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基于5G通信技术的风电场电力调度系统研究

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针对风电场电力调度面临的实时性、精准性、灵活性挑战,提出一种基于 5G通信技术的风电场电力调度系统.该系统采用改进的长短期记忆(Long Short-Term Memory,LSTM)网络模型实现风电功率预测,并基于模型预测控制(Model Predictive Control,MPC)策略实现多时间尺度协调控制.通过搭建100 MW风电场实验平台测试设计系统性能,证实该系统在风电功率预测准确率、系统响应时间、通信时延以及控制精度等关键指标上均优于传统方法,具有较好的应用效果.
Research on Power Dispatching System of Wind Farm Based on 5G Communication Technology
Aiming at the challenges of real-time,accuracy and flexibility faced by wind farm power dispatching,a wind farm power dispatching system based on 5G communication technology is proposed.The system adopts an improved Long Short-Term Memory(LSTM)network model to realize wind power prediction,and realizes multi-time scale coordinated control based on Model Predictive Control(MPC)strategy.By building a 100 MW wind farm experimental platform to test the performance of the design system,it is proved that the system is superior to the traditional methods in key indicators such as wind power prediction accuracy,system response time,communication delay and control accuracy,and has good application effect.

wind farmpower dispatching5G communication technology

王斌

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国家电投集团山西可再生能源有限公司,山西太原 030000

风电场 电力调度 5G通信技术

2024

通信电源技术
武汉普天通信设备集团有限公司

通信电源技术

影响因子:0.389
ISSN:1009-3664
年,卷(期):2024.41(21)