric Power Systems Vol. 44, Issue 3, Pages: 105-113(2020)
- 作者机构：
  
  河海大学能源与电气学院，江苏省南京市 210098
- 作者简介：
- 基金信息：
  
  Program of Introducing Talents of Discipline to Universities (“111” Program)
- DOI：10.7500/AEPS20190325008
  CLC：
- Received：25 March 2019，
  
  Revised：2019-06-16，
  
  Published Online：12 September 2019，
  
  Published：25 March 2020
- 稿件说明：
移动端阅览
姜婷玉,鞠平,王冲.考虑用户调节行为随机性的空调负荷聚合功率模型[J].电力系统自动化,2020,44(03):105-113.

JIANG Tingyu,JU Ping,WANG Chong.Aggregated Power Model of Air-conditioning Load Considering Stochastic Adjustment Behaviors of Consumers[J].Automation of Electric Power Systems,2020,44(03):105-113.
姜婷玉,鞠平,王冲.考虑用户调节行为随机性的空调负荷聚合功率模型[J].电力系统自动化,2020,44(03):105-113. DOI： 10.7500/AEPS20190325008.

JIANG Tingyu,JU Ping,WANG Chong.Aggregated Power Model of Air-conditioning Load Considering Stochastic Adjustment Behaviors of Consumers[J].Automation of Electric Power Systems,2020,44(03):105-113. DOI： 10.7500/AEPS20190325008.

摘要

大规模聚合空调负荷可通过需求响应改变其聚合功率，在削峰填谷、平衡新能源波动和提供辅助服务等方面可以发挥重要作用。建立能够描述空调负荷聚合特性的模型对电网调度而言具有实际意义。相较于对独立空调负荷模型的广泛研究，针对空调负荷聚合模型的研究相对滞后且建模时对参数的要求较高。文中以调节空调温度设定值的方法为基础，在考虑室外环境温度变化和用户调节行为随机性的背景下，基于状态队列模型的思路建立了简化的空调负荷聚合功率模型，能够有效减少调度时计算量和实时通信压力。通过仿真分析验证了该模型在电网应用中的准确性和可行性。

Abstract

Large-scale aggregated air-conditioning load can change its aggregated power through demand response

which plays an important role in peak shaving

balancing fluctuations of renewable energy and providing auxiliary service. For the dispatching of power grid

it has a practical meaning to establish a model to describe the characteristics of aggregated air-conditioning loads. Compared with the extensive researches on independent model for air-conditioning loads

there are few researches on aggregated model for air-conditioning loads which requires accurate parameters in modeling. Based on the method of adjusting the temperature setting of air-conditioning

this paper proposes a simplified aggregated power model for air-conditioning loads considering outdoor environment temperature variations and the stochastic adjustment behaviors of the consumers. In addition

the proposed model is simplified based on the state queuing model

which can effectively reduce computation burden and real-time communication pressure during dispatching. The accuracy and feasibility of the proposed model are verified through simulation analysis.

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Keywords

references

高赐威 , 李倩玉 , 李慧星 , 等 . 基于负荷聚合商业务的需求响应资源整合方法与运营机制 [J]. 电力系统自动化 , 2013 , 37 ( 17 ): 78 - 86 .

GAO Ciwei , LI Qianyu , LI Huixing , et al . Methodology and operation mechanism of demand response resources integration based on load aggregator [J]. Automation of Electric Power Systems , 2013 , 37 ( 17 ): 78 - 86 .

辛洁晴 , 吴亮 . 商务楼中央空调周期性暂停分档控制策略 [J]. 电力系统自动化 , 2013 , 37 ( 5 ): 49 - 54 .

XIN Jieqing , WU Liang . Hierarchical strategies for duty cycling control of air conditioners in business buildings [J]. Automation of Electric Power Systems , 2013 , 37 ( 5 ): 49 - 54 .

朱宇超 , 王建学 , 曹晓宇 . 中央空调负荷直接控制策略及其可调度潜力评估 [J]. 电力自动化设备 , 2018 , 38 ( 5 ): 227 - 234 .

ZHU Yuchao , WANG Jianxue , CAO Xiaoyu . Direct control strategy of central air-conditioning load and its schedulable potential evaluation [J]. Electric Power Automation Equipment , 2018 , 38 ( 5 ): 227 - 234 .

MATHIEU S , LOUVEAUX Q . A quantitative analysis of the effect of flexible loads on reserve markets [C]// Power Systems Computation Conference (PSCC), August 18-22 , 2014 ， Wroclaw , Poland .

YOON J H . BALDICK R, NOVOSELAC A. Dynamic demand response controller based on real-time retail price for residential buildings [J]. IEEE Transactions on Smart Grid , 2014 , 5 ( 1 ): 121 - 129 .

PEPPANEN J , RENO M J , GRIJALVA S . Thermal energy storage for air conditioning as an enabler of residential demand response [C]// 46th North American Power Symposium (NAPS), September 7-9 , 2014 , Pullman , USA .

KOCH S , MATHIEU J L , CALLAWAY D S . Modeling and control of aggregated heterogeneous thermostatically controlled loads for ancillary services [C]// 17th Power Systems Computation Conference, August 22-26 , 2011 , Stockholm , Sweden .

LIU M , SHI Y . Model predictive control of aggregated heterogeneous second-order thermostatically controlled loads for ancillary services [J]. IEEE Transactions on Power Systems , 2016 , 31 ( 3 ): 1963 - 1971 .

ZHANG W , LIAN J . CHANG C, KALSI K. Aggregated modeling and control of air conditioning loads for demand response [J]. IEEE Transactions on Power Systems , 2013 , 28 ( 4 ): 4655 - 4664 .

NING L , CHASSIN D P . A state-queueing model of thermostatically controlled appliances [J]. IEEE Transactions on Power Systems , 2004 , 19 ( 3 ): 1666 - 1673 .

周磊 , 李扬 , 高赐威 . 聚合空调负荷的温度调节方法改进及控制策略 [J]. 中国电机工程学报 , 2014 , 34 ( 31 ): 5579 - 5589 .

ZHOU Lei , LI Yang , GAO Ciwei . Improvement of temperature adjusting method for aggregated air-conditioning loads and its control strategy [J]. Proceedings of the CSEE , 2014 , 34 ( 31 ): 5579 - 5589 .

HAO H , SANANDAJI B M , POOLLA K , et al . Aggregate flexibility of thermostatically controlled loads [J]. IEEE Transactions on Power Systems , 2015 , 30 ( 1 ): 189 - 198 .

孙玲玲 , 高赐威 , 谈健 , 等 . 负荷聚合技术及其应用 [J]. 电力系统自动化 , 2017 , 41 ( 6 ): 159 - 167 .

SUN Lingling , GAO Ciwei , TAN Jian , et al . Load aggregation technology and its applications [J]. Automation of Electric Power Systems , 2017 , 41 ( 6 ): 159 - 167 .

宋梦 , 高赐威 , 苏卫华 . 面向需求响应应用的空调负荷建模及控制 [J]. 电力系统自动化 , 2016 , 40 ( 14 ): 158 - 167 .

SONG Meng , GAO Ciwei , SU Weihua . Modeling and controlling of air-conditioning load for demand response applications [J]. Automation of Electric Power Systems , 2016 , 40 ( 14 ): 158 - 167 .

SOUDJANI S E Z , ABATE A . Aggregation and control of populations of thermostatically controlled loads by formal abstractions [J]. IEEE Transactions on Control Systems Technology , 2015 , 23 ( 3 ): 975 - 990 .

楼家辉 . 定频空调负荷聚合建模及其调控策略研究 [D]. 杭州 : 浙江大学 , 2018 .

LOU Jiahui . Research on aggregated modeling and control strategy of constant frequency air conditioning load [D]. Hangzhou : Zhejiang University , 2018 .

LI Z , WU W , Zhang B , et al . Capacity guaranteed control method for air conditioning cluster joining power grid frequency regulation [J]. The Journal of Engineering , 2018 ( 17 ): 1884 - 1888 .

HUI H , DING Y , ZHENG M . Equivalent modeling of inverter air conditioners for providing frequency regulation service [J]. IEEE Transactions on Industrial Electronics , 2019 , 66 ( 2 ): 1413 - 1423 .

李亚平 , 姚建国 , 雍太有 , 等 . 居民温控负荷聚合功率及响应潜力评估方法研究 [J]. 中国电机工程学报 , 2017 , 37 ( 19 ): 5519 - 5528 .

LI Yaping , YAO Jianguo , YONG Taiyou , et al . Estimation approach to aggregated power and response potential of residential thermostatically controlled loads [J]. Proceedings of the CSEE , 2017 , 37 ( 19 ): 5519 - 5528 .

PERFUMO C , KOFMAN E , BRASLAVSKY J H , et al . Load management: model-based control of aggregate power for populations of thermostatically controlled loads [J]. Energy Conversion and Management , 2012 , 55 : 36 - 48 .

MAHDAVI N , BRASLAVSKY J H , PERFUMO C . Mapping the effect of ambient temperature on the power demand of populations of air conditioners [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 3 ): 1540 - 1550 .

MAHDAVI N , BRASLAVSKY J H , SERON M M , et al . Model predictive control of distributed air-conditioning loads to compensate fluctuations in solar power [J]. IEEE Transactions on Smart Grid , 2017 , 8 ( 6 ): 3055 - 3065 .

刘萌 , 梁雯 , 张岩 , 等 . 计及空调负荷群控制的源-荷协同优化调度模型 [J]. 电网技术 , 2017 , 41 ( 4 ): 1230 - 1238 .

LIU Meng , LIANG Wen , ZHANG Yan , et al . Cooperative generation-load optimal dispatching model considering air-conditioning load group control [J]. Power System Technology , 2017 , 41 ( 4 ): 1230 - 1238 .

刘萌 , 张岩 , 王大鹏 , 等 . 电力系统大功率缺额下空调负荷群集的分散自律控制策略 [J]. 电网技术 , 2017 , 41 ( 9 ): 3050 - 3058 .

LIU Meng , ZHANG Yan , WANG Dapeng , et al . Decentralized self-discipline control strategy of air-conditioning load group after power system suffering from large power shortage [J]. Power System Technology , 2017 , 41 ( 9 ): 3050 - 3058 .

TINDEMANS S H , TROVATO V , STRBAC G . Decentralized control of thermostatic loads for flexible demand response [J]. IEEE Transactions on Control Systems Technology , 2015 , 23 ( 5 ): 1685 - 1700 .

ZHANG W , KALSI K , FULLER J , et al . Aggregate model for heterogeneous thermostatically controlled loads with demand response [C]// IEEE Power & Energy Society General Meeting, July 22-26 , 2012 , San Diego , USA .

王成山 , 刘梦璇 , 陆宁 . 采用居民温控负荷控制的微网联络线功率波动平滑方法 [J]. 中国电机工程学报 , 2012 , 32 ( 25 ): 36 - 43 .

WANG Chengshan , LIU Mengxuan , LU Ning . A tie-line power smoothing method for microgrid using residential thermostatically-controlled loads [J]. Proceedings of the CSEE , 2012 , 32 ( 25 ): 36 - 43 .

BASHASH S , FATHY H K . Modeling and control of aggregate air conditioning loads for robust renewable power management [J]. IEEE Transactions on Control Systems Technology , 2013 , 21 ( 4 ): 1318 - 1327 .

WAI C H , BEAUDIN M , ZAREIPOUR H A , et al . Cooling devices in demand response: a comparison of control methods [J]. IEEE Transactions on Smart Grid , 2015 , 6 ( 1 ): 249 - 260 .

KUNDU S , SINITSYN N , BACKHAUS S , et al . Modeling and control of thermostatically controlled loads [C]// 17th Power Systems Computation Conference, August 22-26 , 2011 , Stockholm , Sweden .

李亚平 , 周竞 , 鞠平 , 等 . 柔性负荷互动影响量化评估方法 [J]. 电力系统自动化 , 2015 , 39 ( 17 ): 26 - 32 .

LI Yaping , ZHOU Jing , JU Ping , et al . Quantitative assessment method for interactive impact of flexible load [J]. Automation of Electric Power Systems , 2015 , 39 ( 17 ): 26 - 32 .

CUI Wenqi , DING Yi , HUI Hongxun , et al . Evaluation and sequential dispatch of operating reserve provided by air conditioners considering lead-lag rebound effect [J]. IEEE Transactions on Power Systems , 2018 , 33 ( 6 ): 6935 - 6950 .

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