Single Sensor-Based MPPT of Partially Shaded PV System for Battery Charging by Using Cauchy and Gaussian Sine Cosine Optimization

被引:135
作者
Kumar, Nishant [1 ]
Hussain, Ikhlaq [1 ]
Singh, Bhim [1 ]
Panigrahi, Bijaya Ketan [1 ]
机构
[1] Indian Inst Technol Delhi, Dept Elect Engn, New Delhi 110016, India
关键词
Battery charging; cauchy density function; gaussian distribution function; GWO; lead-acid battery; LIPSO; MPPT; partial shaded; PV; sine cosine optimization; POINT TRACKING ALGORITHM; PHOTOVOLTAIC SYSTEM; POWER; IMPLEMENTATION; ESTIMATOR;
D O I
10.1109/TEC.2017.2669518
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper introduces a battery charging scheme from a solar photovoltaic (SPV) by using a single sensor-based maximum power point tracking (MPPT) strategy. Here, for quick and efficient tracking, a novel hybrid "Cauchy and Gaussian sine cosine optimization" (CGSCO) algorithm is proposed for MPPT, which is based on only a single current sensor. The main objective of the CGSCO algorithm is, maximum extraction of the power from SPV panel and efficiently charging the battery through maximizing the charging current of the battery. Due to the single sensor, the cost of the charging scheme is very low, as well as the algorithm complexity and computational burden are very less, so it can be easily implemented on the low-cost microcontroller. In this paper, a single current sensor-based battery charging scheme by CGSCO algorithm is tested on MATLAB simulator and verified on a developed hardware of the SPV system. The panel condition, with and without shaded as well as dynamic environmental condition (variable temperature and insolation), is considered during simulation as well as on hardware implementation. Moreover, the tracking ability is compared with the most recent state of the art techniques (Grey wolf optimization and Lagrange interpolation particle swarm optimization (LIPSO)) as well as compared with "CGSCO with the conventional dual (voltage and current) sensor-based MPPT scheme." The efficient battery charging with quick MPPT by CGSCO algorithm w.r.t. all state of the art techniques as well as dual sensor-based MPPT scheme, in steady-state as well as in dynamic conditions meets the motive of the work.
引用
收藏
页码:983 / 992
页数:10
相关论文
共 33 条
[1]   Improving the performance of differential evolution algorithm using Cauchy mutation [J].
Ali, Musrrat ;
Pant, Millie .
SOFT COMPUTING, 2011, 15 (05) :991-1007
[2]   New Digital-Controlled Technique for Battery Charger With Constant Current and Voltage Control Without Current Feedback [J].
Chen, Bo-Yuan ;
Lai, Yen-Shin .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2012, 59 (03) :1545-1553
[3]   A Biological Swarm Chasing Algorithm for Tracking the PV Maximum Power Point [J].
Chen, Liang-Rui ;
Tsai, Chih-Hui ;
Lin, Yuan-Li ;
Lai, Yen-Shin .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2010, 25 (02) :484-493
[4]   T-S Fuzzy Maximum Power Point Tracking Control of Solar Power Generation Systems [J].
Chiu, Chian-Song .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2010, 25 (04) :1123-1132
[5]   Novel Gaussian quantum-behaved particle swarm optimiser applied to electromagnetic design [J].
Coelho, L. S. .
IET SCIENCE MEASUREMENT & TECHNOLOGY, 2007, 1 (05) :290-294
[6]   Operating Characteristics of the P&O Algorithm at High Perturbation Frequencies for Standalone PV Systems [J].
Elgendy, Mohammed A. ;
Zahawi, Bashar ;
Atkinson, David J. .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2015, 30 (01) :189-198
[7]   Assessment of the Incremental Conductance Maximum Power Point Tracking Algorithm [J].
Elgendy, Mohammed A. ;
Zahawi, Bashar ;
Atkinson, David J. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2013, 4 (01) :108-117
[8]   Assessment of Perturb and Observe MPPT Algorithm Implementation Techniques for PV Pumping Applications [J].
Elgendy, Mohammed A. ;
Zahawi, Bashar ;
Atkinson, David J. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2012, 3 (01) :21-33
[9]   Experimental investigation of the incremental conductance maximum power point tracking algorithm at high perturbation rates [J].
Elgendy, Mohammed Ali ;
Atkinson, David John ;
Zahawi, Bashar .
IET RENEWABLE POWER GENERATION, 2016, 10 (02) :133-139
[10]   Photovoltaic converter system suitable for use in small scale stand-alone or grid connected applications [J].
Gow, JA ;
Manning, CD .
IEE PROCEEDINGS-ELECTRIC POWER APPLICATIONS, 2000, 147 (06) :535-543