1. An improved explicit double-diode model of solar cells: Fitness verification and parameter extraction
- Author
-
Zhuo Meng, Yize Sun, and Yu Jie Chen
- Subjects
Mean squared error ,Renewable Energy, Sustainability and the Environment ,020209 energy ,Photovoltaic system ,Energy Engineering and Power Technology ,Contrast (statistics) ,Value (computer science) ,02 engineering and technology ,Expression (computer science) ,021001 nanoscience & nanotechnology ,Exponential function ,law.invention ,symbols.namesake ,Fuel Technology ,Nuclear Energy and Engineering ,law ,Lambert W function ,Solar cell ,0202 electrical engineering, electronic engineering, information engineering ,symbols ,0210 nano-technology ,Algorithm ,Mathematics - Abstract
Accurate simulation of photovoltaic characteristics is now a mandatory obligation before validating an experiment; hence, accurate model and parameters of solar cells are indispensable. This paper presents an improved explicit double-diode model based on the Lambert W function (EDDM-LW), and then compares the fitness and parameter extraction performance. By defining two new parameters (κ and τ) to separate the exponential function in double-diode model (DDM) and using the Lambert W function, the explicit expression for I-V characteristics is proposed. In contrast to exiting works, the new parameters can readily be computed by the electrical characteristics of the standard test condition without an implicit characteristic. To verify the accuracy of the proposed model, the fitness difference is first investigated with a solar cell and three different types of solar modules. The results indicate that under the same parameter values, EDDM-LW achieves the lowest root mean square error value and exhibits better fitness in representing the I-V characteristics. In addition, the optimal parameters are extracted by an improved teaching-learning-based optimization algorithm. The experimental results show that the optimal parameter values extracted from EDDM-LW are more accurate than those extracted from DDM. Based on these observations, EDDM-LW can be deemed a useful and practical model for the simulation, evaluation, and optimization of the photovoltaic system.
- Published
- 2018