中国电机工程学报
中國電機工程學報
중국전궤공정학보
ZHONGGUO DIANJI GONGCHENG XUEBAO
2014年
25期
4350-4358
,共9页
刘燕华%刘冲%李伟花%张东英
劉燕華%劉遲%李偉花%張東英
류연화%류충%리위화%장동영
风电场集群%功率预测%元组向量%模式匹配%元组向量时间扭曲
風電場集群%功率預測%元組嚮量%模式匹配%元組嚮量時間扭麯
풍전장집군%공솔예측%원조향량%모식필배%원조향량시간뉴곡
wind farm cluster%power prediction%tuple vector%pattern matching%tuple vector time warp
风电集群点出力预测是提高大规模风电接入条件下电力系统运行安全性和经济性的有效手段。针对风电集群点出力的模式性,利用元组向量表示其变化趋势,通过元组向量时间扭曲法对当前出力模式在历史出力模式库中进行匹配,以时间偏移量、时间压缩率、幅值压缩率3个修正参数表征相似出力模式的差异性,结合匹配结果对风电集群点出力进行预测。实际应用结果表明,该方法可以取得较为理想的效果,参数修正能够提高预测精度,使预测结果更加合理。
風電集群點齣力預測是提高大規模風電接入條件下電力繫統運行安全性和經濟性的有效手段。針對風電集群點齣力的模式性,利用元組嚮量錶示其變化趨勢,通過元組嚮量時間扭麯法對噹前齣力模式在歷史齣力模式庫中進行匹配,以時間偏移量、時間壓縮率、幅值壓縮率3箇脩正參數錶徵相似齣力模式的差異性,結閤匹配結果對風電集群點齣力進行預測。實際應用結果錶明,該方法可以取得較為理想的效果,參數脩正能夠提高預測精度,使預測結果更加閤理。
풍전집군점출력예측시제고대규모풍전접입조건하전력계통운행안전성화경제성적유효수단。침대풍전집군점출력적모식성,이용원조향량표시기변화추세,통과원조향량시간뉴곡법대당전출력모식재역사출력모식고중진행필배,이시간편이량、시간압축솔、폭치압축솔3개수정삼수표정상사출력모식적차이성,결합필배결과대풍전집군점출력진행예측。실제응용결과표명,해방법가이취득교위이상적효과,삼수수정능구제고예측정도,사예측결과경가합리。
ABSTRACT:Power prediction of wind farm cluster is an effective means to improve the operational security and economy of power system integrated with large-scale wind power. Based on the output profile pattern of wind farm cluster, this paper adopted the tuple vector to represent output variation trend, matched latest output pattern among history database by the method of tuple vector time warp (TVTW), characterized differences between similar output patterns by time offset, time and amplitude compression ratios, and predicted clustered wind power based on matching results finally. The practical system application shows that the proposed method is able to obtain satisfactory prediction effects, which could be more reasonable by parameters correcting.