Multiobjective Design of Water-Quality Monitoring Networks in River-Reservoir Systems

被引:15
|
作者
Aboutalebi, Mahyar [1 ]
Bozorg-Haddad, Omid [1 ]
Loaiciga, Hugo A. [2 ]
机构
[1] Univ Tehran, Coll Agr & Nat Resources, Fac Agr Engn & Technol, Dept Irrigat & Reclamat Engn, Karaj 3158777871, Iran
[2] Univ Calif Santa Barbara, Dept Geog, Santa Barbara, CA 93106 USA
关键词
Monitoring network; CE-QUAL-W2; Support vector regression; NSGAII; SUPPORT VECTOR MACHINES; GROUNDWATER LEVELS; NEURAL-NETWORKS; OPERATION; OPTIMIZATION; EXTRACTION; MODEL; SIMULATION; ALGORITHM; RULES;
D O I
10.1061/(ASCE)EE.1943-7870.0001155
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study develops and tests a method for multiobjective optimization of water-quality monitoring networks in river-reservoir systems. The optimization method identifies optimal sampling locations to detect the sudden release of contaminants to a reservoir, and meets two objectives: (1) minimizing the prediction error of methyl tert-butyl ether (MTBE) at the reservoir's outlet valve; and (2) minimizing the average time during which MTBE is detected at sampling locations. The optimization method considers 36 contaminant scenarios, corresponding to three volumes of contaminant release, three release locations, and four different seasonal release times. The MTBE pollutant chemograph was simulated at the outlet valve of the reservoir and at 16 possible sampling locations with the CE-QUAL-W2 model for each of the 36 scenarios of contaminant release. A support vector regression (SVR) tool is coupled to the nondominated sorting genetic algorithm II (NSGAII) to optimize the water-quality sampling locations. Implementation of the NSGAII-SVR method demonstrates its capacity to design water-quality monitoring networks that meet multiple objectives in a river-reservoir system. (C) 2016 American Society of Civil Engineers.
引用
收藏
页数:11
相关论文
共 50 条
  • [11] PRACTICAL EXPERIENCES IN RIVER WATER-QUALITY MONITORING
    COOKE, GH
    [J]. PROCESS BIOCHEMISTRY, 1973, 8 (03) : 33 - 33
  • [12] AUTOMATIC WATER-QUALITY MONITORING OF THE RIVER STOUR
    EASTMAN, GM
    POOL, GW
    [J]. WATER POLLUTION CONTROL, 1983, 82 (04): : 590 - 590
  • [14] A fuzzy equilibrium strategy for sustainable water quality management in river-reservoir system
    Hasanzadeh, Sepideh Kheirkhah
    Saadatpour, Motahareh
    Afshar, Abbas
    [J]. JOURNAL OF HYDROLOGY, 2020, 586
  • [15] Integrated water quality modeling in a river-reservoir system to support watershed management
    Ferreira, Danieli Mara
    Fernandes, Cristovao Vicente Scapulatempo
    [J]. JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2022, 324
  • [16] Design of River Water Quality Monitoring Networks: A Case Study
    Mohammad Karamouz
    Reza Kerachian
    Masih Akhbari
    Bahareh Hafez
    [J]. Environmental Modeling & Assessment, 2009, 14 : 705 - 714
  • [17] Design of River Water Quality Monitoring Networks: A Case Study
    Karamouz, Mohammad
    Kerachian, Reza
    Akhbari, Masih
    Hafez, Bahareh
    [J]. ENVIRONMENTAL MODELING & ASSESSMENT, 2009, 14 (06) : 705 - 714
  • [18] THE UK APPROACH TO MONITORING RIVER AND TIDAL WATER-QUALITY
    HINCHCLIFFE, PR
    [J]. CHEMISTRY & INDUSTRY, 1980, (15) : 603 - 609
  • [19] WATER-QUALITY IN THE PAWTUXET RIVER - METAL MONITORING AND GEOCHEMISTRY
    LATIMER, JS
    CAREY, CG
    HOFFMAN, EJ
    QUINN, JG
    [J]. WATER RESOURCES BULLETIN, 1988, 24 (04): : 791 - 800
  • [20] STATUTORY WATER-QUALITY OBJECTIVES AND RIVER WATER-QUALITY
    SEAGER, J
    [J]. JOURNAL OF THE INSTITUTION OF WATER AND ENVIRONMENTAL MANAGEMENT, 1993, 7 (05): : 556 - 563