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Big Data Energy Systems: A Survey of Practices and Associated Challenges

Big Data Energy Systems: A Survey of Practices and Associated Challenges

来源:Arxiv_logoArxiv
英文摘要

Energy systems generate vast amounts of data in extremely short time intervals, creating challenges for efficient data management. Traditional data management methods often struggle with scalability and accessibility, limiting their usefulness. More advanced solutions, such as NoSQL databases and cloud-based platforms, have been adopted to address these issues. Still, even these advanced solutions can encounter bottlenecks, which can impact the efficiency of data storage, retrieval, and analysis. This review paper explores the research trends in big data management for energy systems, highlighting the practices, opportunities and challenges. Also, the data regulatory demands are highlighted using chosen reference architectures. The review, in particular, explores the limitations of current storage and data integration solutions and examines how new technologies are applied to the energy sector. Novel insights into emerging technologies, including data spaces, various data management architectures, peer-to-peer data management, and blockchains, are provided, along with practical recommendations for achieving enhanced data sharing and regulatory compliance.

Lunodzo J. Mwinuka、Massimo Cafaro、Lucas Pereira、Hugo Morais

能源动力工业经济计算技术、计算机技术

Lunodzo J. Mwinuka,Massimo Cafaro,Lucas Pereira,Hugo Morais.Big Data Energy Systems: A Survey of Practices and Associated Challenges[EB/OL].(2025-07-25)[2025-08-10].https://arxiv.org/abs/2507.19154.点此复制

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