PHOTOVOLTAIC MODULE TEMPERATURE ESTIMATION MODEL FOR THE ONE-TIME-POINT DAILY ESTIMATION METHOD

IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY
Kinfatt Wong, Robiah Ahmad, Kushsairy Abdul Kadir, N. Ahmad
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引用次数: 0

Abstract

Based on the hourly solar radiation and ambient temperature, the hourly power estimation work is carried out using the conventional photovoltaic output power (PVOP) estimation model which is used in conjunction with the conventional photovoltaic module temperature (PVMT) estimation model. These hourly data must be processed further before they can be applied to the daily power estimation work. This estimation work is carried out using conventional estimation methods, which are the multiple estimation processes that are complex, time-consuming, and error prone. Therefore, to avoid these shortcomings, one estimation process is designed and used for daily power estimation work. However, this process produces an incorrect daily output power value due to an invalid module temperature value. Thus, a new PVMT estimation model is developed to solve the problem of the invalid value based on a simple linear regression analysis. The performance of the new model has been validated, giving a Normalized Root Mean Squared Error (NRMSE) value of 0.0215 and a Coefficient of Determination (R2) value of 0.9862. The correct daily output power value is produced with a valid module temperature value, giving a NRMSE value of 0.0034 and a R2 value of 0.9999. These results demonstrate the new model's applicability and makes the one estimation process accurate, easy, user-friendly, instantaneous, and direct in daily power estimation work. ABSTRAK: Berdasarkan sinaran matahari dan suhu persekitaran per jam, kerja-kerja anggaran kuasa setiap jam dijalankan menggunakan model anggaran kuasa dari dapatan fotovolta konvensional (PVOP) yang digunakan bersempena dengan model anggaran suhu modul fotovolta konvensional (PVMT). Data per jam ini perlu diproses dengan lebih lanjut sebelum ia boleh digunakan pada kerja anggaran kuasa harian. Kerja-kerja penganggaran ini dijalankan menggunakan kaedah penganggaran konvensional, iaitu proses penganggaran berganda yang kompleks, memakan masa dan mudah ralat. Oleh itu, bagi mengelakkan kekurangan ini, satu proses anggaran direka bentuk dan diguna bagi kerja anggaran kuasa harian. Namun, proses ini menghasilkan nilai dapatan kuasa harian yang salah disebabkan oleh nilai suhu modul tidak sah. Oleh itu, model anggaran PVMT baharu telah dibina bagi menyelesaikan masalah nilai tidak sah berdasarkan analisis mudah regresi linear. Prestasi model baharu telah disahkan, memberi nilai Ralat Punca Min Kuasa Dua Ternormal (NRMSE) sebanyak 0.0215 dan nilai Pekali Penentuan (R2) sebanyak 0.9862. Nilai dapatan kuasa harian yang betul dihasilkan dengan nilai suhu modul yang sah, iaitu nilai NRMSE 0.0034 dan R2 0.9999. Dapatan ini menunjukkan bahawa kebolehgunaan model baharu menjadikan proses anggaran lebih tepat, mudah, mesra pengguna, serta-merta dan terus dalam kerja anggaran kuasa harian.
光伏组件温度估算模型的一次点日估算法
在每小时太阳辐射和环境温度的基础上,使用传统的光伏输出功率(PVOP)估算模型和传统的光伏组件温度(PVMT)估算模型进行每小时功率估算工作。这些每小时的数据必须经过进一步处理,才能用于每日功率估算工作。这种估算工作采用传统的估算方法,是复杂、耗时且容易出错的多重估算过程。因此,为了避免这些缺点,设计了一种估算流程,用于日常电能估算工作。然而,由于模块温度值无效,该过程会产生不正确的日输出功率值。因此,基于简单的线性回归分析,开发了一种新的 PVMT 估算模型来解决无效值的问题。新模型的性能已得到验证,归一化均方根误差 (NRMSE) 值为 0.0215,决定系数 (R2) 值为 0.9862。在模块温度值有效的情况下,可得出正确的日输出功率值,其 NRMSE 值为 0.0034,R2 值为 0.9999。这些结果证明了新模型的适用性,并使日常功率估算工作的估算过程变得准确、简便、易用、即时和直接。摘要根据每小时的太阳辐照度和环境温度,使用常规光伏电站(PVOP)的功率估算模型结合常规光伏组件(PVMT)的温度估算模型进行每小时的功率估算工作。这些每小时的数据需要进一步处理,才能用于每日电力预算工作。这些预算编制工作采用传统的预算编制方法,即复杂、耗时且容易出错的多重预算编制过程。因此,为了规避这些缺点,设计了一个单一的预算流程,并用于日常电力预算工作。然而,由于模块温度值无效,该流程会产生不正确的每日电力收入值。因此,基于简单的线性回归分析,建立了一个新的 PVMT 预算模型来解决无效值问题。新模型的性能已得到验证,归一化最小功率误差 (NRMSE) 值为 0.0215,判定平均值 (R2) 值为 0.9862。利用有效的模块温度值生成了正确的日功率密度值,即 NRMSE 值为 0.0034,R2 为 0.9999。这一结果表明,在日常功率预算工作中,新模型的可用性使预算过程更加准确、简便、易用、即时和连续。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IIUM Engineering Journal
IIUM Engineering Journal ENGINEERING, MULTIDISCIPLINARY-
CiteScore
2.10
自引率
20.00%
发文量
57
审稿时长
40 weeks
期刊介绍: The IIUM Engineering Journal, published biannually (June and December), is a peer-reviewed open-access journal of the Faculty of Engineering, International Islamic University Malaysia (IIUM). The IIUM Engineering Journal publishes original research findings as regular papers, review papers (by invitation). The Journal provides a platform for Engineers, Researchers, Academicians, and Practitioners who are highly motivated in contributing to the Engineering disciplines, and Applied Sciences. It also welcomes contributions that address solutions to the specific challenges of the developing world, and address science and technology issues from an Islamic and multidisciplinary perspective. Subject areas suitable for publication are as follows: -Chemical and Biotechnology Engineering -Civil and Environmental Engineering -Computer Science and Information Technology -Electrical, Computer, and Communications Engineering -Engineering Mathematics and Applied Science -Materials and Manufacturing Engineering -Mechanical and Aerospace Engineering -Mechatronics and Automation Engineering
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