A covariance-based Moth–flame optimization algorithm with Cauchy mutation for solving numerical optimization problems

X Zhao, Y Fang, L Liu, M Xu, Q Li - Applied Soft Computing, 2022 - Elsevier
Abstract Moth–Flame Optimization (MFO) algorithm, which is inspired by the navigation
method of moths, is a nature-inspired optimization algorithm. The MFO is easy to implement …

Advanced temperature control in ethanol fermentation using a PSO-PID controller with split-range control strategy

R Yerolla, SP, CS Besta - Preparative Biochemistry & …, 2025 - Taylor & Francis
Global energy demand is experiencing a notable surge due to growing energy security.
Renewable energy sources, like ethanol, are becoming more viable. In the present study …

Digital twin-driven controller tuning method for dynamics

B He, T Li, J **ao - Journal of Computing and …, 2021 - asmedigitalcollection.asme.org
The control performance of the control system directly affects the running performance of the
product. In order to solve the problem that the dynamics characteristics of mechanical …

Research on improved sparrow search algorithm for PID controller parameter optimization

M Zhang, C Xu, D Xu, G Ma, H Han… - Bulletin of the Polish …, 2023 - yadda.icm.edu.pl
PID controllers are crucial for industrial control because of their simple structure and good
robustness. In order to further improve the accuracy of PID controllers, this paper proposes …

Data-Driven Iterative Learning Temperature Control for Rubber Mixing Processes

R Chi, Z Zhou, H Zhang, N Lin… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Considering the four challenges of non-identical initial states, non-repetitive uncertainties,
different batch lengths, and unavailable mathematical model of a rubber mixing process …

Motor Speed Control of Four-wheel Differential Drive Robots Using a New Hybrid Moth-flame Particle Swarm Optimization (MFPSO) Algorithm

M Reda, A Onsy, AY Haikal, A Ghanbari - Journal of Intelligent & Robotic …, 2025 - Springer
Speed control of DC motors is essential for automated vehicles and four-wheel differential
drive (4WD) cars, which are distinct by their high level of maneuverability. The PID controller …

performance analysis of enhanced MFO-based online-tuned split-range PID controller

V Vishnoi, S Tiwari, R Singla - Arabian Journal for Science and …, 2021 - Springer
This study presents online-tuning approach using the moth flame optimization (MFO)
algorithm to optimize the parameters of PID and modified PID (I-PD) controllers used in the …

Optimization of PID controller for stepper motor speed control system based on improved sparrow search algorithm

M Zhang, C Xu, L Li, Z Wang… - Proceedings of the …, 2024 - journals.sagepub.com
To improve the control accuracy of the stepper motor, a PID controller based on an improved
sparrow search algorithm (ISSA-PID) is designed to improve the response speed as well as …

Performance Investigation of EMFO-Based Perpetual Online Tuned Variable SR-Controller in Simulated Real Environment

V Vishnoi, S Tiwari, R Singla - Cybernetics and Systems, 2023 - Taylor & Francis
This study uses the enhanced moth flame optimization (EMFO) algorithm with an online
tuning approach to optimize the parameters of a variable range split range PID (SRPID) …

[PDF][PDF] Development of Nature Inspired Temperature Control for Mixing Process

V Vishnoi - 2023 - 117.240.195.190
This research work presents the PID controller in a conventional scheme, a standard split
range scheme, and a variable range of split range scheme for temperature control of the …