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Portrait modeling and evaluation method of wind turbine power generation performance based on operation data
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Weixin Yang1, Yangfan Zhang1, Xinyan Shen2, Xiaojun Shen2
Renewable Energy Resources | 2025, 43(5) : 646 - 653
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Renewable Energy Resources | 2025, 43(5): 646-653
Portrait modeling and evaluation method of wind turbine power generation performance based on operation data
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Weixin Yang1, Yangfan Zhang1, Xinyan Shen2, Xiaojun Shen2
Affiliations
  • 1 North China Electric Power Research Institute Co., Ltd. State Gird Jibei Electric Power Co., Ltd. Research Institute Beijing 100045 China
  • 2 Department of Electrical Engineering Tongji University Shanghai 200092 China
Published: 2025-05-20
Outline
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In view of the declining performance of wind turbines, it is of great significance to construct a set of objective, comprehensive and accurate dynamic modeling methods of wind turbine power generation performance for the identification of equipment operating conditions, operation and maintenance, and assessment of gridconnected performance. This paper establishes a framework for modeling the power generation performance of wind turbines, and establishes a hierarchical "inputoutput" index system for wind turbine power generation performance based on three types of criteria, namely, wind resource characteristics, output characteristics and operation characteristics; and utilizes the fuzzy hierarchical clustering analysis method and fusion data characterization method to construct a subjective and objective combination of multiindicator empowerment scheme, and constructs an absolute performance evaluation model for the power generation performance of the turbine. The absolute performance evaluation model of power generation performance is constructed; the relative power generation performance scale evaluation model of wind turbine is constructed by using the data inclusion analysis method to characterize the operation efficiency of the turbine; the information entropy and temporal degree are introduced to calculate the dynamic timesequence weighting matrix, so as to realize the dynamic evaluation of absolute and relative performance of wind turbine, and to analyze the operation condition and evolution trend; the operation data of wind turbine in a wind farm verify the effectiveness and reasonableness of the proposed system. A case study of wind turbine operation data from a wind farm verifies the effectiveness and rationality of the proposed system.

wind turbine  /  generation performance  /  operational data  /  modeling evaluation
Weixin Yang, Yangfan Zhang, Xinyan Shen, Xiaojun Shen. Portrait modeling and evaluation method of wind turbine power generation performance based on operation data[J]. Renewable Energy Resources, 2025 , 43 (5) : 646 -653 .
Year 2025 volume 43 Issue 5
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Article Info
  • Receive Date:2024-01-24
  • Online Date:2025-07-16
  • Published:2025-05-20
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  • Received:2024-01-24
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Affiliations
    1 North China Electric Power Research Institute Co., Ltd. State Gird Jibei Electric Power Co., Ltd. Research Institute Beijing 100045 China
    2 Department of Electrical Engineering Tongji University Shanghai 200092 China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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