Systematic performance evaluation of reinforcement learning algorithms applied to wastewater treatment control optimization
Treatment of wastewater using activated sludge relies on several complex, nonlinear
processes. While activated sludge systems can provide high levels of treatment, including …
processes. While activated sludge systems can provide high levels of treatment, including …
Design of hierarchical control strategies for biological wastewater treatment plants to reduce operational costs
ESS Tejaswini, S Panjwani, AS Rao - Chemical Engineering Research and …, 2020 - Elsevier
In this research, hierarchical control strategies are developed for biological wastewater
treatment plants (WWTPs) to reduce the operational expenses. The benchmark simulation …
treatment plants (WWTPs) to reduce the operational expenses. The benchmark simulation …
Improving wastewater treatment plant performance based on effluent quality, operational costs, and reliability using control strategies for water and sludge lines
M Rajaei, S Nazif - Process Safety and Environmental Protection, 2022 - Elsevier
As a result of urbanization and population growth, wastewater treatment plants (WWTPs) are
experiencing increased influent flow rates, pollutant loads, and stricter standards for effluent …
experiencing increased influent flow rates, pollutant loads, and stricter standards for effluent …
Supervisory control configurations design for nitrogen and phosphorus removal in wastewater treatment plants
AG Sheik, MM Seepana… - Water Environment …, 2021 - Wiley Online Library
Abstract Model predictive control (MPC) and Fuzzy controllers are designed in a two‐level
hierarchical supervisory control framework for control of activated sludge‐based wastewater …
hierarchical supervisory control framework for control of activated sludge‐based wastewater …
Optimizing Wastewater Treatment Plant Operational Efficiency Through Integrating Machine Learning Predictive Models and Advanced Control Strategies
This research optimizes wastewater treatment plant (WWTP) operational performance by
integrating advanced control strategies and predictive modeling. Emphasizing the …
integrating advanced control strategies and predictive modeling. Emphasizing the …
Reinforcement learning optimization of a water resource recovery facility: Evaluating the impact of reward function design on agent training, control optimization, and …
This study applied reinforcement learning (RL) optimization to the simulation of a water
resource recovery facility (WRRF) to evaluate the impact of reward function design under …
resource recovery facility (WRRF) to evaluate the impact of reward function design under …
Integrated supervisory fuzzy control framework for biological wastewater treatment plants operation and their effect on GHG emissions
In this research, the effect on the greenhouse gases (GHG) emissions from biological
wastewater treatment plants (WWTP) operation by implementing an integrated supervisory …
wastewater treatment plants (WWTP) operation by implementing an integrated supervisory …
Design and Evaluation of Hierarchical Control Strategies for Wastewater Treatment Plants Using Bürger-Diehl Settler Model in BSM1 Framework
ESS Tejaswini, S Panjwani, E Torfs… - Journal of …, 2022 - ascelibrary.org
In this paper, the well-known Benchmark Simulation Model No. 1 (BSM1) was modified with
a new model for the secondary clarifier to improve its prediction capability. The Bürger-Diehl …
a new model for the secondary clarifier to improve its prediction capability. The Bürger-Diehl …
Nested control loop configuration for a three stage biological wastewater treatment process
In every urban infrastructure, Wastewater Treatment Plant (WWTP) requires special attention
because of its adverse effects on the environment and also for resource recovery. Therefore …
because of its adverse effects on the environment and also for resource recovery. Therefore …
Control of an activated sludge wastewater treatment process based on a Calibrated and modified BSM1 Model
This paper presents process modeling and dissolved oxygen concentration control loop
design for an intermittently operated municipal wastewater treatment plant with the goal to …
design for an intermittently operated municipal wastewater treatment plant with the goal to …