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遥测降雨异常值的三步抗差统计探测(英文) 被引量:6

A three-stepwise robust statistical method for outlying rainfall observation
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摘要 由于遥测降雨系统自身的原因,遥测降雨资料中常有异常值的出现.充分利用降雨分布特征以及抗差统计理论,提出一种三步抗差统计方法探测遥测降雨资料中的异常值.本方法采用Tukey fence统计方法抵御异常值的干扰,用三步的形式以适应降雨资料的分布特征.对面平均降雨量进行的分组,进一步提高方法的探测效率.数据证明,新方法的探测效果较好,且符合水文预报要求. A three-stepwise robust statistical method combining the robust statistical theory with distribution features of rainfall for detection of outliers in telemetry system is described. The proposed robust statistical method adopts the Tukey fence insensitive to outliers as identification bounds and presents a three-stepwise pattern to adapt the distribution of rainfall data. Moreover,the modified method based on dividing precipitation data into several groups further improves detection efficiency. The results show that the new method is suitable to the hydrological need.
出处 《中国科学院研究生院学报》 CAS CSCD 北大核心 2010年第1期17-26,共10页 Journal of the Graduate School of the Chinese Academy of Sciences
基金 国家自然科学基金(50909084) 福建省自然科学基金(2009J05107) 校级引进人才项目(YKJ08015R)资助
关键词 遥测系统 异常值 Tukey FENCE 分布特征 三步抗差探测 telemetry system outlier Tukey fence distribution feature three-stepwise robust detection
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参考文献14

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二级参考文献1

  • 1丛树铮.水文学的概率统计基础[M].北京:水利出版社,1981..

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