Optimizing the size of a V2G parking deck in a microgrid

Abstract Microgrids are usually powered partially and sometimes fully by small scale distributed generators, renewable energy resources and batteries. The batteries of the electric vehicles (EVs) in a parking deck can also be used as a power source of the microgrids. However, unlike fixed batteries, the storage capacity of a parking deck depends on the number of installed V2G (vehicle to grid) stations and the number of available EVs. In this paper, we propose a mathematical model that aims to determine the optimal number of V2G stations in a microgrid parking deck by minimizing the total cost of investment and operation. The EVs in the parking deck are discharged to shift energy purchases from high-price to low-price hours and vice versa. The uncertainty of the demand and the EVs arrivals and departures and the intermittency of the renewable resources are taken into account. We develop a methodology to compute the operation cost of the system using Benders’ decomposition and search for the optimal number of V2G stations using the Nelder-Mead heuristic algorithm. Numerical experiments are conducted on a 14-bus microgrid test system for a planning horizon of five years. We also assess the effects of uncertainties, EVs battery size, chargers’ rated capacity, EVs arrivals and departure rates, dispatch constraints and interest rate on the determined number of V2G station and the discounted payback period. The experimental results show that investing in the V2G technology can reduce the long-term cost of electricity supply for the microgrid.

[1]  Marc A. Rosen,et al.  Intelligent optimization to integrate a plug-in hybrid electric vehicle smart parking lot with renewable energy resources and enhance grid characteristics , 2014 .

[2]  Zhenpo Wang,et al.  Grid Power Peak Shaving and Valley Filling Using Vehicle-to-Grid Systems , 2013, IEEE Transactions on Power Delivery.

[3]  Rasoul Azizipanah-Abarghooee,et al.  Optimal sizing of battery energy storage for micro-grid operation management using a new improved bat algorithm , 2014 .

[4]  Luis Fontan,et al.  A method for optimal sizing energy storage systems for microgrids , 2015 .

[5]  Paul Denholm,et al.  Emissions impacts and benefits of plug-in hybrid electric vehicles and vehicle-to-grid services. , 2009, Environmental science & technology.

[6]  Jeffrey C. Lagarias,et al.  Convergence Properties of the Nelder-Mead Simplex Method in Low Dimensions , 1998, SIAM J. Optim..

[7]  M.R. Iravani,et al.  Power Management Strategies for a Microgrid With Multiple Distributed Generation Units , 2006, IEEE Transactions on Power Systems.

[8]  Yasunori Mitani,et al.  Optimization of a battery energy storage system using particle swarm optimization for stand-alone microgrids , 2016 .

[9]  Paul S. Moses,et al.  Smart load management of plug-in electric vehicles in distribution and residential networks with charging stations for peak shaving and loss minimisation considering voltage regulation , 2011 .

[10]  Pierre Hansen,et al.  A restarted and modified simplex search for unconstrained optimization , 2009, Comput. Oper. Res..

[11]  Ebrahim Mortaz,et al.  Microgrid energy scheduling using storage from electric vehicles , 2017 .

[12]  Mohsen Kalantar,et al.  A cooperative game theoretic analysis of electric vehicles parking lot in smart grid , 2017 .

[13]  Shaghayegh Bahramirad,et al.  Reliability-Constrained Optimal Sizing of Energy Storage System in a Microgrid , 2012, IEEE Transactions on Smart Grid.

[14]  Jorge Valenzuela,et al.  A probabilistic model for assessing the long-term economics of wind energy , 2011 .

[15]  R D Zimmerman,et al.  MATPOWER: Steady-State Operations, Planning, and Analysis Tools for Power Systems Research and Education , 2011, IEEE Transactions on Power Systems.

[16]  Subhadeep Bhattacharjee,et al.  Grey wolf optimisation for optimal sizing of battery energy storage device to minimise operation cost of microgrid , 2016 .

[17]  H. B. Gooi,et al.  Sizing of Energy Storage for Microgrids , 2012, IEEE Transactions on Smart Grid.

[18]  Rajesh Kumar,et al.  Strategic Energy Management (SEM) in a micro grid with modern grid interactive electric vehicle , 2015 .

[19]  Shanxu Duan,et al.  Optimal Integration of Plug-In Hybrid Electric Vehicles in Microgrids , 2014, IEEE Transactions on Industrial Informatics.

[20]  Antonio J. Conejo,et al.  Correlated wind-power production and electric load scenarios for investment decisions , 2013 .

[21]  Mohammad A. S. Masoum,et al.  Real-Time Coordination of Plug-In Electric Vehicle Charging in Smart Grids to Minimize Power Losses and Improve Voltage Profile , 2011, IEEE Transactions on Smart Grid.

[22]  Peter Buchholz,et al.  Numerical analysis of continuous time Markov decision processes over finite horizons , 2011, Comput. Oper. Res..

[23]  Filipe Joel Soares,et al.  Integration of Electric Vehicles in the Electric Power System , 2011, Proceedings of the IEEE.

[24]  M. Matos,et al.  Distribution Systems Reconfiguration Based on OPF Using Benders Decomposition , 2009, IEEE Transactions on Power Delivery.

[25]  Jay F. Whitacre,et al.  The economics of using plug-in hybrid electric vehicle battery packs for grid storage , 2010 .

[26]  Yasunori Mitani,et al.  Optimum battery energy storage system using PSO considering dynamic demand response for microgrids , 2016 .