摘要
风电场景生成是不确定性条件下进行电网调度及安全校核的重要基础。文中提出一种风电出力序列场景生成方法。首先,基于月均出力将年度风电出力序列划分为分布特性差异大的数个季度;然后,基于风电出力的日特性指标,对年度风电出力序列进行典型日聚类分析,并构建各日类型下的日特性指标联合分布函数。接着,用马尔可夫链描述每一季度内的日类型转移特性,并基于此通过抽样获得未来一段时期内每一日的日类型及日特性指标。进而采用优化技术生成未来一段时间内每日96点日风电出力序列。文中进一步提出了可根据指定极端日类型、日期位置以及长度的风电出力序列场景生成新方法。最后,通过算例分析证明了所提方法的有效性和可行性。
Wind power scenario generation is an important basis for power grid dispatching and security checking under uncertain conditions.In this paper,a wind power output sequence scenario generation method is proposed.Firstly,based on the average monthly power output,the annual wind power series are divided into several quarters with large differences in distribution characteristics.Secondly,based on the daily characteristic indices of wind power output,the typical-day cluster analysis is carried out based on the annual wind power output sequence,and the joint distribution function of day characteristic indices for each day type is constructed.Thirdly,the Markov chain is used to describe the characteristics of day type transition in each quarter,and based on this,the types and daily characteristics of each day during the future period are obtained by sampling.Furthermore,the 96-point daily wind power output sequence of corresponding days during the future period is generated using the optimization technology.A new method for generating wind power output sequence scenarios according to the specified extreme day types,date and lengths is further proposed.Finally,the effectiveness and feasibility of the proposed method are verified by case analysis.This work is supported by Key Innovation Projects of China Southern Power Grid Company Limited(No.ZDKJXM20210044).
作者
辛阔
马骞
许琴
王子强
刘一鸣
XIN Kuo;MA Qian;XU Qin;WANG Ziqiang;LIU Yiming(China Southern Power Grid Company Limited,Guangzhou 510663,China;Guangdong Electric Power Design Institute Co.,Ltd.of China Energy Engineering Group,Guangzhou 510663,China)
出处
《电力系统自动化》
EI
CSCD
北大核心
2023年第15期151-161,共11页
Automation of Electric Power Systems
基金
中国南方电网有限责任公司重点创新项目(ZDKJXM20210044)。
关键词
风电
场景生成
聚类分析
马尔可夫链
调度
wind power
scenario generation
cluster analysis
Markov chain
dispatching