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Updated: Jan 8, 2026

The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy
Published on: October 14, 2017
A novel delay-affected two degree of freedom PID controller using physics-inspired optimization for robust control
1Faculty of Engineering and Architecture, Electrical and Electronics Engineering, Batman University, Merkez, Batman, Turkey. gokhan.yuksek@batman.edu.tr.
This study introduces a novel delay-affected two-degree-of-freedom proportional-integral-derivative (DE-2DOFPID) controller for brushless direct-current (BLDC) motors. Optimized with the Rime-inspired metaheuristic (RIME) algorithm, it enhances speed control accuracy and robustness under time delays.
Area of Science:
- Control Engineering
- Robotics
- Mechatronics
Background:
- Brushless direct-current (BLDC) motors are crucial for motion control.
- Time delays in control systems degrade performance and stability.
- Existing controllers struggle with accurate speed regulation in delayed systems.
Purpose of the Study:
- To propose a novel delay-affected two-degree-of-freedom proportional-integral-derivative (DE-2DOFPID) controller.
- To enhance the speed regulation accuracy and robustness of BLDC motors under time-delay conditions.
- To investigate the efficacy of the Rime-inspired metaheuristic (RIME) algorithm for controller tuning.
Main Methods:
- Explicitly embedding time delay into the control law via a weighted delayed-error feedback term.
- Reshaping proportional and derivative paths using two reference-weighting coefficients.
- Tuning controller gains using the Rime-inspired metaheuristic (RIME) algorithm with a composite performance index.
Main Results:
- The RIME-tuned DE-2DOFPID controller reduced settling time by 8.03% and cost by 6.99% compared to PID-based methods.
- Overshoot was maintained below 3% while improving transient behavior and robustness.
- Comparative studies showed superior performance against other metaheuristics and conventional controllers.
Conclusions:
- The DE-2DOFPID controller effectively addresses time-delay challenges in BLDC motor speed control.
- The RIME algorithm is well-suited for optimizing complex, multimodal control landscapes.
- Real-time experiments validated the controller's practical relevance for robust motion control under disturbances.
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