The evaluation of wastewater treatment plant performance: a data mining approach

被引:4
|
作者
Aldaghi, Tahmineh [1 ]
Javanmard, Shima [1 ]
机构
[1] Tarbiat Modares Univ, Tehran, Iran
关键词
Data mining; Wastewater treatment plant; Effluents; Removed efficiency; Neural network; Regression; Artificial intelligence; Environmental; Quality and health and safety issues; ARTIFICIAL NEURAL-NETWORKS; SUSPENDED-SOLIDS; PREDICTION; MANAGEMENT; MODEL;
D O I
10.1108/JEDT-07-2021-0394
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Purpose This paper aims to evaluate the performance of the Mashhad No. 5 wastewater treatment plant (WWTP) using a combination of data mining (regression) algorithms and artificial neural networks. Design/methodology/approach In this research, the performance of WWTP located in Mashhad, Iran, has been evaluated using two data mining models, neural network and regression model. Findings The proposed model has the potential of implementing in other WWTPs in Iran or other countries. Originality/value The authors would also like to thank Mashhad No.5 WWTP for data access.
引用
收藏
页码:1785 / 1802
页数:18
相关论文
共 50 条
  • [41] Evaluation of the wastewater treatment plant of Rome airport
    Gabrieli, R
    Divizia, M
    Donia, D
    Ruscio, V
    Bonadonna, L
    Diotallevi, C
    Villa, L
    Manzone, G
    Pana, A
    WATER SCIENCE AND TECHNOLOGY, 1997, 35 (11-12) : 193 - 196
  • [42] Performance analysis of a denitrifying wastewater treatment plant
    Miguel Mussati
    Krist Gernaey
    Rafiqul Gani
    Sten Jørgensen
    Clean Technologies and Environmental Policy, 2002, 4 (3) : 171 - 182
  • [43] Environmental performance of a municipal wastewater treatment plant
    Hospido, A
    Moreira, MT
    Fernández-Couto, M
    Feijoo, G
    INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT, 2004, 9 (04): : 261 - 271
  • [44] MONITORING OF PHYSICO-CHEMICAL CHARACTERISTICS AND PERFORMANCE EVALUATION OF A WASTEWATER TREATMENT PLANT IN ALGERIA
    Hamaidi-Chergui, Fella
    Brahim Errahmani, Mohamed
    Demiai, Afafe
    Hamaidi, Mohand Said
    3RD INTERNATIONAL CONFERENCE WATER RESOURCES AND WETLANDS, 2016, : 251 - 255
  • [45] EVALUATION OF OPERATION AND MAINTENANCE FACTORS LIMITING MUNICIPAL WASTEWATER-TREATMENT PLANT PERFORMANCE
    HEGG, BA
    RAKNESS, KL
    SCHULTZ, JR
    JOURNAL WATER POLLUTION CONTROL FEDERATION, 1978, 50 (03): : 419 - 426
  • [46] Evaluation of the performance of a rural municipal wastewater treatment plant in Nacogdoches, East Texas (USA)
    Onchoke, Kefa K.
    Janusa, Michael A.
    Sasu, Salomey Asantewaa
    CHEMISTRY AND ECOLOGY, 2015, 31 (06) : 567 - 582
  • [47] Performance evaluation of problematic samples: a robust nonparametric approach for wastewater treatment plants
    Alda A. Henriques
    Milton Fontes
    Ana S. Camanho
    Giovanna D’Inverno
    Pedro Amorim
    Jaime Gabriel Silva
    Annals of Operations Research, 2022, 315 : 193 - 220
  • [48] Performance evaluation of problematic samples: a robust nonparametric approach for wastewater treatment plants
    Henriques, Alda A.
    Fontes, Milton
    Camanho, Ana S.
    D'Inverno, Giovanna
    Amorim, Pedro
    Silva, Jaime Gabriel
    ANNALS OF OPERATIONS RESEARCH, 2022, 315 (01) : 193 - 220
  • [49] Improvement of the Treatment Performance of the Conventional Wastewater Treatment Plant: A Case Study of the Central Wastewater Treatment Plant in Ulaanbaatar, Mongolia
    Nyamjav, Boldbaatar
    Badarch, Ayurzana
    Sangi, Chuluunkhuyag
    Khurelbaatar, Ganbaatar
    SUSTAINABILITY, 2023, 15 (05)
  • [50] Performance assessment of a wastewater treatment plant treating weak campus wastewater
    Coskuner, Gulnur
    Ozdemir, Nur Seher
    INTERNATIONAL JOURNAL OF ENVIRONMENT AND POLLUTION, 2006, 28 (1-2) : 185 - 197