A Real-Time Multistep Optimization-Based Model for Scheduling of Storage-Based Large-Scale Electricity Consumers in a Wholesale Market

被引:17
作者
Khani, Hadi [1 ]
Varma, Rajiv K. [1 ]
Zadeh, Mohammad R. Dadash [2 ]
Hajimiragha, Amir H. [3 ]
机构
[1] Univ Western Ontario, Dept Elect & Comp Engn, London, ON N6A 5B9, Canada
[2] ETAP Operat Technol Inc, R&D Dept, Irvine, CA 92618 USA
[3] BBS Access Pte Ltd, R&D Dept, Singapore 347773, Singapore
基金
加拿大自然科学与工程研究理事会;
关键词
Distributed storage; energy shifting; load and price forecasts; optimization; scheduling; AIR ENERGY-STORAGE; OPTIMAL DISPATCH; DEMAND;
D O I
10.1109/TSTE.2016.2622003
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Anew real-time optimal schedulingmodel is proposed and analyzed in this paper to aggregate storage benefits for a largescale electricity consumer. The complete model for optimal operation of storage-based electrical loads considering both the capital and operating expenditures of storage is developed. A real-time load forecaster is incorporated into the optimal scheduling algorithm using soft constraints, slack variables, and penalizingmechanisms. The application of the proposed model to a real-world largescale electricity consumer is examined and comparedwith previous models. It is demonstrated that the proposed model outperforms prior models by generating higher profitability of investment in storage, lower storage operating expenditure, and an extended life of the storage plant.
引用
收藏
页码:836 / 845
页数:10
相关论文
共 24 条
  • [1] On Decisive Storage Parameters for Minimizing Energy Supply Costs in Multicarrier Energy Systems
    Adamek, Franziska
    Arnold, Michele
    Andersson, Goeran
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2014, 5 (01) : 102 - 109
  • [2] Genetic Optimal Regression of Relevance Vector Machines for Electricity Pricing Signal Forecasting in Smart Grids
    Alamaniotis, Miltiadis
    Bargiotas, Dimitrios
    Bourbakis, Nikolaos G.
    Tsoukalas, Lefteri H.
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (06) : 2997 - 3005
  • [3] [Anonymous], 2013, GRID EN STOR
  • [4] A Semi-Markov Model for Control of Energy Storage in Utility Grids and Microgrids With PV Generation
    Barnes, Arthur K.
    Balda, Juan C.
    Escobar-Mejia, Andres
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2015, 6 (02) : 546 - 556
  • [5] Carpinelli G, 2014, 2014 INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS, ELECTRICAL DRIVES, AUTOMATION AND MOTION (SPEEDAM), P167, DOI 10.1109/SPEEDAM.2014.6872039
  • [6] The value of compressed air energy storage in energy and reserve markets
    Drury, Easan
    Denholm, Paul
    Sioshansi, Ramteen
    [J]. ENERGY, 2011, 36 (08) : 4959 - 4973
  • [7] A REAL-TIME IMPLEMENTATION OF SHORT-TERM LOAD FORECASTING FOR DISTRIBUTION POWER-SYSTEMS
    FAN, JY
    MCDONALD, JD
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1994, 9 (02) : 988 - 994
  • [8] Hajimiragha A., 2011, IET Conference on Renewable Power Generation, P1
  • [9] IESO Training Group, 2014, INT ONT PHYS MARK
  • [10] Khani H., 2014, P CIGR C, P1