Genetic algorithm based optimization on modeling and design of hybrid renewable energy systems

Abstract A sizing optimization of a hybrid system consisting of photovoltaic (PV) panels, a backup source (microturbine or diesel), and a battery system minimizes the cost of energy production (COE), and a complete design of this optimized system supplying a small community with power in the Palestinian Territories is presented in this paper. A scenario that depends on a standalone PV, and another one that depends on a backup source alone were analyzed in this study. The optimization was achieved via the usage of genetic algorithm. The objective function minimizes the COE while covering the load demand with a specified value for the loss of load probability (LLP). The global warming emissions costs have been taken into account in this optimization analysis. Solar radiation data is firstly analyzed, and the tilt angle of the PV panels is then optimized. It was discovered that powering a small rural community using this hybrid system is cost-effective and extremely beneficial when compared to extending the utility grid to supply these remote areas, or just using conventional sources for this purpose. This hybrid system decreases both operating costs and the emission of pollutants. The hybrid system that realized these optimization purposes is the one constructed from a combination of these sources.

[1]  Simone Pedrazzi,et al.  Mismatch losses in PV power plants , 2014 .

[2]  Rahman Saidur,et al.  Exergy analysis of solar energy applications , 2012 .

[3]  Luai M. Al-Hadhrami,et al.  Review of economic assessment of hybrid photovoltaic-diesel-battery power systems for residential loads for different provinces of Saudi Arabia , 2014 .

[4]  K. R. Genwa,et al.  Energy efficiency, solar energy conversion and storage in photogalvanic cell , 2013 .

[5]  Kamaruzzaman Sopian,et al.  A software tool for optimal sizing of PV systems in Malaysia , 2012 .

[6]  Teuku Meurah Indra Mahlia,et al.  Techno-economic analysis of an optimized photovoltaic and diesel generator hybrid power system for remote houses in a tropical climate. , 2013 .

[7]  José L. Bernal-Agustín,et al.  Multi-objective design of PV–wind–diesel–hydrogen–battery systems , 2008 .

[8]  Ozan Erdinc,et al.  Optimum design of hybrid renewable energy systems: Overview of different approaches , 2012 .

[9]  A. Regattieri,et al.  Multi-parameter analysis for the technical and economic assessment of photovoltaic systems in the main European Union countries , 2013 .

[10]  Nasrudin Abd Rahim,et al.  A review on global solar energy policy , 2011 .

[11]  Tariq Muneer,et al.  Neural network based method for conversion of solar radiation data , 2013 .

[12]  Vigna Kumaran Ramachandaramurthy,et al.  Techno-economical optimization of hybrid pv/wind/battery system using Neuro-Fuzzy , 2011 .

[13]  Sadegh Vaez-Zadeh,et al.  Multiobjective design optimization of air-core linear permanent-magnet synchronous motors for improved thrust and low magnet consumption , 2006, IEEE Transactions on Magnetics.

[14]  G. Scelba,et al.  Multicriteria Optimal Sizing of Photovoltaic-Wind Turbine Grid Connected Systems , 2013, IEEE Transactions on Energy Conversion.

[15]  Subhes C. Bhattacharyya,et al.  Off-grid electricity generation with renewable energy technologies in India: An application of HOMER , 2014 .

[16]  Sadegh Vaez-Zadeh,et al.  Sustainable development based energy policy making frameworks, a critical review , 2012 .

[17]  Teuku Meurah Indra Mahlia,et al.  Current utilization of microturbines as a part of a hybrid system in distributed generation technology , 2013 .

[18]  Anne Hampson,et al.  Catalog of CHP Technologies , 2015 .

[19]  W. Beckman,et al.  Solar Engineering of Thermal Processes , 1985 .

[20]  Teuku Meurah Indra Mahlia,et al.  Analysis and evaluation of various aspects of solar radiation in the Palestinian territories , 2013 .

[21]  Kostas Kalaitzakis,et al.  Methodology for optimal sizing of stand-alone photovoltaic/wind-generator systems using genetic algorithms , 2006 .

[22]  Teuku Meurah Indra Mahlia,et al.  Design of an optimized photovoltaic and microturbine hybrid power system for a remote small community: Case study of Palestine , 2013 .

[23]  Eng. Asma Mufeed Ibraheem Yasin Optimal Operation Strategy and Economic Analysis of Rural Electrification of Atouf Village by Electric Network, Diesel Generator and Photovoltaic System , 2008 .

[24]  Teuku Meurah Indra Mahlia,et al.  Characterization of PV panel and global optimization of its model parameters using genetic algorithm , 2013 .

[25]  Juan P. Torreglosa,et al.  Hierarchical energy management system for stand-alone hybrid system based on generation costs and cascade control , 2014 .

[26]  Caisheng Wang,et al.  Power management of a stand-alone hybrid wind-microturbine distributed generation system , 2009, 2009 IEEE Power Electronics and Machines in Wind Applications.

[27]  Zhou Wei,et al.  Optimal design and techno-economic analysis of a hybrid solar–wind power generation system , 2009 .

[28]  Heikki N. Koivo,et al.  Online management genetic algorithms of microgrid for residential application , 2012 .