Applications of thermostatically controlled loads for demand response with the proliferation of variable renewable energy
Meng SONG, Wei SUN
Applications of thermostatically controlled loads for demand response with the proliferation of variable renewable energy
More flexibility is desirable with the proliferation of variable renewable resources for balancing supply and demand in power systems.Thermostatically controlled loads (TCLs) attract tremendous attentions because of their specific thermal inertia capability in demand response (DR) programs. To effectively manage numerous and distributed TCLs, intermediate coordinators, e.g., aggregators, as a bridge between end users and dispatch operators are required to model and control TCLs for serving the grid. Specifically, intermediate coordinators get the access to fundamental models and response modes of TCLs, make control strategies, and distribute control signals to TCLs according the requirements of dispatch operators. On the other hand, intermediate coordinators also provide dispatch models that characterize the external characteristics of TCLs to dispatch operators for scheduling different resources. In this paper, the bottom-up key technologies of TCLs in DR programs based on the current research have been reviewed and compared, including fundamental models, response modes, control strategies, dispatch models and dispatch strategies of TCLs, as well as challenges and opportunities in future work.
thermostatically controlled load / demand response / renewable energy / power system operation
[1] |
Wu H, Shahidehpour M, Alabdulwahab A,
CrossRef
Google scholar
|
[2] |
Sajjad I, Chicco G, Napoli R. Definitions of demand flexibility for aggregate residential loads. IEEE Transactions on Smart Grid, 2016, 7(6): 2633–2643
CrossRef
Google scholar
|
[3] |
Radaideh A, Vaidya U, Ajjarapu V. Sequential set-point control for heterogeneous thermostatically controlled loads through an extended Markov chain abstraction. IEEE Transactions on Smart Grid, 2019, 10(1): 116–127
CrossRef
Google scholar
|
[4] |
Kohlhepp P, Harb H, Wolisz H,
CrossRef
Google scholar
|
[5] |
Xu X, Yan Z, Shahidehpour M,
CrossRef
Google scholar
|
[6] |
Erdinc O, Tascikaraoglu A, Paterakis N,
CrossRef
Google scholar
|
[7] |
Kim Y J, Norford L K, Kirtley J L. Modeling and analysis of a variable speed heat pump for frequency regulation through direct load control. IEEE Transactions on Power Systems, 2015, 30(1): 397–408
CrossRef
Google scholar
|
[8] |
Song M, Gao C, Yan H,
CrossRef
Google scholar
|
[9] |
Hao H, Wu D, Lian J,
CrossRef
Google scholar
|
[10] |
Pahwa A, Brice C W. Modeling and system identification of residential air conditionning load. IEEE Transactions on Power Apparatus and Systems, 1985, 104(6): 1418–1425
CrossRef
Google scholar
|
[11] |
Song M, Gao C, Su W. Modeling and controlling of air-conditioning load for demand response applications. Automation of Electric Power Systems, 2016, 40(14): 158–167 (in Chinese)
|
[12] |
Molina A, Gabaldon A, Fuentes J A,
CrossRef
Google scholar
|
[13] |
Iacovella S, Ruelens F, Vingerhoets P,
CrossRef
Google scholar
|
[14] |
Hao H, Corbin C D, Kalsi K,
CrossRef
Google scholar
|
[15] |
Wu X, He J, Xu Y,
CrossRef
Google scholar
|
[16] |
Song M, Gao C, Shahidehpour M,
CrossRef
Google scholar
|
[17] |
Wai C H, Beaudin M, Zareipour H,
CrossRef
Google scholar
|
[18] |
Sinitsyn N A, Kundu S, Backhaus S. Safe protocols for generating power pulses with heterogeneous populations of thermostatically controlled loads. Energy Conversion and Management, 2013, 67: 297–308
CrossRef
Google scholar
|
[19] |
Lu N, Zhang Y. Design considerations of a centralized load controller using thermostatically controlled appliances for continuous regulation reserves. IEEE Transactions on Smart Grid, 2013, 4(2): 914–921
CrossRef
Google scholar
|
[20] |
Hu J, Cao J, Yong T,
CrossRef
Google scholar
|
[21] |
Kim Y J, Fuentes E, Norford L K. Experimental study of grid frequency regulation ancillary service of a variable speed heat pump. IEEE Transactions on Power Systems, 2016, 31(4): 3090–3099
CrossRef
Google scholar
|
[22] |
Song M, Cao C W, Shahidehpour M,
CrossRef
Google scholar
|
[23] |
Malhame R, Chong C Y. Electric load model synthesis by diffusion approximation of a high-order hybrid-state stochastic system. IEEE Transactions on Automatic Control, 1985, 30(9): 854–860
CrossRef
Google scholar
|
[24] |
Tindemans S H, Trovato V, Strbac G. Decentralized control of thermostatic loads for flexible demand response. IEEE Transactions on Control Systems Technology, 2015, 23(5): 1685–1700
CrossRef
Google scholar
|
[25] |
Bashash S, Fathy H K. Modeling and control of aggregate air conditioning loads for robust renewable power management. IEEE Transactions on Control Systems Technology, 2013, 21(4): 1318–1327
CrossRef
Google scholar
|
[26] |
Kamgarpour M, Ellen C, Soudjani S E Z,
|
[27] |
Song M, Gao C, Shahidehpour M,
CrossRef
Google scholar
|
[28] |
Song M, Cao C, Yang J,
CrossRef
Google scholar
|
[29] |
Liu M, Shi Y. Model predictive control of aggregated heterogeneous second-order thermostatically controlled loads for ancillary services. IEEE Transactions on Power Systems, 2016, 31(3): 1963–1971
CrossRef
Google scholar
|
[30] |
Hu J, Cao J, Chen M Z Q,
CrossRef
Google scholar
|
[31] |
Liu M, Shi Y, Liu X. Distributed MPC of aggregated heterogeneous thermostatically controlled loads in smart grid. IEEE Transactions on Industrial Electronics, 2016, 63(2): 1120–1129
CrossRef
Google scholar
|
[32] |
Mathieu J L, Koch S, Callaway D S. State estimation and control of electric loads to manage real-time energy imbalance. IEEE Transactions on Power Systems, 2013, 28(1): 430–440
CrossRef
Google scholar
|
[33] |
Lu N. An evaluation of the HVAC load potential for providing load balancing service. IEEE Transactions on Smart Grid, 2012, 3(3): 1263–1270
CrossRef
Google scholar
|
[34] |
Esmaeil Zadeh Soudjani S, Abate A. Aggregation and control of populations of thermostatically controlled loads by formal abstractions. IEEE Transactions on Control Systems Technology, 2015, 23(3): 975–990
CrossRef
Google scholar
|
[35] |
Li C, Chen Y, Luo F,
CrossRef
Google scholar
|
[36] |
Radaideh A, Vaidya U, Ajjarapu V. Sequential set-point control for heterogeneous thermostatically controlled loads through an extended markov chain abstraction. IEEE Transactions on Smart Grid, 2019, 10(1): 116–127
CrossRef
Google scholar
|
[37] |
Bhattarai B P, de Cerio Mendaza I D, Myers K S,
CrossRef
Google scholar
|
[38] |
Bashash S, Fathy H K. Modeling and control insights into demand-side energy management through setpoint control of thermostatic loads. In: Proceedings of the 2011 American Control Conference, San Francisco, CA, USA, 2011
CrossRef
Google scholar
|
[39] |
Hao H, Sanandaji B M, Poolla K,
CrossRef
Google scholar
|
[40] |
Ruelens F, Claessens B J, Vandael S,
CrossRef
Google scholar
|
[41] |
Vrettos E, Ziras C, Andersson G. Fast and reliable primary frequency reserves from refrigerators with decentralized stochastic control. IEEE Transactions on Power Systems, 2017, 32(4): 2924–2941
CrossRef
Google scholar
|
[42] |
Molina-Garcia A, Bouffard F, Kirschen D S. Decentralized demand-side contribution to primary frequency control. IEEE Transactions on Power Systems, 2011, 26(1): 411–419
CrossRef
Google scholar
|
[43] |
Guo D, Zhang W, Yan G,
CrossRef
Google scholar
|
[44] |
Meng K, Wang D, Dong Z Y,
CrossRef
Google scholar
|
[45] |
Saker N, Petit M, Vannier J C,
CrossRef
Google scholar
|
[46] |
Perfumo C, Braslavsky J, Ward J K. A sensitivity analysis of the dynamics of a population of thermostatically-controlled loads. In: 2013 Australasian Universities Power Engineering Conference (AUPEC), Hobart, TAS, Australia, 2013
CrossRef
Google scholar
|
[47] |
Gilvanejad M, Askarian Abyaneh H, Mazlumi K. Estimation of cold-load pickup occurrence rate in distribution systems. IEEE Transactions on Power Delivery, 2013, 28(2): 1138–1147
CrossRef
Google scholar
|
[48] |
Wang D, Lu N, Miao W,
CrossRef
Google scholar
|
[49] |
Mahdavi N, Braslavsky J H, Perfumo C. Mapping the effect of ambient temperature on the power demand of populations of air conditioners. IEEE Transactions on Smart Grid, 2018, 9(3): 1540–1550
CrossRef
Google scholar
|
[50] |
Ruiz N, Cobelo I, Oyarzabal J. A direct load control model for virtual power plant management. IEEE Transactions on Power Systems, 2009, 24(2): 959–966
CrossRef
Google scholar
|
[51] |
Trovato V, Tindemans S H, Strbac G. The leaky storage model for optimal multi-service allocation of thermostatic loads. IET Generation, Transmission & Distribution, 2016, 10(3): 585–593
CrossRef
Google scholar
|
[52] |
Trovato V, Tindemans S H, Strbac G. Security constrained economic dispatch with flexible thermostatically controlled loads. In: IEEE PES Innovative Smart Grid Technologies, Istanbul, Turkey, 2014
CrossRef
Google scholar
|
[53] |
Song M, Gao C, Yang J,
CrossRef
Google scholar
|
[54] |
Luo F, Dong Z Y, Meng K,
CrossRef
Google scholar
|
[55] |
Zhao L, Zhang W, Hao H,
CrossRef
Google scholar
|
[56] |
Mathieu J L, Kamgarpour M, Lygeros J,
CrossRef
Google scholar
|
[57] |
Kurucz C N, Brandt D, Sim S. A linear programming model for reducing system peak through customer load control programs. IEEE Transactions on Power Systems, 1996, 11(4): 1817–1824
CrossRef
Google scholar
|
[58] |
Yang H T, Huang K Y. Direct load control using fuzzy dynamic programming. IEE Proceedings–Generation, Transmission and Distribution, 1999, 146(3): 294–300
CrossRef
Google scholar
|
[59] |
Lee T F, Cho M Y, Hsiao Y C,
CrossRef
Google scholar
|
[60] |
Chu C M, Jong T L, Huang Y W. Mitigating DLC constraints of air-conditioning loads using a group-DLC method. In: 2007 IEEE Power Engineering Society General Meeting, Tampa, FL, USA, 2007
CrossRef
Google scholar
|
[61] |
Wen Y, Li W, Huang G,
CrossRef
Google scholar
|
[62] |
Ning Y, Li X, Ma X,
CrossRef
Google scholar
|
[63] |
Li N, Uckun C, Constantinescu E M,
CrossRef
Google scholar
|
[64] |
Lujano-Rojas J M, Dufo-Lopez R, Bernal-Agustin J L,
CrossRef
Google scholar
|
[65] |
Hutchison G, Giaouris D, Gadoue S,
CrossRef
Google scholar
|
[66] |
Mahdavi N, Braslavsky J H, Seron M M,
CrossRef
Google scholar
|
[67] |
Mathieu J L, Callaway D S. State estimation and control of heterogeneous thermostatically controlled loads for load following. In: 2012 45th Hawaii International Conference on System Sciences, Maui, HI, USA, 2012
CrossRef
Google scholar
|
[68] |
Vanouni M, Lu N. A reward allocation mechanism for thermostatically controlled loads participating in intra-hour ancillary services. IEEE Transactions on Smart Grid, 2018, 9(5): 4209–4219
CrossRef
Google scholar
|
[69] |
Renani Y K, Ehsan M, Shahidehpour M. Optimal transactive market operations with distribution system operators. IEEE Transactions on Smart Grid, 2018, 9(6): 6692–6701
CrossRef
Google scholar
|
[70] |
Gregoratti D, Matamoros J. Distributed energy trading: the multiple-microgrid case. Industrial Electronics IEEE Transactions on Industrial Electronics, 2015, 62(4): 2551–2559
CrossRef
Google scholar
|
[71] |
Liu Z, Wu Q, Shahidehpour M,
CrossRef
Google scholar
|
/
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