Multi-objective meta-heuristic optimization in intelligent control: A survey on the controller tuning problem

A Rodríguez-Molina, E Mezura-Montes… - Applied Soft …, 2020 - Elsevier
Multi-objective optimization has been adopted in many engineering problems where a set of
requirements must be met to generate successful applications. Among them, there are the …

Optimal tuning of PID controller in time delay system: A review on various optimization techniques

T George, V Ganesan - Chemical Product and Process Modeling, 2022 - degruyter.com
The processes which contain at least one pole at the origin are known as integrating
systems. The process output varies continuously with time at certain speed when they are …

Multi-objective ensembles of echo state networks and extreme learning machines for streamflow series forecasting

VHA Ribeiro, G Reynoso-Meza, HV Siqueira - Engineering Applications of …, 2020 - Elsevier
Streamflow series forecasting composes a fundamental step in planning electric energy
production for hydroelectric plants. In Brazil, such plants produce almost 70% of the total …

Off-line PID control tuning for a planar parallel robot using DE variants

MG Villarreal-Cervantes, J Alvarez-Gallegos - Expert Systems with …, 2016 - Elsevier
Optimization methods have shown to be a very important approach for control engineers.
They emulate the decision-making ability of a human expert to tune the control gains for a …

Multi-objective on-line optimization approach for the DC motor controller tuning using differential evolution

MG Villarreal-Cervantes, A Rodriguez-Molina… - IEEE …, 2017 - ieeexplore.ieee.org
The dc motor is one of the most fundamental electromechanical devices of mechatronic
systems, which plays an important role in maintaining the accuracy in the execution of tasks …

Adaptive controller tuning method based on online multiobjective optimization: A case study of the four-bar mechanism

A Rodríguez-Molina… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
The efficient speed regulation of four-bar mechanisms is required for many industrial
processes. These mechanisms are hard to control due to the highly nonlinear behavior and …

Indirect adaptive control using the novel online hypervolume-based differential evolution for the four-bar mechanism

A Rodríguez-Molina, MG Villarreal-Cervantes… - Mechatronics, 2020 - Elsevier
Four-bar mechanisms have increased their use in current applications from industrial to
rehabilitation systems. These applications become more demanding over time, and the …

Enhancing controller's tuning reliability with multi-objective optimisation: From model in the loop to hardware in the loop

JV Carrau, G Reynoso-Meza, S García-Nieto… - … Applications of Artificial …, 2017 - Elsevier
In general, the starting point for the complex task of designing a robust and efficient control
system is the use of nominal models that allow to establish a first set of parameters for the …

Monitoring of drinking-water quality by means of a multi-objective ensemble learning approach

VHA Ribeiro, G Reynoso-Meza - Proceedings of the Genetic and …, 2019 - dl.acm.org
This paper proposes the use of multi-objective ensemble learning to monitor drinking-water
quality. Such problem consists of a data set with an extreme imbalance ratio where the …

Multi-objective PID controller tuning for an industrial gasifier

VHA Ribeiro, G Reynoso-Meza - 2018 IEEE Congress on …, 2018 - ieeexplore.ieee.org
Control of industrial plants is an important engineering field of study, where the optimization
of such processes can lead to better product quality and higher profit. The present work …