Identification of photovoltaic model parameters by Differential Evolution

This paper was performed to identify the parameters of the photovoltaic module using Differential Evolution. The Differential Evolution is a search technique based on mechanisms of natural selection and genetics. Some of the advantages of Differential Evolution are: the speed of convergence and ease of implementation. The data used to identify the parameters of the photovoltaic were obtained by essay or provided of manufacturers' datasheets. The Matlab® was used to identify the parameters for the Differential Evolution and simulation model of the photovoltaic module.

[1]  M. Wolf,et al.  SERIES RESISTANCE EFFECTS ON SOLAR CELL MEASUREMENTS , 1963 .

[2]  A. Wagner,et al.  INTERNAL SERIES RESISTANCE DETERMINATED OF ONLY ONE IV-CURVE UNDER ILLUMINATION , 2022 .

[3]  R. Storn,et al.  Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series) , 2005 .

[4]  Machado Neto,et al.  Caracterização de geradores fotovoltaicos e desenvolvimento de seguidor de potência máxima para sistemas autônomos aplicados à eletrificação rural , 2006 .

[5]  M. Vitelli,et al.  Optimization of perturb and observe maximum power point tracking method , 2005, IEEE Transactions on Power Electronics.

[6]  R. Storn,et al.  Differential Evolution - A simple and efficient adaptive scheme for global optimization over continuous spaces , 2004 .

[7]  J. So,et al.  Improved perturbation and observation method (IP&O) of MPPT control for photovoltaic power systems , 2005, Conference Record of the Thirty-first IEEE Photovoltaic Specialists Conference, 2005..

[8]  Rainer Storn,et al.  Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces , 1997, J. Glob. Optim..

[9]  J. A. Gow,et al.  Development of a model for photovoltaic arrays suitable for use in simulation studies of solar energy conversion systems , 1996 .

[10]  Geoffrey R. Walker,et al.  Evaluating MPPT Converter Topologies Using a Matlab PV Model , 2000 .

[11]  A. García,et al.  Selecting a suitable model for characterizing photovoltaic devices , 2002 .

[12]  Rogers Demonti Processamento da energia elétrica proveniente de módulos fotovoltaicos , 2003 .

[13]  A. V. Machias,et al.  Computer modeling and parameters estimation for solar cells , 1991, [1991 Proceedings] 6th Mediterranean Electrotechnical Conference.

[14]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[15]  William A. Beckman,et al.  Improvement and validation of a model for photovoltaic array performance , 2006 .

[16]  Jongrong Lin,et al.  Implementation of a DSP-controlled photovoltaic system with peak power tracking , 1998, IEEE Trans. Ind. Electron..