Microgrid sizing via profit maximization: a population based optimization approach

被引:0
作者
Cavanini, Luca [1 ]
Ciabattoni, Lucio [1 ]
Ferracuti, Francesco [1 ]
Ippoliti, Gianluca [1 ]
Longhi, Sauro [1 ]
机构
[1] Univ Politecn Marche, Dipartimento Ingn Informaz, Ancona, Italy
来源
2016 IEEE 14TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN) | 2016年
关键词
SYSTEM; PV;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we present a computational intelligence approach to solve the optimal sizing problem of grid connected microgrid (MG) components. A simulation model has been built for the MG and comprises households, solar photovoltaic (PV) plants, wind turbines (WT) and energy storage (ES) systems. The goal is the maximization of the long term economic benefits for the community being served by the MG. We choose to optimize the net present value (NPV) of the whole investment in a cost benefits analysis (CBA) scenario. In particular, due to the complexity and the high-dimensionality of the problem, we solved it using population based optimization techniques. We tested four different algorithms in their basic form, i.e. artificial bee colonies, particle swarm optimization, genetic algorithm and gravitational search algorithm, comparing their performances. The effectiveness of the approach is tested in a case study where the optimal ratings for the PVs, WTs and ESs are determined using real weather and electrical demand data in the central east part of Italy.
引用
收藏
页码:663 / 668
页数:6
相关论文
共 31 条
[1]   Novel Coordinated Voltage Control for Hybrid Micro-Grid With Islanding Capability [J].
Alobeidli, Khaled A. ;
Syed, M. H. ;
El Moursi, Mohamed S. ;
Zeineldin, Hatem H. .
IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (03) :1116-1127
[2]  
[Anonymous], 2016, WIND TURBINE RELIABI
[3]  
[Anonymous], PHOTOVOLTAIC GEOGRAP
[4]  
[Anonymous], 2015, ITALIAN RATES ELECT
[5]  
[Anonymous], 2016, RELIABILITY AVAILABI
[6]   Reliability-Constrained Optimal Sizing of Energy Storage System in a Microgrid [J].
Bahramirad, Shaghayegh ;
Reder, Wanda ;
Khodaei, Amin .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (04) :2056-2062
[7]   Multi-apartment residential microgrid monitoring system based on kernel canonical variate analysis [J].
Ciabattoni, Lucio ;
Comodi, Gabriele ;
Ferracuti, Francesco ;
Fonti, Alessandro ;
Giantomassi, Andrea ;
Longhi, Sauro .
NEUROCOMPUTING, 2015, 170 :306-317
[8]   Fuzzy logic based economical analysis of photovoltaic energy management [J].
Ciabattoni, Lucio ;
Ferracuti, Francesco ;
Grisostomi, Massimo ;
Ippoliti, Gianluca ;
Longhi, Sauro .
NEUROCOMPUTING, 2015, 170 :296-305
[9]   Fuzzy logic home energy consumption modeling for residential photovoltaic plant sizing in the new Italian scenario [J].
Ciabattoni, Lucio ;
Grisostomi, Massimo ;
Ippoliti, Gianluca ;
Longhi, Sauro .
ENERGY, 2014, 74 :359-367
[10]  
Ciabattoni L, 2012, 2012 38TH IEEE PHOTOVOLTAIC SPECIALISTS CONFERENCE (PVSC), P2916, DOI 10.1109/PVSC.2012.6318197