水利水电科技进展
水利水電科技進展
수이수전과기진전
ADVANCES IN SCIENCE AND TECHNOLOGY OF WATER RESOURCES
2014年
4期
62-65,81
,共5页
卞雪军%冀鸿兰%姜新华%高瑞忠
卞雪軍%冀鴻蘭%薑新華%高瑞忠
변설군%기홍란%강신화%고서충
冰情预报系统%人工神经网络%多元线性回归%黄河内蒙古段
冰情預報繫統%人工神經網絡%多元線性迴歸%黃河內矇古段
빙정예보계통%인공신경망락%다원선성회귀%황하내몽고단
forecasting system of ice condition%artificial neural network%multiple linear regression%Inner Mongolia reach of Yellow River
为了预报黄河内蒙古段的流凌和封开河日期,以多元线性回归理论与人工神经网络理论为基础,设计开发了黄河内蒙古段冰情预报系统预报内蒙古段各个站点的流凌和封开河日期。选用黄河内蒙古段水文、气象和冰情信息建立数据库,应用ADO OLEDB技术调用数据库,建立符合相关性要求的人工神经网络模型和多元线性回归模型,从而实现预报识别检验。使用2003-2004年度至2007-2008年度5年的资料进行预报检验,并与实际开河日期对比分析,预报结果合格率为80%和67.7%,分别达到甲等和丙等预报精度,表明系统可以应用于黄河内蒙古段的冰情预报。
為瞭預報黃河內矇古段的流凌和封開河日期,以多元線性迴歸理論與人工神經網絡理論為基礎,設計開髮瞭黃河內矇古段冰情預報繫統預報內矇古段各箇站點的流凌和封開河日期。選用黃河內矇古段水文、氣象和冰情信息建立數據庫,應用ADO OLEDB技術調用數據庫,建立符閤相關性要求的人工神經網絡模型和多元線性迴歸模型,從而實現預報識彆檢驗。使用2003-2004年度至2007-2008年度5年的資料進行預報檢驗,併與實際開河日期對比分析,預報結果閤格率為80%和67.7%,分彆達到甲等和丙等預報精度,錶明繫統可以應用于黃河內矇古段的冰情預報。
위료예보황하내몽고단적류릉화봉개하일기,이다원선성회귀이론여인공신경망락이론위기출,설계개발료황하내몽고단빙정예보계통예보내몽고단각개참점적류릉화봉개하일기。선용황하내몽고단수문、기상화빙정신식건립수거고,응용ADO OLEDB기술조용수거고,건립부합상관성요구적인공신경망락모형화다원선성회귀모형,종이실현예보식별검험。사용2003-2004년도지2007-2008년도5년적자료진행예보검험,병여실제개하일기대비분석,예보결과합격솔위80%화67.7%,분별체도갑등화병등예보정도,표명계통가이응용우황하내몽고단적빙정예보。
In order to forecast the date of ice-run, freeze-up and break-up, the forecasting system of ice conditions in Inner Mongolia section of the Yellow River has been designed and developed at every station based on the theory of multiple linear regression and artificial neural network theory. After selecting hydrological, meteorological and ice information the system has established a database, which can be called by applying ADO OLEDB technology. Additionally, the models of artificial neural network and multiple linear regression are used to realize the prediction, identification, and inspection. The overall results based on the data of 5 years from 2003-2004 to 2007-2008 employed in the prediction test, the qualified rate of the forecast results is respectively 80% and 67.7%. These, respectively reaches the first and third class forecasting scheme, indicating that the system can be applied to forecast the date of ice-run, freeze-up and break-up in Inner Mongolia section of the Yellow River.