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Neural network and integer programming-based Model Predictive Control for a wastewater treatment process

delete2026-04-08
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PRE
AI
U
Uthraa K. Ramesh
P
Parth R. Brahmbhatt
S
Styliani Avraamidou *
H
Hari S. Ganesh *
DOI:10.1016/j.jprocont.2026.103717delete
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Abstract

Abstract

En 中文
• A neural network with a rectified linear unit activation function model is developed. • A model predictive controller with the neural network model is designed. • The design yields a mixed-integer quadratic programming optimal control problem. • The controller achieves tracking of a wastewater treatment process under disturbance. • The control problem can be solved to global optimality and guarantees feasibility.
Keywords:
Neural network
Model Predictive Control
Wastewater treatment
Mixed-integer quadratic programming
Optimal control

Journal

Journal of Process Control cover
Journal of Process Control
IF:
3.9
Papers:
3.4K
Citations:
7.3K

Organization

U
university of wisconsin madison
Scholars:
3.7W
Papers: 2.9W
Citations: 52
I
indian institute of technology gandhinagar
Scholars:
171
Papers: 77
Citations: 0
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