A Back Propagation Neural Network Model Based on Kalman Filter for Water Quality Prediction

被引：0

作者：

Zhao, Yanfei ^{[1
]}

Zou, Zhihong ^{[1
]}

Wang, Shenglong ^{[1
]}

机构：

[1] Beihang Univ, Sch Econ & Management, Beijing, Peoples R China

来源：

2015 11TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC) | 2015年

关键词：

water quality prediction; Kalman filter; Back Propagation Neural Network;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

The Back Propagation Neural Network Model has some disadvantages to decrease prediction accuracy. Combining the advantages of the Kalman filter, a new Back Propagation Neural Network Model Based on Kalman Filter is established for the prediction of the water pollutants concentration. The result of the case study shows that the method proposed can effectively improve the prediction accuracy, and the improved model is proved to be a better and more effective method in water quality prediction.

引用

页码：149 / 153

页数：5

共 50 条

[1] Vehicle Interior Sound Quality Prediction Based on Back Propagation Neural Network
Tan, Gang-Ping
Wang, Deng-Feng
Li, Qian
2011 2ND INTERNATIONAL CONFERENCE ON CHALLENGES IN ENVIRONMENTAL SCIENCE AND COMPUTER ENGINEERING (CESCE 2011), VOL 11, PT A, 2011, 11 : 471 - 477
[2] Prediction model for suicide based on back propagation neural network and multilayer perceptron
Lyu, Juncheng
Shi, Hong
Zhang, Jie
Norvilitis, Jill
FRONTIERS IN NEUROINFORMATICS, 2022, 16
[3] Water quality Prediction Model Based on fuzzy neural network
Liao, Fan
Zhao, Chunxia
PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS, ENVIRONMENT, BIOTECHNOLOGY AND COMPUTER (MMEBC), 2016, 88 : 592 - 595
[4] An Improved Prediction Model of IGBT Junction Temperature Based on Backpropagation Neural Network and Kalman Filter
Dou, Yu
COMPLEXITY, 2021, 2021
[5] Prediction Model of Snow Depth of Snowdrift on Highway Based on Back Propagation Neural Network
Xia C.
Zhou K.
Cheng Y.
Xu D.
Xu, Dongying (xudongying@usx.edu.cn), 1600, Science Press (45): : 714 - 720
[6] A back-propagation neural network model for prediction of loss of balance
Wang, WJ
Bhattacharya, A
PROCEEDINGS OF THE 1996 FIFTEENTH SOUTHERN BIOMEDICAL ENGINEERING CONFERENCE, 1996, : 85 - 88
[7] Application of Back Propagation Neural Network Model in Prediction and Diagnosis of Osteoporosis
Lu, Tong
Xue, Yi
Kong, Wenbin
Shen, Yingchao
Cao, Xi
Wang, Qiang
Ferran, Malafarina
JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2020, 10 (08) : 1905 - 1911
[8] Surface water quality prediction model based on graph neural network
Xu J.-H.
Wang J.-C.
Chen L.
Wu Y.
Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2021, 55 (04): : 601 - 607
[9] Prediction Model of Concrete Dam Deformation Based on Adaptive Unscented Kalman Filter and BP Neural Network
Li Lianghui
Peng Shengjun
Jiang Zhenxiang
Wei Bowen
APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 4076 - 4079
[10] Research on prediction model of asphalt pavement subsidence development based on back propagation neural network
Xiao, M. M.
Qian, S. B.
GREEN AND INTELLIGENT TECHNOLOGIES FOR SUSTAINABLE AND SMART ASPHALT PAVEMENTS, IFRAE 2021, 2022, : 742 - 748

← 1 2 3 4 5 →