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
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)