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A New Flower Pollination Algorithm Strategy for MPPT of Partially Shaded Photovoltaic Arrays
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作者 Muhannad J.Alshareef 《Intelligent Automation & Soft Computing》 2023年第12期297-313,共17页
Photovoltaic(PV)systems utilize maximum power point tracking(MPPT)controllers to optimize power output amidst varying environmental conditions.However,the presence of multiple peaks resulting from partial shading pose... Photovoltaic(PV)systems utilize maximum power point tracking(MPPT)controllers to optimize power output amidst varying environmental conditions.However,the presence of multiple peaks resulting from partial shading poses a challenge to the tracking operation.Under partial shade conditions,the global maximum power point(GMPP)may be missed by most traditional maximum power point tracker.The flower pollination algorithm(FPA)and particle swarm optimization(PSO)are two examples of metaheuristic techniques that can be used to solve the issue of failing to track the GMPP.This paper discusses and resolves all issues associated with using the standard FPA method as the MPPT for PV systems.The first issue is that the initial values of pollen are determined randomly at first,which can lead to premature convergence.To minimize the convergence time and enhance the possibility of detecting the GMPP,the initial pollen values were modified so that they were near the expected peak positions.Secondly,in the modified FPA,population fitness and switch probability values both influence swapping between two-mode optimization,which may improve the flower pollination algorithm’s tracking speed.The performance of the modified flower pollination algorithm(MFPA)is assessed through a comparison with the perturb and observe(P&O)method and the standard FPA method.The simulation results reveal that under different partial shading conditions,the tracking time for MFPA is 0.24,0.24,0.22,and 0.23 s,while for FPA,it is 0.4,0.35,0.45,and 0.37 s.Additionally,the simulation results demonstrate that MFPA achieves higher MPPT efficiency in the same four partial shading conditions,with values of 99.98%,99.90%,99.93%,and 99.26%,compared to FPA with MPPT efficiencies of 99.93%,99.88%,99.91%,and 99.18%.Based on the findings from simulations,the proposed method effectively and accurately tracks the GMPP across a diverse set of environmental conditions. 展开更多
关键词 Flower pollination algorithm(FPA) maximum power point tracking(MPPT) partial shading conditions(pscs) photovoltaic(PV)system
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Modeling and Analysis of PV Configurations to Extract Maximum Power Under Partial Shading Conditions
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作者 Aditi Atul Desai Suresh Mikkili 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2022年第6期1670-1683,共14页
Photovoltaics(PV)are widely used as renewable energy sources for standalone and grid connected PV systems.But these PV systems face major reduction in output power and efficiency due to Partial Shading Conditions(PSCs... Photovoltaics(PV)are widely used as renewable energy sources for standalone and grid connected PV systems.But these PV systems face major reduction in output power and efficiency due to Partial Shading Conditions(PSCs).This research paper focuses on the different choices of optimum PV Configuration under a given shading pattern to extract maximum power by mitigating mismatching loss.Various PV configurations,such as Series(S),Series Parallel(SP),Total Cross Tied(TCT),Bridge Linked(BL),Honey Comb(HC)and Alternate Total Cross Tied–Bridge Linked(A-TCT-BL)are modeled and analyzed under PSCs.Nine shading patterns,such as center,diagonal,corner,L-shaped,short and narrow,short and wide,long and narrow,long and wide and random,are considered to study the behavior of a 6×6 array form of a PV Configuration.Their performances are compared based on open circuit voltage,short circuit current,global maximum power point(GMPP),maximum voltage,maximum current,shading loss,fill factor,mismatching loss and efficiency.A novel Hybrid Configuration called A-TCT-BL PV Configuration is proposed to generate maximum power under PSCs and to minimize the number of cross ties and wiring complexities.This Configuration is an integration of TCT and BL PV Configuration and the simulation results prove the capability of this proposed PV Configuration to generate maximum power,fill factor,efficiency and minimum mismatching loss compared to S,SP,BL and HC PV Configurations under a majority of the PSCs investigated.A Canadian Solar CS5P-200M PV module is considered for simulation and is simulated using Matlab/Simulink software. 展开更多
关键词 Alternate Total Cross Tied-Bridge Linked(A-TCT-BL)PV configuration mismatching loss partial shading conditions(pscs) PV configurations
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局部阴影条件下光伏阵列MPPT算法研究 被引量:17
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作者 贾林壮 陈侃 +2 位作者 李国杰 冯琳 江秀臣 《太阳能学报》 EI CAS CSCD 北大核心 2014年第9期1614-1621,共8页
详细分析光伏阵列在均匀光照和局部阴影条件下的分段输出特性,并在此基础上提出一种基于分段模型的全局最大功率点跟踪算法,在局部阴影条件下快速定位全局最大功率点(GMPP)所在分段,再结合优化的增量电导法将工作点收敛于GMPP。通过仿... 详细分析光伏阵列在均匀光照和局部阴影条件下的分段输出特性,并在此基础上提出一种基于分段模型的全局最大功率点跟踪算法,在局部阴影条件下快速定位全局最大功率点(GMPP)所在分段,再结合优化的增量电导法将工作点收敛于GMPP。通过仿真模型,模拟从均匀光照到局部阴影条件再到均匀光照变化过程中新算法的跟踪效果,结果表明,新算法无论在均匀光照还是在局部阴影条件下,均能准确跟踪到GMPP,且工作点在GMPP附近偏差极小。 展开更多
关键词 光伏阵列 局部阴影条件 全局最大功率点 分段模型 优化的增量电导法
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局部阴影下的光伏阵列MPPT算法研究 被引量:9
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作者 李江 韩海霞 +1 位作者 王晓倩 杨传东 《控制工程》 CSCD 北大核心 2014年第3期419-423,429,共6页
存在局部阴影时,光伏阵列的功率-电压(P-V)特性曲线出现多个极值点,电流-电压(I-V)特性曲线呈现阶梯状,使得基于单峰寻优的传统最大功率点跟踪(MPPT)算法失效。为此,在研究遮阴光伏阵列输出特性规律的基础上,提出了一种具有全局搜索能力... 存在局部阴影时,光伏阵列的功率-电压(P-V)特性曲线出现多个极值点,电流-电压(I-V)特性曲线呈现阶梯状,使得基于单峰寻优的传统最大功率点跟踪(MPPT)算法失效。为此,在研究遮阴光伏阵列输出特性规律的基础上,提出了一种具有全局搜索能力的MPPT算法。该算法先用粒子群优化(PSO)算法将输入位置调整到全局最优附近,再用变步长电导增量法得到全局最优解。新的算法在减轻系统振荡和加快搜索速度方面做了改进。仿真结果表明,该方法不仅较好地克服了现有算法使用PSO大幅度随机初始化粒子位置而导致系统振荡问题,而且有效利用传统单峰寻优算法的优点,增强了系统搜索的快速性和稳定性,取得了较好的控制效果。 展开更多
关键词 局部阴影 全局最大功率点跟踪 粒子群优化算法 光伏阵列
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免疫萤火虫算法在光伏阵列最大功率点跟踪中的应用 被引量:33
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作者 张明锐 陈喆旸 韦莉 《电工技术学报》 EI CSCD 北大核心 2020年第7期1553-1562,共10页
光伏阵列处于阴影条件下时,其P-U曲线呈现出较为复杂的多峰值特性,如果不能快速、准确地实现最大功率点跟踪,将会造成大量的能量损失。因此,研究可靠的最大功率跟踪控制算法,确保光伏系统在阴影条件下仍可以输出最大功率值已成为日益热... 光伏阵列处于阴影条件下时,其P-U曲线呈现出较为复杂的多峰值特性,如果不能快速、准确地实现最大功率点跟踪,将会造成大量的能量损失。因此,研究可靠的最大功率跟踪控制算法,确保光伏系统在阴影条件下仍可以输出最大功率值已成为日益热门的课题。该文提出了一种免疫萤火虫(IFA)算法,通过建立疫苗库缩短算法收敛时间,利用免疫补充及时排除不良个体的影响,同时改进萤火虫的运动方程,缩小稳态振荡。在静态及动态环境下的仿真结果表明,免疫萤火虫算法能够在不同的局部阴影条件(PSC)下准确地跟踪到全局最大功率点,与传统的FA算法相比,IFA具有更快的收敛速度,且电压和功率的振荡得到了有效抑制。 展开更多
关键词 光伏阵列 萤火虫算法 最大功率点跟踪 局部阴影条件
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基于光伏阵列建模的阴影多峰值电压估算 被引量:3
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作者 朱彬彬 杨勇 +1 位作者 季爱民 曹丰文 《电网与清洁能源》 2014年第11期145-151,共7页
局部阴影条件下,由于旁路二极管和阻塞二极管的作用,光伏阵列的功率-电压输出特性存在多个局部峰值和一个最大功率点,增加了阵列建模和最大功率点跟踪的复杂性。为了提高光伏系统的工作效率,对阴影条件下阵列建模,分析多峰值的分布规律... 局部阴影条件下,由于旁路二极管和阻塞二极管的作用,光伏阵列的功率-电压输出特性存在多个局部峰值和一个最大功率点,增加了阵列建模和最大功率点跟踪的复杂性。为了提高光伏系统的工作效率,对阴影条件下阵列建模,分析多峰值的分布规律具有重要意义。该文建立了阴影条件下光伏阵列的通用模型,并据此提出了一种基于模型的阴影多峰值电压估算方法。在不同阴影条件下,将估算的峰值电压与实际峰值电压比对,证明了所提方法的可行性,且具有较高的精度。 展开更多
关键词 光伏阵列 局部阴影条件 阴影建模 多峰值电压估算
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基于布谷鸟算法的光伏MPPT改进 被引量:21
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作者 葛传九 武鹏 +1 位作者 董祥祥 金俊喆 《太阳能学报》 EI CAS CSCD 北大核心 2022年第10期59-64,共6页
为减小光伏阵列在存在局部阴影时光伏系统输出功率的损失,提高最大功率点追踪(MPPT)的速度和准确性,提出基于布谷鸟(CS)算法和扰动观察法(P&O)相结合的MPPT控制方法(ICS-P&O)。对CS算法中的种群进行分组,在随机游走阶段为2个种... 为减小光伏阵列在存在局部阴影时光伏系统输出功率的损失,提高最大功率点追踪(MPPT)的速度和准确性,提出基于布谷鸟(CS)算法和扰动观察法(P&O)相结合的MPPT控制方法(ICS-P&O)。对CS算法中的种群进行分组,在随机游走阶段为2个种群设置不同的更新策略,在偏好游走阶段加入信息共享策略来辅助更新,从而加快算法的收敛,提升收敛精度,而后利用小步长P&O算法进一步提高后期的收敛精度。仿真结果表明,所提算法在不同的外界环境下追踪速度和追踪精度均得到有效提升。 展开更多
关键词 最大功率点追踪 光伏系统 扰动观察法 布谷鸟算法 局部阴影
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基于DSA的局部阴影下光伏阵列MPPT方法研究 被引量:3
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作者 卢文韬 肖辉 +2 位作者 吴姿瑾 王至远 赵帅旗 《电器与能效管理技术》 2020年第11期11-16,共6页
针对传统的最大功率点追踪(MPPT)在局部阴影下失效、粒子群算法收敛慢以及易陷入局部搜索等缺陷,而海豚群算法(DSA)在多峰函数寻优中具有收敛速度快且收敛精度高的优点,把海豚群算法应用到光伏MPPT中,提出一种基于DSA的MPPT控制方法。使... 针对传统的最大功率点追踪(MPPT)在局部阴影下失效、粒子群算法收敛慢以及易陷入局部搜索等缺陷,而海豚群算法(DSA)在多峰函数寻优中具有收敛速度快且收敛精度高的优点,把海豚群算法应用到光伏MPPT中,提出一种基于DSA的MPPT控制方法。使用MATLAB/Simulink搭建光伏MPPT模型,将其与粒子群算法在多组光照模式下进行对比仿真验证。仿真表明,所提方法能精准搜索到全局最大功率点,且收敛速度提升50%~60%。 展开更多
关键词 光伏阵列 局部阴影条件 最大功率点跟踪 海豚群算法 粒子群算法
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基于莱维飞行蜉蝣优化算法的光伏阵列最大功率点跟踪研究 被引量:5
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作者 王艺博 《电气技术》 2022年第1期64-69,共6页
在光伏阵列工作过程中,局部阴影遮挡会导致光伏阵列输出特性曲线呈现多个峰值,在这种情况下,通过传统算法很难控制光伏阵列工作在全局最优处。为了解决这一问题,本文将蜉蝣优化算法(MA)应用在光伏阵列最大功率点跟踪控制过程中,并且针... 在光伏阵列工作过程中,局部阴影遮挡会导致光伏阵列输出特性曲线呈现多个峰值,在这种情况下,通过传统算法很难控制光伏阵列工作在全局最优处。为了解决这一问题,本文将蜉蝣优化算法(MA)应用在光伏阵列最大功率点跟踪控制过程中,并且针对蜉蝣优化算法中速度惯性衰减速度缓慢导致系统需要经过较长时间的振荡后才可以收敛的问题,提出通过莱维飞行运动规律改进蜉蝣优化算法,从而使系统能够以更快的速度进入稳态。为了验证算法的高效性,在三种工作环境下分别通过粒子群算法(PSO)、蜉蝣优化算法和莱维飞行蜉蝣优化算法实现光伏阵列最大功率点跟踪控制,并且对比在不同算法控制下的输出功率曲线图,验证了莱维飞行蜉蝣优化算法的优越性。 展开更多
关键词 光伏阵列 局部阴影环境 最大功率点跟踪 粒子群算法 蜉蝣优化算法 莱维飞行
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Assessment of Cross-coupling Effects in PV String-integrated-converters with P&O MPPT Algorithm Under Various Partial Shading Patterns
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作者 Suneel Raju Pendem Suresh Mikkili 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2022年第4期1013-1028,共16页
A signifcant challenge in the progress and development of Building-Integrated-Photovoltaic(B-I-PV)systems is concerned with the extraction of maximum power from PV modules.The PV system archtecture is an essential fea... A signifcant challenge in the progress and development of Building-Integrated-Photovoltaic(B-I-PV)systems is concerned with the extraction of maximum power from PV modules.The PV system archtecture is an essential feature to extract the maximum power.The conventional PV-centralinverter architecture consists of various connections among the PV modules,which are sensitive to shading effects and pro-duces mismatching power loss under partial shading conditions(PSCs),Hence,photovoltaic-distributed-maximum power point tracking(PV-D-MPPT)architecture has been proposed to extract the maximum power.In.PV-1 D-MPPT architecture,the output terminals of DC-DC converters are connected either in series or parallel configuration.The main limitation of the series configuration in open-loop MPPT control is the crosscoupling effect.Because of cross-coupling effects,the maximum-power-point(M-P-P)operation of shaded PV modules is lost under PSCs.The lost in M-P-P operation of shaded PV module also affects the unshaded modules M-P-P operation.Under crosscoupling ffeets,the DC-DC converters are consuming the power instead of delivering to the load.Despite the research activity,there are hardly any papers presenting a clear,comprehensive and mathematical analysis on the existence of cross-couplings in PV string-integrated-converters(S-1-Cs).This article presents a mathematical analysis and also explains the conditions for the existent of cross-coupling ffeets.The experimental results also validate with the mathematically analysed results.This article also discusses the modeling of the two-diode model of PV module,design of boost type S-1C,and the Perturb and Observe(P&O)MPPT algorithm implementation. 展开更多
关键词 Cross-coupling ffects mismatching power loss partial shading conditions(pscs) PV-central-inverter architecture PV-D-MPPT architecture S-I-Cs series configuration
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Hybrid, Optimal, Intelligent and Classical PV MPPT Techniques: A Review 被引量:18
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作者 Ratnakar Babu Bollipo Suresh Mikkili Praveen Kumar Bonthagorla 《CSEE Journal of Power and Energy Systems》 SCIE CSCD 2021年第1期9-33,共25页
Renewable energy-based solar photovoltaic(PV)generation is the best alternative for conventional energy sources because of its natural abundance and environment friendly characteristics.Maximum power extraction from t... Renewable energy-based solar photovoltaic(PV)generation is the best alternative for conventional energy sources because of its natural abundance and environment friendly characteristics.Maximum power extraction from the PV system plays a critical role in increasing the efficiency of the solar power generation during partial shading conditions(PSCs).Therefore,a suitable maximum power point tracking(MPPT)technique to track the maximum power point(MPP)is of high need,even under PSCs.This paper presents an organized and concise review of MPPT techniques implemented for the PV systems in literature along with recent publications on various hardware design methodologies.Their classification is done into four categories,i.e.classical,intelligent,optimal,and hybrid depending on the tracking algorithm utilized to track MPP under PSCs.During uniform insolation,classical methods are highly preferred as there is only one peak in the P-V curve.However,under PSCs,the F-V curve exhibits multiple peaks,one global maximum power point(GMPP)and remaining are local maximum power points(LMPP’s).Under the PSCs,classical methods fail to operate at GMPP and hence there is a need for more advanced MPPT techniques.Every MPPT technique has its advantages and limits,but a streamlined MPPT is drafted in numerous parameters like sensors required,hardware implementation,cost viability,tracking speed and tracking efficiency.This study provides the advancement in this area since some parameter comparison is made at the end of every classification,which might be a prominent base-rule for picking the most gainful sort of MPPT for further research. 展开更多
关键词 GMPP MPPT classification MPPT techniques partial shading conditions(pscs) photovoltaic system
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