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Optimizing Risk Control for Solar Farm Green Management Using DNI Estimation at the Edge Through a GLE-SVR Learning Model

Mohammad Jafar Mokarram Marzieh Mokarram Mohamadreza Khosravi Yukang Cui

Tsinghua Science and Technology2026，Vol.31Issue(2)：P.1170-1185,16.

Tsinghua Science and Technology2026，Vol.31Issue(2)：P.1170-1185,16.DOI:10.26599/TST.2024.9010171

Optimizing Risk Control for Solar Farm Green Management Using DNI Estimation at the Edge Through a GLE-SVR Learning Model

Mohammad Jafar Mokarram ¹Marzieh Mokarram ²Mohamadreza Khosravi ³Yukang Cui⁴

作者信息

1. College of Mechatronics and Control Engineering,Shenzhen University,Shenzhen 518060,China College of Computer Science and Software Engineering,Shenzhen University,Shenzhen 518060,China
2. Faculty of Economics,Management and Social Sciences,Shiraz University,Shiraz 71946,Iran
3. Department of Medical Physics and Engineering,Shiraz University of Medical Sciences,Shiraz 71348 Iran IT Services,Lidoma Sanat Mehregan Part Ltd.,Shiraz 71581,Iran Shandong Provincial University Laboratory for Protected Horticulture,Weifang University of Science and Technology,Weifang 262700,China
4. College of Mechatronics and Control Engineering,Shenzhen University,Shenzhen 518060,China
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摘要

关键词

solar energy/Direct Normal Irradiance(DNI)/Genetic Landscape Evolution(GLE)/Machine Learning(ML)/landform/Topographic Position Index(TPI)

分类

信息技术与安全科学

引用本文复制引用

Mohammad Jafar Mokarram,Marzieh Mokarram,Mohamadreza Khosravi,Yukang Cui..Optimizing Risk Control for Solar Farm Green Management Using DNI Estimation at the Edge Through a GLE-SVR Learning Model[J].Tsinghua Science and Technology,2026,31(2):P.1170-1185,16.

基金项目

supported by Guangdong Major Project of Basic and Applied Basic Research(No.2023B0303000009) （No.2023B0303000009）

the National Major Scientific Instruments and Equipments Development Project of the National Natural Science Foundation of China(No.62327808) （No.62327808）

Guangdong Basic and Applied Basic Research Foundation(No.2024A1515030153) （No.2024A1515030153）

the Project of Department of Education of Guangdong Province(Nos.2022KTSCX105 and 2023ZDZX4046) （Nos.2022KTSCX105 and 2023ZDZX4046）

Shenzhen Natural Science Fund(Stable Support Plan Program)(No.20231122121608001) （Stable Support Plan Program）

Shenzhen-Hong Kong-Macao Technology Research Programme(No.SGDX20230821091559019). （No.SGDX20230821091559019）

Tsinghua Science and Technology

ISSN：1007-0214

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