Dynamic reconfiguration method and performance optimization of 3D curved photovoltaic modules under non-uniform illumination conditions based on improved simulated annealing algorithm (ISAA)

IF 10.1 1区 工程技术 Q1 ENERGY & FUELS
Jingyong Cai , Jianxiao Fang , Mengyao Liang , Zhengrong Shi , Lijie Xu , Tao Zhang , Wenzhu Huang
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引用次数: 0

Abstract

Three-dimensional curved photovoltaic (PV) modules offer flexible integration on irregular surfaces such as building facades, vehicles, and wearable devices, but it faces severe power losses from non-uniform irradiance and current mismatch. This study develops an Improved Simulated Annealing Algorithm (ISAA) for real-time electrical topology reconfiguration of a 6 × 6 curved PV module. The ISAA reconfiguration method embeds facet-level irradiance feedback into the annealing search, integrates a global-best current-mismatch index into its acceptance criterion to overcome local optima, and executes parallel, parameter-free cell-swap trials for rapid convergence. This paper compares the performance of ISAA, TCT, and SDS reconfiguration methods under various illumination distribution conditions and evaluates the adaptability under dynamic irradiance environments. Results show ISAA maintains a current mismatch index below one in all cases, smooths I–V/P–V characteristics. In addition, ISAA effectively reduces the cumulative effect of current mismatch and maintains relatively stable performance improvement under both sunny and cloudy weather conditions. ISAA reduces daily mismatch losses by up to 52 %, boosts daily energy yield by 42 % ∼ 44 % compared to TCT and SDS, and enhances fill factor and operational stability under rapidly changing irradiance. Overall, ISAA handles complex irradiance, dynamic shading, and weather fluctuations, enabling optimized 3D PV performance.
基于改进模拟退火算法(ISAA)的非均匀光照条件下三维弯曲光伏组件动态重构方法及性能优化
三维弯曲光伏(PV)模块可以在不规则表面(如建筑立面、车辆和可穿戴设备)上灵活集成,但由于辐照度不均匀和电流不匹配而面临严重的功率损耗。本研究开发了一种改进的模拟退火算法(ISAA),用于6 × 6弯曲光伏组件的实时电拓扑重构。ISAA重构方法将面级辐照度反馈嵌入到退火搜索中,将全局最优电流失配指数集成到其接受准则中以克服局部最优,并执行并行、无参数的电池交换试验以快速收敛。比较了ISAA、TCT和SDS三种重构方法在不同光照分布条件下的性能,并对其在动态光照环境下的适应性进行了评价。结果表明,ISAA在所有情况下都保持电流失配指数低于1,平滑了I-V / P-V特性。此外,ISAA有效降低了电流失配的累积效应,在晴天和多云天气条件下都能保持相对稳定的性能提升。与TCT和SDS相比,ISAA可将每日失配损失降低高达52%,将每日能量产量提高42% ~ 44%,并提高填充因子和快速变化辐照度下的操作稳定性。总体而言,ISAA可以处理复杂的辐照度、动态阴影和天气波动,从而优化3D PV性能。
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来源期刊
Applied Energy
Applied Energy 工程技术-工程:化工
CiteScore
21.20
自引率
10.70%
发文量
1830
审稿时长
41 days
期刊介绍: Applied Energy serves as a platform for sharing innovations, research, development, and demonstrations in energy conversion, conservation, and sustainable energy systems. The journal covers topics such as optimal energy resource use, environmental pollutant mitigation, and energy process analysis. It welcomes original papers, review articles, technical notes, and letters to the editor. Authors are encouraged to submit manuscripts that bridge the gap between research, development, and implementation. The journal addresses a wide spectrum of topics, including fossil and renewable energy technologies, energy economics, and environmental impacts. Applied Energy also explores modeling and forecasting, conservation strategies, and the social and economic implications of energy policies, including climate change mitigation. It is complemented by the open-access journal Advances in Applied Energy.
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