针对集对分析(set pair analysis,SPA)在径流预测中径流集合量化标准仅根据主观经验确定的问题,提出了率定量化标准系数的SPA年径流预测模型,即首先对量化标准系数进行率定,再用SPA模型对径流进行预测。将该模型应用于长江宜昌站,并与经验标准预测结果进行对比。结果表明,率定量化标准后的预测结果能更好、更准确地反映原序列的变化,精度更高。
Abstract
In order to solve the problem that the quantitative standard coefficient is only determined by subjective experience of investigators in annual runoff prediction based on set pair analysis(SPA), we present a prediction model based on SPA in association with calibration of quantitative standard coefficient Firstly, we calibrate quantitative standard coefficient. Then, we predict the runoff by using SPA. Yichang station in Yangtze River is taken as an example, and predicted data by this model are compared with those by empirical quantitative standard model. The results show that predicted data by the model presented is more accurate to reflect original sequence than those by other models.
关键词
率定量化标准系数 /
集对分析 /
年径流 /
预测模型 /
经验标准预测
Key words
variations of water and sediment /
calibration of quantitative standard coefficient /
set pair analysis(SPA) /
annual runoff /
prediction model /
predicted data from empirical standard model
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参考文献
[1] 赵克勤.集对分析及其初步应用 [M]. 杭州:浙江科学技术出版社,2000.
[2] 卢 敏,张展羽,石月珍.集对分析法在水安全评价中的应用研究[J].河海大学学报(自然科学版),2006,34(5):505-508.
[3] 王宏伟,张 鑫,邱俊楠.模糊集对分析法在水资源安全评价中的应用[J].西北农林科技大学学报:自然科学版,2011,39(10):209-214.
[4] 王红芳,丁 晶,王文圣,等.集对分析在频率曲线拟合度定量评价中的应用[J],水利水电技术,2007,38(4):1-3.
[5] 冯利华,张行才,龚建林.基于集对分析的水资源变化趋势的统计预测[J].水文,2004,24(2):11-14.
[6] 刘 冀,徐 刚,彭 涛,等.基于参数优化的集对分析月径流预测[J].水文,2013,33(1):8-11.
[7] 王红芳,黄伟军,王文圣,等.集对分析法在长江寸滩站径流预测中的应用[J].黑龙江水专学报,2006,33(4):3-5.
[8] 覃光华,宋克超,周泽江,等.基于WA-GRNN模型的年径流预测[J].四川大学学报(工程科学版),2013,45(6):39-46.
[9] 欧 源,张 琼,王文圣,等.基于秩次集对分析的年径流预测模型[J].人民长江,2009,40(3):63-65.
[10]王文圣,向红莲,丁 晶.最近邻抽样回归模型在水文水资源预报中的应用[J].水电能源科学,2001,19(2):9 -14.
基金
国家973项目(2013CB036401);国家自然科学基金青年基金项目(51209152)