不确定性下新能源消纳资源智能调控研究OA
Research on intelligent regulation of new energy consumption resources under uncertainty
针对高比例新能源接入电力系统带来的消纳挑战,提出了一种不确定性环境下新能源消纳资源智能调控方法.构建了基于蒙特卡洛模拟与Copula理论的风光联合概率模型,以量化新能源不确定性,并建立了储能、电动汽车等多元资源的精细化模型.在此基础上,提出了一种"日前-日内-实时"3层优化调控架构:日前层采用两阶段随机规划,日内层基于模型预测控制进行滚动优化,实时层通过分布式反馈实现功率平衡.仿真结果表明,所提策略显著提升了系统新能源消纳能力,其中风电消纳率达到96.8%,光伏消纳率达到94.2%,相比传统调度策略分别提升14.5%和17.7%;同时有效降低了系统运行成本,总运行成本较传统策略降低8.5%.研究验证了所提方法在提升新能源消纳率、改善系统运行经济性和增强调度灵活性方面的有效性,为高比例新能源电力系统的优化运行提供了理论依据和技术支撑.
Aiming at the accommodation challenges of high-proportion new energy integration into power systems,an intelligent regulation method for new energy accommodation resources under uncertainty is proposed.A joint probability model of wind and photovoltaic output is constructed based on Monte Carlo simulation and Copula theory to quantify new energy uncertainty.A refined model of multiple adjustable resources such as energy storage and electric vehicle clusters is established,and their operational characteristics and dispatchable potential are analyzed.A three-layer optimization architecture is designed:in the day-ahead layer,two-stage stochastic programming is used to formu-late the dispatch plan;in the intra-day layer,rolling correction is conducted based on model predictive control;and in the real-time layer,power balance is achieved through distributed feedback.Simulation results show that the proposed strategy significantly improves new ener-gy accommodation,with wind power accommodation reaching 96.8%and photovoltaic accommodation reaching 94.2%,increased by 14.5 and 17.7 percentage points respectively;meanwhile,total operation costs are reduced by 8.5%compared to traditional strategies.The effec-tiveness of the proposed method in enhancing accommodation rates,improving operational economy,and increasing dispatch flexibility is verified,providing theoretical basis and technical support for optimal operation of high-proportion new energy power systems.
吕云彤;陶鹏;冀明;王志涛;霍伟;王新健;高赐威
国网河北省电力有限公司 营销服务中心,石家庄 050000国网河北省电力有限公司 营销服务中心,石家庄 050000国网河北省电力有限公司 营销服务中心,石家庄 050000国网河北省电力有限公司 营销服务中心,石家庄 050000国网河北省电力有限公司 营销服务中心,石家庄 050000东南大学 电气工程学院,南京 210018东南大学 电气工程学院,南京 210018
信息技术与安全科学
新能源消纳智能调控蒙特卡洛模拟Copula理论优化运行
new energy accommodationintelligent regulation and controlmonte carlo simulationCopula theoryoptimized operation
《电力需求侧管理》 2026 (3)
1-6,6
国网河北省电力有限公司公司科技项目(5204YF24000M)
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