A novel hybrid global maximum power point tracking method based on partial shading mitigation for grid connected photovoltaic systems

IF 4.9 3区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Karam Khairullah Mohammed , Saad Mekhilef , Marizan Mubin , Ibrahim Ismael Alnaib , Houssem Jerbi , Mehdi Seyedmahmoudian
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引用次数: 0

Abstract

Maximizing the power output from photovoltaic (PV) panels is a critical concern in PV system operation, particularly in partial shading conditions (PSCs). While the global maximum power point (GMPP) might not be captured by conventional methods. Consequently, several optimization techniques have been presented for following the GMPP. On the other hand, partial shading cannot be distinguished from uniform shading using optimization techniques. A new hybrid MPPT approach is presented in this paper to overcome this limitation and prevent an unneeded search area of the entire P-V curve via the USCs. If the system is subjected to uniform shading conditions (USCs), an ANFIS technique is suggested for finding the best power point while the irradiance sensor is eliminated in order to reduce costs. Moreover, a modified hybrid levy rat swarm optimization technique (LRSO) has been applied to mitigate the partial shading in order to enhance the convergence speed. Using dSPACE and Micro Lab Box with a sampling time of 0.05 s, the proposed strategy was implemented experimentally. The results illustrated that the suggested strategy had been successfully applied, with uniform and PSCs having a high efficiency of 99.7 % and an average tracking time of 0.34 s. The effectiveness of the suggested approach has been evaluated by contrasting it with the most significant approaches in this domain. Additionally, the suggested approach has been verified with a grid connected to demonstrate the tracking ability under different shading patterns with lower oscillation and fast tracking efficiency.
一种基于部分遮阳缓解的并网光伏系统混合全局最大功率跟踪方法
最大化光伏(PV)面板的功率输出是光伏系统运行中的一个关键问题,特别是在部分遮阳条件下(PSCs)。而全球最大功率点(GMPP)可能无法通过传统方法捕获。因此,提出了遵循GMPP的几种优化技术。另一方面,使用优化技术无法将部分遮阳与均匀遮阳区分开来。本文提出了一种新的混合MPPT方法来克服这一限制,并防止通过USCs对整个P-V曲线进行不必要的搜索区域。如果系统处于均匀遮光条件(USCs),则建议使用ANFIS技术来寻找最佳功率点,同时取消辐照度传感器以降低成本。在此基础上,提出了一种改进的混合征税鼠群优化技术(LRSO)来缓解部分遮阳问题,从而提高收敛速度。利用dSPACE和Micro Lab Box进行了实验,采样时间为0.05 s。结果表明,所提出的策略得到了成功的应用,均匀和PSCs的跟踪效率高达99.7%,平均跟踪时间为0.34 s。通过将建议的方法与该领域最重要的方法进行对比,评估了该方法的有效性。此外,通过网格连接验证了该方法在不同遮光模式下的跟踪能力,具有较小的振荡和快速的跟踪效率。
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来源期刊
Computers & Electrical Engineering
Computers & Electrical Engineering 工程技术-工程:电子与电气
CiteScore
9.20
自引率
7.00%
发文量
661
审稿时长
47 days
期刊介绍: The impact of computers has nowhere been more revolutionary than in electrical engineering. The design, analysis, and operation of electrical and electronic systems are now dominated by computers, a transformation that has been motivated by the natural ease of interface between computers and electrical systems, and the promise of spectacular improvements in speed and efficiency. Published since 1973, Computers & Electrical Engineering provides rapid publication of topical research into the integration of computer technology and computational techniques with electrical and electronic systems. The journal publishes papers featuring novel implementations of computers and computational techniques in areas like signal and image processing, high-performance computing, parallel processing, and communications. Special attention will be paid to papers describing innovative architectures, algorithms, and software tools.
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