Economic model predictive control of wastewater treatment plants based on BSM1 using linear prediction models

被引:0
|
作者
Moliner-Heredia, Ruben [1 ]
Penarrocha-Alos, Ignacio [1 ]
Sanchis-Llopis, Roberto [1 ]
机构
[1] Univ Jaume 1, Dept Ingn Sistemas Ind & Diseno, Castellon De La Plana, Spain
关键词
BSM1; Wastewater Treatment Plants; Economic Model Predictive Control; Electricity Tariffs; Linear Prediction Models; Hammerstein-Wiener Models; OPERATION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we have developed an Economical Model Predictive Control (EMPC) for a Wastewater Treatment Plant (WWTP) with the use of a standard semidefinite programming solver. In this case, the objective has been to keep the ammonium concentration in the effluent under limits manipulating the air insufflation pumps at the biological reactor and an internal recycle valve. The minimized cost function consists of the product of the energy consumed by the air insufflator and the cost of the electricity, taking into account the variations of the tariffs over the day. We have simulated the behaviour of the WWTP using the Benchmark Model Simulation no 1 (BSM1), and we have developed a linear prediction model in order to apply the EMPC method.
引用
收藏
页码:73 / 78
页数:6
相关论文
共 50 条
  • [31] A networked predictive fuzzy control method based on linear model prediction
    Tong, Shiwen
    Fang, Jianjun
    Li, Hongxing
    Li, Yuan
    Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2015, 46 (04): : 1281 - 1287
  • [32] Model predictive control of nonlinear systems using piecewise linear models
    Özkan, L
    Kothare, MV
    Georgakis, C
    COMPUTERS & CHEMICAL ENGINEERING, 2000, 24 (2-7) : 793 - 799
  • [33] Machine learning approaches for data-driven process monitoring of biological wastewater treatment plant: A review of research works on benchmark simulation model No. 1(BSM1)
    Amir Khurshid
    Ajaya Kumar Pani
    Environmental Monitoring and Assessment, 2023, 195
  • [34] Nonlinear model predictive control based on piecewise linear Hammerstein models
    Zhang, Jian
    Chin, Kwai-Sang
    Lawrynczuk, Maciej
    NONLINEAR DYNAMICS, 2018, 92 (03) : 1001 - 1021
  • [35] Nonlinear model predictive control based on piecewise linear Hammerstein models
    Jian Zhang
    Kwai-Sang Chin
    Maciej Ławryńczuk
    Nonlinear Dynamics, 2018, 92 : 1001 - 1021
  • [36] Nonlinear model predictive control based on multiple local linear models
    Zhang, J
    Morris, J
    PROCEEDINGS OF THE 2001 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2001, : 3503 - 3508
  • [37] Nonlinear Model Predictive Control Based on Hammerstein Piecewise Linear Models
    Yue Yaobin
    Li Hongyi
    Shao Wei
    Wu Bing
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 938 - 942
  • [38] Viral particle prediction in wastewater treatment plants using nonlinear lifelong learning models
    Jianxu Chen
    Ibrahima N’Doye
    Yevhen Myshkevych
    Fahad Aljehani
    Mohammad Khalil Monjed
    Taous-Meriem Laleg-Kirati
    Pei-Ying Hong
    npj Clean Water, 8 (1)
  • [39] Prediction of effluent arsenic concentration of wastewater treatment plants using machine learning and kriging-based models
    Mohammad Zounemat-Kermani
    Meysam Alizamir
    Behrooz Keshtegar
    Okke Batelaan
    Reinhard Hinkelmann
    Environmental Science and Pollution Research, 2022, 29 : 20556 - 20570
  • [40] Prediction of effluent arsenic concentration of wastewater treatment plants using machine learning and kriging-based models
    Zounemat-Kermani, Mohammad
    Alizamir, Meysam
    Keshtegar, Behrooz
    Batelaan, Okke
    Hinkelmann, Reinhard
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2022, 29 (14) : 20556 - 20570