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Partial Least Squares Regression Model to Predict Water Quality in Urban Water Distribution Systems 被引量:1

Partial Least Squares Regression Model to Predict Water Quality in Urban Water Distribution Systems
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摘要 The water distribution system of one residential district in Tianjin is taken as an example to analyze the changes of water quality.Partial least squares(PLS) regression model,in which the turbidity and Fe are regarded as control objectives,is used to establish the statistical model.The experimental results indicate that the PLS regression model has good predicted results of water quality compared with the monitored data.The percentages of absolute relative error(below 15%,20%,30%) are 44.4%,66.7%,100%(turbidity) and 33.3%,44.4%,77.8%(Fe) on the 4th sampling point;77.8%,88.9%,88.9%(turbidity) and 44.4%,55.6%,66.7%(Fe) on the 5th sampling point. The water distribution system of one residential district in Tianjin is taken.as an example to analyze the changes of water quality. Partial least squares (PLS) regression model, in which the turbidity and Fe are regarded as control objectives, is used to establish the statistical model. The experimental results indicate that the PLS regression model has good predicted results of water quality compared with the monitored data. The percentages of absolute relative error (below 15%, 20%, 30%) are 44.4%, 66.7%, 100% (turbidity) and 33.3%, 44.4%, 77.8% (Fe) on the 4th sampling point; 77.8%, 88.9%, 88.9% (turbidity) and 44.4%, 55.6%, 66.7% (Fe) on the 5th sampling point.
出处 《Transactions of Tianjin University》 EI CAS 2009年第2期140-144,共5页 天津大学学报(英文版)
基金 Supported by National Natural Science Foundation of China (No.50478086) Tianjin Special Scientific Innovation Foundation (No.06FZZDSH00900)
关键词 water distribution systems water quality TURBIDITY FE partial least squares regression 偏最小二乘回归 水质变化 模型预测 城市供水系统 回归模型 水分配系统 住宅小区 控制目标
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