Remote Maintenance System of Industrial Ultra-Pure Water Based on Deep Learning

被引:0
|
作者
Sheng, Xu [1 ]
Lei, Wang [2 ]
Xiang, He [3 ]
机构
[1] Beijing Univ Technol, Beijing 100022, Peoples R China
[2] Ninth Acad China Aerosp Sci & Technol Corp, 771 Inst, Xian 710119, Shaanxi, Peoples R China
[3] Beijing Jiaotong Univ, Sch Elect & Informat Engn, Beijing 100044, Peoples R China
关键词
Intelligent remote control; (TOC); radial basis function neural network ( RBN); generalized regression neural network (GRNN) for organic carbon content in ultra-pure water;
D O I
10.1088/1755-1315/632/3/032025
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In order to meet the requirements of controlling the water quality of electric power, electronics and other manufacturing industries and reducing energy consumption through remote operation and maintenance system, an intelligent remote operation and maintenance system of ultra-pure water is constructed for ultra-pure water manufacturing in electronic industry. radial basis function neural network and generalized regression neural network are used to fit and predict the effluent quality of ultra-pure water. Through data analysis, the above algorithm is used to realize the accurate prediction of ultra-pure water system and intelligent adaptive control, which improves the accuracy and convergence speed of the algorithm. The results show that on the basis of the simulation of the model, the purpose of improving water production quality, saving energy and reducing consumption can be achieved through backwater utilization and frequency conversion speed regulation.
引用
收藏
页数:5
相关论文
共 50 条
  • [31] Detection of Pyrogens in ultra-pure water by a surface plasmon resonance biosensor
    Taylor, JA
    Barrett, G
    Lorch, W
    Cullen, DC
    ANALYTICAL LETTERS, 2002, 35 (02) : 213 - 225
  • [32] External pressurizing capillary ultrafiltration module for ultra-pure water production
    Chinese Acad of Sciences, Beijing, China
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 1995, 23 (05): : 105 - 108
  • [33] ULTRA-PURE WATER FOR HIGH-PRESSURE BOILERS .1.
    ARDEN, TV
    EFFLUENT & WATER TREATMENT JOURNAL, 1969, 9 (01): : 31 - &
  • [34] Influence of Impurities in Ultra-Pure Water on Ultratrace Analyses with Analytical Instruments
    Kuroki, Yoshifumi
    BUNSEKI KAGAKU, 2010, 59 (02) : 85 - 93
  • [35] Improved effect of ultra-pure soft water on skin water content in older adults
    Matsuda, Kenshiro
    Makita, Yuka
    Nagaoka, Takanori
    Sasaki, Yuko
    Maruyama, Naoki
    Tanaka, Akane
    Matsuda, Hiroshi
    GERIATRICS & GERONTOLOGY INTERNATIONAL, 2018, 18 (02) : 364 - 365
  • [36] To mitigate airborne molecular contamination through ultra-pure air system
    Chuang, Tzu-Sou
    Chang, Luh-Maan
    BUILDING AND ENVIRONMENT, 2013, 59 : 153 - 163
  • [37] MOVING FROM ULTRA-PURE BWR WATER TO PLANT-TAILORED WATER CHEMISTRY
    FEJES, P
    NUCLEAR ENERGY-JOURNAL OF THE BRITISH NUCLEAR ENERGY SOCIETY, 1993, 32 (02): : 121 - 127
  • [38] An Innovative 500 W Alkaline Water Electrolyser System for the Production of Ultra-Pure Hydrogen and Oxygen Gases
    Pierozynski, Boguslaw
    Mikolajczyk, Tomasz
    Wojciechowski, Boguslaw
    Luba, Mateusz
    ENERGIES, 2021, 14 (03)
  • [39] Electrodialytic Enrichment and Matrix Conversion for the Determination of Trace Metals in Ultra-Pure Water
    Okazaki, Yusuke
    Hoshi, Shigeyuki
    Kato, Toshimasa
    Fukui, Takeo
    Toda, Kei
    Ohira, Shin-Ichi
    ACS OMEGA, 2022, 7 (16): : 14082 - 14088
  • [40] OZONE GENERATION BY MEANS OF MEMBREL ELECTROLYSIS - A PROCESS FOR TREATING ULTRA-PURE WATER
    VOGEL, L
    KLEIN, HP
    BROWN BOVERI REVIEW, 1986, 73 (08): : 451 - 456