电工技术学报  2015, Vol. 30 Issue (24): 188-195    DOI:
论文 |
考虑风电爬坡事件的鲁棒机组组合
艾小猛1, 韩杏宁1, 文劲宇1, 姚伟1, 罗卫华2
1. 强电磁工程与新技术国家重点实验室(华中科技大学) 武汉 430074; 2. 辽宁省电力有限公司 沈阳 110006
Robust Unit Commitment Considering Wind Power Ramp Events
Ai Xiaomeng1, Han Xingning1, Wen Jinyu1, Yao Wei1, Luo Weihua2
1. State Key Laboratory of Advanced Electromagnetic Engineering and Technology Huazhong University of Science and Technology Wuhan 430074 China; 2. Liaoning Electric Power Supply Co. Ltd. Shenyang 110006 China
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摘要 风电功率具有强波动性和不确定性,其强波动性主要表现为较大的爬坡事件,而其强不确定性则表现为风电功率难以精确预测,两者都给电力系统运行带来了新的挑战。针对爬坡事件,建立了考虑风电爬坡事件约束的精确线性化的机组组合模型;针对风电功率难以精确预测,考虑用其预测值以及区间预测上、下限来描述风电场出力,从而通过线性鲁棒优化理论将该随机问题转化为一确定性问题后进行求解。以含风电的10机39节点系统为例进行算例分析,结果表明,对于一般的风电爬坡事件,爬坡事件约束是不起作用的,但对于风电波动速率较大的情况,考虑爬坡事件更能保证系统安全。由于所建模型为一线性混整规划模型,故可实现大规模求解并用于实际系统。
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艾小猛
韩杏宁
文劲宇
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罗卫华
关键词 爬坡事件预测误差机组组合鲁棒优化风电功率    
Abstract:Wind power has the characteristics of volatility and uncertainty due to its large ramp events and difficulty of accurate prediction, which brings new challenges to power system operation. To cope with ramp event, this paper proposes an exact linearization unit commitment model with constraints of wind power ramp event. Wind power is described by its predicted values as well as the upper and lower limits of its interval prediction to solve the inaccurate prediction. Thus, this stochastic problem can be converted into a deterministic problem by linear robust optimization theory. Case studies are carried out based on a 10-machine 39-bus system with wind farms integration. Simulations show that, the constraints of large wind power ramp event should be considered to guarantee the security of power system, although the constraints of small wind power ramp event have no effect on unit commitment. In addition, since it is linear mixed integer programming, the proposed unit commitment model can be used in practical large-scale systems.
Key wordsRamp event    prediction error    unit commitment    robust optimization    wind power   
收稿日期: 2014-08-25      出版日期: 2015-12-30
PACS: TM614  
基金资助:国家自然科学基金(50937002)和国家高技术研究发展计划(863计划)(2011AA05A112)资助项目
作者简介: 艾小猛 男,1986年生,博士研究生,主要从事与风电相关的规划与运行研究。韩杏宁 女,1989年生,博士研究生,现从事储能容量优化配置方面的研究。
引用本文:   
艾小猛, 韩杏宁, 文劲宇, 姚伟, 罗卫华. 考虑风电爬坡事件的鲁棒机组组合[J]. 电工技术学报, 2015, 30(24): 188-195. Ai Xiaomeng, Han Xingning, Wen Jinyu, Yao Wei, Luo Weihua. Robust Unit Commitment Considering Wind Power Ramp Events. Transactions of China Electrotechnical Society, 2015, 30(24): 188-195.
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