Research of sludge compost maturity degree modeling method based on wavelet neural network for sewage treatment

被引:0
|
作者
Gao, Meijuan [1 ,2 ]
Tian, Jingwen [1 ,2 ]
Jiang, Wei [1 ]
Li, Kai [2 ]
机构
[1] Beijing Union Univ, Dept Automat Control, Postfach, Beijing 100101, Peoples R China
[2] Beijing Univ Chem Technol, Sch Informat Sci, Beijing 100029, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Because of the complicated interaction of the sludge compost components, it makes the compost maturity degree judging system appear the non linearity and uncertainty. According to the physical circumstances of sludge compost, a compost maturity degree modeling method based on wavelet neural network is presented. We select the index of compost maturity degree and take high temperature duration, moisture content, volatile solids, the value of fecal bacteria, germination index as the judgment parameters. We adopt a method of reduce the number of the wavelet basic function by analysis the sparse property of sample data, and use the learning algorithm based on gradient descent to A train network. With the ability of strong function approach and fast convergence of wavelet network, the modeling method can truly judge the sludge compost maturity degree by learning the index information of compost maturity degree. The experimental results show that this method is feasible and effective.
引用
收藏
页码:608 / +
页数:2
相关论文
共 50 条
  • [1] Research of sludge compost maturity degree modeling method based on fuzzy neural network for sewage treatment
    Gao, Meijuan
    Tian, Jingwen
    Xiang, Yujuan
    [J]. IMECS 2007: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2007, : 222 - +
  • [2] Modeling of Sludge Compost Maturity Degree Based on Radial Basic Function Network for Sewage Treatment
    Tian, Jingwen
    Gao, Meijuan
    Liu, Yanxia
    Zhou, Shiru
    Zhang, Fan
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2008, : 464 - +
  • [3] Research of sludge compost maturity degree modeling method based on classify support vector machine for sewage treatment
    Tian, Jingwen
    Gao, Meijuan
    Zhou, Hao
    [J]. PROCEEDINGS OF 2007 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES, VOLS 1 AND 2, 2007, : 1122 - 1127
  • [4] The study of compost quality evaluation modeling method based on wavelet neural network for sewage treatment
    Tian, Jingwen
    Gao, Meijuan
    Liu, Yanxia
    Zhou, Hao
    [J]. CIS: 2007 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PROCEEDINGS, 2007, : 1025 - +
  • [5] The study of compost quality evaluation modeling method based on fuzzy neural network for sewage treatment
    Tian, Jingwen
    Gao, Meijuan
    Xiang, Yujuan
    [J]. SNPD 2007: EIGHTH ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING, AND PARALLEL/DISTRIBUTED COMPUTING, VOL 2, PROCEEDINGS, 2007, : 558 - +
  • [6] The study of soft sensor modeling method based on wavelet neural network for sewage treatment
    Gao, Mei-Juan
    Tian, Jing-Wen
    Li, Kai
    [J]. 2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 721 - +
  • [7] IGA-RBPNN-based sludge compost maturity degree evaluation method
    Gao, Meijuan
    Tian, Jingwen
    Zhang, Songsong
    [J]. Journal of Information and Computational Science, 2012, 9 (17): : 5433 - 5441
  • [8] The study of membrane fouling Modeling method based on wavelet neural network for sewage treatment membrane bioreactor
    Gao, Meijuan
    Tian, Jingwen
    Zhao, Lixin
    Li, Kai
    [J]. ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2007, : 75 - +
  • [9] Using convolutional neural networks to classify the maturity of compost based on sewage sludge and rapeseed straw
    Kujawa, Sebastian
    Mazurkiewicz, Jakub
    Czekala, Wojciech
    [J]. JOURNAL OF CLEANER PRODUCTION, 2020, 258
  • [10] DETERMINATION OF CADMIUM IN A MUNICIPAL SEWAGE SLUDGE BASED COMPOST BY SPECTROPHOTOMETRIC METHOD
    Podgaiskyte, Viktorija
    Vaitiekunas, Petras
    [J]. JOURNAL OF ENVIRONMENTAL ENGINEERING AND LANDSCAPE MANAGEMENT, 2009, 17 (04) : 219 - 225