Decentralized Optimal Scheduling for Charging and Discharging of Plug-In Electric Vehicles in Smart Grids

被引:104
作者
Xing, Hao [1 ,2 ]
Fu, Minyue [1 ,2 ,3 ]
Lin, Zhiyun [1 ,2 ]
Mou, Yuting [4 ]
机构
[1] Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Peoples R China
[2] Zhejiang Univ, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
[3] Univ Newcastle, Sch Elect Engn & Comp Sci, Callaghan, NSW 2308, Australia
[4] Catholic Univ Louvain, Ctr Operat Res & Econometr, B-1348 Louvain, Belgium
关键词
Decentralized control; load shifting; optimal scheduling; plug-in electric vehicle; smart grid; vehicle-to-grid; INTEGRATION;
D O I
10.1109/TPWRS.2015.2507179
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper focuses on the procurement of load shifting service by optimally scheduling the charging and discharging of PEVs in a decentralized fashion. We assume that the energy flow between PEVs and the grid is bidirectional, i.e., PEVs can also release energy back into the grid as distributed generation, which is known as vehicle-to-grid (V2G). The optimal scheduling problem is then formulated as a mixed discrete programming (MDP) problem, which is NP-hard and extremely difficult to solve directly. To get over this difficulty, we propose a solvable approximation of the MDP problem by exploiting the shape feature of the base demand curve during the night, and develop a decentralized algorithm based on iterative water-filling. Our algorithm is decentralized in the sense that the PEVs compute locally and communicate with an aggregator. The advantages of our algorithm include reduction in computational burden and privacy preserving. Simulation results are given to show the performance of our algorithm.
引用
收藏
页码:4118 / 4127
页数:10
相关论文
共 21 条
  • [1] [Anonymous], 2008, Distributed control and analysis of coupled cell systems
  • [2] [Anonymous], IEEE T SMAR IN PRESS
  • [3] Decentralized control: An overview
    Bakule, Lubomir
    [J]. ANNUAL REVIEWS IN CONTROL, 2008, 32 (01) : 87 - 98
  • [4] An algorithmic framework for convex mixed integer nonlinear programs
    Bonami, Pierre
    Biegler, Lorenz T.
    Conna, Andrew R.
    Cornuejols, Gerard
    Grossmann, Ignacio E.
    Laird, Carl D.
    Lee, Jon
    Lodi, Andrea
    Margot, Francois
    Sawaya, Nicolas
    Wachter, Andreas
    [J]. DISCRETE OPTIMIZATION, 2008, 5 (02) : 186 - 204
  • [5] The Impact of Charging Plug-In Hybrid Electric Vehicles on a Residential Distribution Grid
    Clement-Nyns, Kristien
    Haesen, Edwin
    Driesen, Johan
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (01) : 371 - 380
  • [6] Optimal Decentralized Protocol for Electric Vehicle Charging
    Gan, Lingwen
    Topcu, Ufuk
    Low, Steven H.
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (02) : 940 - 951
  • [7] Using ICT-Controlled Plug-in Electric Vehicles to Supply Grid Regulation in California at Different Renewable Integration Levels
    Goebel, Christoph
    Callaway, Duncan S.
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (02) : 729 - 740
  • [8] A conceptual framework for the vehicle-to-grid (V2G) implementation
    Guille, Christophe
    Gross, George
    [J]. ENERGY POLICY, 2009, 37 (11) : 4379 - 4390
  • [9] Smart Grid Technologies: Communication Technologies and Standards
    Gungor, Vehbi C.
    Sahin, Dilan
    Kocak, Taskin
    Ergut, Salih
    Buccella, Concettina
    Cecati, Carlo
    Hancke, Gerhard P.
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2011, 7 (04) : 529 - 539
  • [10] Optimal Scheduling for Charging and Discharging of Electric Vehicles
    He, Yifeng
    Venkatesh, Bala
    Guan, Ling
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (03) : 1095 - 1105