A pretreatment method of wastewater based on artificial intelligence and fuzzy neural network system

被引:3
作者
He Chan [1 ]
Yan Nai-He [2 ]
机构
[1] Yantai Vocat Coll, Dept Food & Biochem Engn, Yantai, Shandong, Peoples R China
[2] Yantai Vocat Coll, Off Qual Management, Yantai, Shandong, Peoples R China
关键词
Similarity; fuzzy neural network; saline sewage; pretreatment; SALINE SEWAGE-TREATMENT; SANI(R) PROCESS; REACTOR; PERFORMANCE;
D O I
10.3233/JIFS-179945
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A pretreatment method of industrial saline wastewater based on Artificial Intelligence based fuzzy neural network analysis was proposed to improve the pretreatment accuracy of industrial saline wastewater. This method uses a four-layer AI fuzzy neural network model and proposes a graded fuzzy neural network model for pretreatment method of industrial saline wastewater, it includes input layer, fuzzification layer, fuzzy logical layer and output layer, and designs the framework and calculation mode of the fuzzy function block and the neural network module. Finally, the dynamic simulation experiments of dissolved oxygen control in the fifth zone and nitrate nitrogen control in the second zone are carried out based on the simulation benchmark model (BSM1) platform. The experimental results show that this approach can effectively raise the adaptive control accuracy of the system compared with PID, feed forward neural network and conventional recurrent neural network.
引用
收藏
页码:1711 / 1720
页数:10
相关论文
共 28 条
  • [1] A real trial of an innovative membrane bioreactor for saline sewage treatment
    Bai, Peng
    Chen, Xin
    Yin, Hang
    Wang, Jin
    Chen, Guang-Hao
    [J]. DESALINATION AND WATER TREATMENT, 2010, 18 (1-3) : 297 - 301
  • [2] Hybrid fuzzy based spearman rank correlation for cranial nerve palsy detection in MIoT environment
    Baskar, S.
    Dhulipala, V. R. Sarma
    Shakeel, P. Mohamed
    Sridhar, K. P.
    Kumar, R.
    [J]. HEALTH AND TECHNOLOGY, 2020, 10 (01) : 259 - 270
  • [3] Microstructure and helium irradiation performance of W-ZrC/Sc2O3 composites prepared spark plasma sintering
    Chen, Hong-Yu
    Luo, Lai-Ma
    Zan, Xiang
    Xu, Qiu
    Zhu, Xiao-Yong
    Liu, Jia-Qin
    Cheng, Ji-Gui
    Wu, Yu-Cheng
    [J]. INTERNATIONAL JOURNAL OF REFRACTORY METALS & HARD MATERIALS, 2018, 72 : 373 - 379
  • [4] Effects of Salt on Microbial Populations and Treatment Performance in Purifying Saline Sewage Using the MUCT Process
    Cui, Youwei
    Peng, Changyao
    Peng, Yongzhen
    Ye, Liu
    [J]. CLEAN-SOIL AIR WATER, 2009, 37 (08) : 649 - 656
  • [5] Formation of new brominated disinfection byproducts during chlorination of saline sewage effluents
    Ding, Guoyu
    Zhang, Xiangru
    Yang, Mengting
    Pan, Yang
    [J]. WATER RESEARCH, 2013, 47 (08) : 2710 - 2718
  • [6] Saline sewage treatment and source separation of urine for more sustainable urban water management
    Ekama, G. A.
    Wilsenach, J. A.
    Chen, G. H.
    [J]. WATER SCIENCE AND TECHNOLOGY, 2011, 64 (06) : 1307 - 1316
  • [7] Farahbod F., 2014, CHEM TECHNOLOGY INDI
  • [8] Geetha S, 2018, INT J APPL MATH STAT, V57, P91
  • [9] Han H., 2017, PREDICTION SLUDGE BU
  • [10] Han H.-G., 2018, INTELLIGENT MODELING