授权配电系统运营商:对分布式能源资源预测技术的审查
Nande Fose1, Arvind R Singh1, Senthil Krishnamurthy1
1Department of Electrical , Electronics and Computer Engineering, Cape Peninsula University of Technology, Bellville Campus, South Africa.
Heliyon
|August 19, 2024
概括
分布式能源资源 (DER) 的准确预测对于配电系统运营商 (DSO) 来说至关重要,以优化电网运营和推进可持续发展目标 (SDGs). 本综述分析了当前的DER预测实践及其对清洁能源,基础设施和气候行动的影响.
科学领域:
- 能源系统工程 能源系统工程
- 可持续发展 可持续发展 可持续发展
- 电网管理 电网管理
背景情况:
- 配电系统运营商 (DSO) 面临着由于分布式能源 (DER) 的整合而增加的复杂性.
- 有效地管理DER对于优化电网运营和实现可持续发展目标至关重要.
研究的目的:
- 批判性地审查当前的DER预测实践的DSO.
- 分析DER预测对实现关键可持续发展目标的影响,包括清洁能源,基础设施和气候行动.
主要方法:
- 关于DER预测技术,数据收集,负载和发电预测模型以及集成策略的综合文献综述.
- 探索人工智能和机器学习在DER预测中的作用.
- 分析DER预测与具体SDG目标之间的联系.
主要成果:
- 准确的DER预测对于优化电网运营,管理能源流量和整合可再生能源至关重要.
- DER预测直接支持与负担得起和清洁能源 (SDG 7),可持续基础设施 (SDG 9),气候行动 (SDG 13) 和伙伴关系 (SDG 17) 相关的可持续发展目标.
- 挑战包括数据可用性,预测准确性,不确定性管理和监管障碍.
结论:
- 推进DER预测技术对于DSO来说至关重要,以充分利用DER为可持续的未来.
- 需要进一步研究改进的算法,数据分析和通信机制.
- 有效的DER预测是实现全球可持续发展目标的关键推动因素.
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