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人工智能赋能全生命周期智慧风电

李想 孙永华 李伟健

信息通信技术与政策2026,Vol.52Issue(1):84-89,6.
信息通信技术与政策2026,Vol.52Issue(1):84-89,6.DOI:10.12267/j.issn.2096-5931.2026.01.011

人工智能赋能全生命周期智慧风电

Artificial intelligence empowering lifecycle management of smart wind farms

李想 1孙永华 2李伟健2

作者信息

  • 1. 广州发展集团股份有限公司,广州 510000
  • 2. 广州发展电力集团有限公司,广州 510000
  • 折叠

摘要

Abstract

This study explores the application of artificial intelligence in the construction of smart wind farms,empowering smart wind power and addressing issues such as operational efficiency and equipment fault diagnosis.A comprehensive intelligent application process is established,covering data collection,governance,feature engineering,modeling,and application.Through the implementation of this process,wind farms have achieved smartization throughout their entire lifecycle,including planning,operation,maintenance,and decommissioning.A case experiment on short-term power prediction verifies the effectiveness of simulated annealing optimized long short-term memory and the engineering applicability of the process.The innovative full lifecycle intelligent management paradigm proposed in this research provides technical support for the smart transformation of the wind power.

关键词

人工智能/赋能智慧/智慧风电场/全生命周期

Key words

AI/empowering intelligence/smart wind farm/full lifecycle

分类

信息技术与安全科学

引用本文复制引用

李想,孙永华,李伟健..人工智能赋能全生命周期智慧风电[J].信息通信技术与政策,2026,52(1):84-89,6.

基金项目

广州发展新能源业务集中监视项目(No.1000-BCN20240007) (No.1000-BCN20240007)

信息通信技术与政策

2096-5931

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