Particle swarm optimization or differential evolution—A comparison

AP Piotrowski, JJ Napiorkowski… - Engineering Applications of …, 2023 - Elsevier
In the mid 1990s two landmark metaheuristics have been proposed: Particle Swarm
Optimization and Differential Evolution. Their initial versions were very simple, but rapidly …

Increasing importance of genetic algorithms in science and technology: linear trends over the period from year 1989 to 2022

W Paszkowicz - Materials and Manufacturing Processes, 2023 - Taylor & Francis
Since year 1989, genetic algorithms (GAs) have been increasingly and successfully used for
various computational purposes (optimization, design, modelling, and control) in science …

Surrogate model-based optimization of methanol synthesis process for multiple objectives: A pathway towards achieving sustainable development goals

AK Wolday, M Ramteke - Chemical Engineering Research and Design, 2024 - Elsevier
This work combines a generalized regression neural network (GRNN) with a non-dominated
sorting genetic algorithm (NSGA-II) to optimize a methanol synthesis plant for multiple …

Multi-objective optimization of fed-batch bioreactor for lysine production

AM Gujarathi, SP Patel, B Al Siyabi - Materials and Manufacturing …, 2023 - Taylor & Francis
Lysine production via the fermentation process is one of the most economical production
routes that involves simultaneous conflicting objectives. Two multi-objective differential …

Forecasting sustainable power generation profiles to achieve net zero emissions using multi-objective techno-ecological framework: A study in the context of India

A Haq, R Sharma, BR Bakshi, H Kodamana… - Computers & Chemical …, 2023 - Elsevier
Climate change is becoming the most pronounced issue worldwide, with its origins dating
back to the time of industrialization. It has now become imperative to take remedial steps to …

[HTML][HTML] Insight into evolutionary optimization approach of batch and fed-batch fermenters for lactic acid production

AM Gujarathi, SP Patel, B Al Siyabi - Digital Chemical Engineering, 2023 - Elsevier
Differential evolution (DE) algorithm and genetic algorithm (GA) are used in this study to
estimate a set of kinetic parameters for Arabic date juice-based lactic acid production via …

Graph convolutional network for axial concentration profiles prediction in simulated moving bed

C Ding, M Yang, Y Zhao, W Du - Chinese Journal of Chemical Engineering, 2024 - Elsevier
The simulated moving bed (SMB) chromatographic separation is a continuous compound
separation process based on the differences in adsorption capacity exhibited by distinct …

[HTML][HTML] Traveling of multiple salesmen to dynamically changing locations for satisfying multiple goals

A Agrawal, M Ramteke - Digital Chemical Engineering, 2024 - Elsevier
Polymer grade scheduling, maritime surveillance, e-food delivery, e-commerce, and military
tactics necessitate multiple agents (eg, extruders, speed boats, salesmen) capable of visiting …

Air pollution impact on forecasting electricity demand utilizing CNN-PSO hyper-parameter optimization

RG Birdal - Environmental Research Communications, 2024 - iopscience.iop.org
Electricity consumption is expected to increase considerably in the next few years, so
forecasting and planning will become more important. A new method of forecasting …

Optimization Strategy for Industrial Machinery Product Selection Scheme Based on DMOEA.

S Liu, X Yang, H Huang - International Journal of Advanced …, 2024 - search.ebscohost.com
With the continuous innovation and replacement of industrial machinery products, the
traditional optional configuration plans are no longer able to complete product selection …