Optimal sizing of battery energy storage systems in off-grid micro grids using convex optimization

Abstract Battery as an energy storage system is a key element in Microgrids (MGs). Therefore, determining the optimal size of battery energy storage systems (BESS) can reduce the operational costs of MGs. The goal of this paper is to calculate the optimal size of a BESS in an off-grid MG while minimizing the total cost using convex optimization methods. This paper proposes a new two-step cost-based method to determine the optimal size of a BESS in an MG. In the first step, in order to optimize the operation of the MG, a unit commitment (UC) problem is solved. In the next step, the optimal size of the BESS is determined using convex optimization considering several physical and operational constraints. The resulting problem is a non-convex non-linear problem. However, the problem can be transformed into a convex problem using convex relaxation methods. In the next step, the convexity and feasibility of the optimization problem is proved. The CVX toolbox package integrated with MATLAB is used to solve the problem. To assess the effects of BESS on operational and total costs of the MG, four scenarios are studied. Additionally, the results have been compared with PSO and GA algorithms and effectiveness of the proposed method has been shown.

[1]  Temitope Raphael Ayodele,et al.  Optimal allocation and sizing of PV/Wind/Split-diesel/Battery hybrid energy system for minimizing life cycle cost, carbon emission and dump energy of remote residential building , 2016 .

[2]  A.J. Conejo,et al.  Modeling of start-up and shut-down power trajectories of thermal units , 2004, IEEE Transactions on Power Systems.

[3]  Jun Xiao,et al.  Sizing of Energy Storage and Diesel Generators in an Isolated Microgrid Using Discrete Fourier Transform (DFT) , 2014, IEEE Transactions on Sustainable Energy.

[4]  G.M. Burt,et al.  A Power-Quality Management Algorithm for Low-Voltage Grids With Distributed Resources , 2008, IEEE Transactions on Power Delivery.

[5]  J. Lavaei,et al.  Conic relaxations of the unit commitment problem , 2017 .

[6]  Subhadeep Bhattacharjee,et al.  Operation cost minimization of a Micro-Grid using Quasi-Oppositional Swine Influenza Model Based Optimization with Quarantine , 2015 .

[7]  P Balachandra,et al.  Grid-connected versus stand-alone energy systems for decentralized power—A review of literature , 2009 .

[8]  Bo Zhao,et al.  Operation Optimization of Standalone Microgrids Considering Lifetime Characteristics of Battery Energy Storage System , 2013, IEEE Transactions on Sustainable Energy.

[9]  Nima Nikmehr,et al.  Optimal operation of distributed generations in micro-grids under uncertainties in load and renewable power generation using heuristic algorithm , 2015 .

[10]  BABAK MOZAFARI,et al.  Optimal sizing of energy storage system for microgrids , 2014 .

[11]  Yang Zhang,et al.  Battery sizing and rule-based operation of grid-connected photovoltaic-battery system : A case study in Sweden , 2017 .

[12]  Mohammad Reza Aghamohammadi,et al.  A new approach for optimal sizing of battery energy storage system for primary frequency control of islanded Microgrid , 2014 .

[13]  Haisheng Chen,et al.  Progress in electrical energy storage system: A critical review , 2009 .

[14]  Ross Baldick,et al.  The generalized unit commitment problem , 1995 .

[15]  S.M.T. Bathaee,et al.  Techno-economic optimization of hybrid photovoltaic/wind generation together with energy storage system in a stand-alone micro-grid subjected to demand response , 2017 .

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

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

[18]  Ioan Serban,et al.  Battery energy storage system for frequency support in microgrids and with enhanced control features for uninterruptible supply of local loads , 2014 .

[19]  Didier Mayer,et al.  The role of energy storage for mini-grid stabilization , 2011 .

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

[21]  Manuel A. Matos,et al.  Avoided losses on LV networks as a result of microgeneration , 2009 .

[22]  Chris Gerada,et al.  Implementation of a battery back-up system for generator set downsizing , 2014 .

[23]  Kallol Roy,et al.  Modeling and managing of micro grid connected system using Improved Artificial Bee Colony algorithm , 2016 .

[24]  M Castilla,et al.  Hierarchical Control of Intelligent Microgrids , 2010, IEEE Industrial Electronics Magazine.

[25]  Fangxing Li,et al.  Optimal design of battery energy storage system for a wind–diesel off-grid power system in a remote Canadian community , 2016 .

[26]  Mariesa L. Crow,et al.  Optimal Sizing of a Vanadium Redox Battery System for Microgrid Systems , 2015, IEEE Transactions on Sustainable Energy.

[27]  Joshua A. Taylor Convex Optimization of Power Systems , 2015 .

[28]  Mahendra Pal Sharma,et al.  Integrated renewable energy systems for off grid rural electrification of remote area , 2010 .

[29]  Joshua M. Pearce,et al.  A Review of Greenhouse Gas Emission Liabilities as the Value of Renewable Energy for Mitigating Lawsuits for Climate Change Related Damages , 2015 .

[30]  Ping Yang,et al.  Optimal sizing and control strategy of islanded microgrid using PSO technique , 2014, 2014 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC).

[31]  Heikki N. Koivo,et al.  System modelling and online optimal management of MicroGrid using Mesh Adaptive Direct Search , 2010 .

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

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

[34]  Tomonobu Senjyu,et al.  Determination methodology for optimising the energy storage size for power system , 2009 .

[35]  Hua Zhang,et al.  Economic evaluation of grid-connected micro-grid system with photovoltaic and energy storage under different investment and financing models , 2016 .

[36]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[37]  Dipti Srinivasan,et al.  An improved particle swarm optimisation algorithm applied to battery sizing for stand-alone hybrid power systems , 2016 .