Kawtar Tifidat, Noureddine Maouhoub, Fatima Ezzahra Ait Salah
{"title":"通过提取双二极管模型的电学参数,精确建模光伏组件电学性能的混合方法","authors":"Kawtar Tifidat, Noureddine Maouhoub, Fatima Ezzahra Ait Salah","doi":"10.1016/j.compeleceng.2025.110436","DOIUrl":null,"url":null,"abstract":"<div><div>This investigation aims to model the electrical behavior of photovoltaic modules by extracting the seven parameters (R<sub>p</sub>, R<sub>s</sub>, A<sub>1</sub>, I<sub>01</sub>, A<sub>2</sub>, I<sub>02</sub>, and I<sub>ph</sub>) of their two-diode circuit model. A novel numerical-analytical hybrid approach is proposed to simplify the complexities caused by the photovoltaic equation’s non-linearity, allowing smooth incorporation into photovoltaic systems for circuit-level modeling. The proposed technique relies solely on PV modules’ characteristic points, eliminating the need for experimental measurements, which enhances its applicability. In the first step of the proposed identification process, the parameters R<sub>s</sub>, I<sub>ph</sub>, A<sub>1</sub>, and A<sub>2</sub>, with readily determined initial values, are extracted numerically. Second, the remaining parameters, which are strongly influenced by the module’s characteristics and manufacturing processes, are determined analytically based on the values obtained for the first four parameters. The performance was tested on various modules and benchmarked against well-established modeling techniques. The proposed method demonstrated high effectiveness in PV performance modeling, achieving an RMSE below 0.045 A. for current-voltage characteristics prediction, with results generated in less than 0.12 s. Moreover, the suggested method was also evaluated for the one-diode model and demonstrated high accuracy. The outcomes highlight its suitability for PV designers seeking straightforward modeling techniques and applicability in dynamic scenarios.</div></div>","PeriodicalId":50630,"journal":{"name":"Computers & Electrical Engineering","volume":"125 ","pages":"Article 110436"},"PeriodicalIF":4.9000,"publicationDate":"2025-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Hybrid methodology for accurate modeling of PV modules' electrical performance by extracting the two-diode model's electrical parameters\",\"authors\":\"Kawtar Tifidat, Noureddine Maouhoub, Fatima Ezzahra Ait Salah\",\"doi\":\"10.1016/j.compeleceng.2025.110436\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This investigation aims to model the electrical behavior of photovoltaic modules by extracting the seven parameters (R<sub>p</sub>, R<sub>s</sub>, A<sub>1</sub>, I<sub>01</sub>, A<sub>2</sub>, I<sub>02</sub>, and I<sub>ph</sub>) of their two-diode circuit model. A novel numerical-analytical hybrid approach is proposed to simplify the complexities caused by the photovoltaic equation’s non-linearity, allowing smooth incorporation into photovoltaic systems for circuit-level modeling. The proposed technique relies solely on PV modules’ characteristic points, eliminating the need for experimental measurements, which enhances its applicability. In the first step of the proposed identification process, the parameters R<sub>s</sub>, I<sub>ph</sub>, A<sub>1</sub>, and A<sub>2</sub>, with readily determined initial values, are extracted numerically. Second, the remaining parameters, which are strongly influenced by the module’s characteristics and manufacturing processes, are determined analytically based on the values obtained for the first four parameters. The performance was tested on various modules and benchmarked against well-established modeling techniques. The proposed method demonstrated high effectiveness in PV performance modeling, achieving an RMSE below 0.045 A. for current-voltage characteristics prediction, with results generated in less than 0.12 s. Moreover, the suggested method was also evaluated for the one-diode model and demonstrated high accuracy. The outcomes highlight its suitability for PV designers seeking straightforward modeling techniques and applicability in dynamic scenarios.</div></div>\",\"PeriodicalId\":50630,\"journal\":{\"name\":\"Computers & Electrical Engineering\",\"volume\":\"125 \",\"pages\":\"Article 110436\"},\"PeriodicalIF\":4.9000,\"publicationDate\":\"2025-05-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computers & Electrical Engineering\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0045790625003799\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers & Electrical Engineering","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0045790625003799","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
Hybrid methodology for accurate modeling of PV modules' electrical performance by extracting the two-diode model's electrical parameters
This investigation aims to model the electrical behavior of photovoltaic modules by extracting the seven parameters (Rp, Rs, A1, I01, A2, I02, and Iph) of their two-diode circuit model. A novel numerical-analytical hybrid approach is proposed to simplify the complexities caused by the photovoltaic equation’s non-linearity, allowing smooth incorporation into photovoltaic systems for circuit-level modeling. The proposed technique relies solely on PV modules’ characteristic points, eliminating the need for experimental measurements, which enhances its applicability. In the first step of the proposed identification process, the parameters Rs, Iph, A1, and A2, with readily determined initial values, are extracted numerically. Second, the remaining parameters, which are strongly influenced by the module’s characteristics and manufacturing processes, are determined analytically based on the values obtained for the first four parameters. The performance was tested on various modules and benchmarked against well-established modeling techniques. The proposed method demonstrated high effectiveness in PV performance modeling, achieving an RMSE below 0.045 A. for current-voltage characteristics prediction, with results generated in less than 0.12 s. Moreover, the suggested method was also evaluated for the one-diode model and demonstrated high accuracy. The outcomes highlight its suitability for PV designers seeking straightforward modeling techniques and applicability in dynamic scenarios.
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.