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Designing a cascaded exponential PID controller via starfish optimizer for DC motor and liquid level systems.
Davut Izci1,2, Mostafa Jabari3, Emre Çelik4
1Department of Electrical and Electronic Engineering, Bursa Uludag University, Bursa, 16059, Turkey.
A novel exponential proportional-integral-derivative (exp-PID) controller, optimized using the starfish optimization algorithm (SFOA), significantly improves nonlinear system performance. This advanced control strategy enhances adaptability and precision for dynamic systems.
Area of Science:
- Control Systems Engineering
- Optimization Algorithms
- Nonlinear Dynamics
Background:
- Conventional PID controllers struggle with nonlinear systems.
- Existing fractional-order PID designs have limitations in adaptability and robustness.
- Optimizing controller parameters is crucial for enhancing system performance.
Purpose of the Study:
- To propose a novel cascaded exponential proportional-integral-derivative (exp-PID) controller.
- To tune the exp-PID controller using the starfish optimization algorithm (SFOA).
- To enhance the transient and steady-state performance of nonlinear dynamic systems.
Main Methods:
- Designing an exp-PID controller with nonlinear modulation in proportional and derivative components.
- Employing the starfish optimization algorithm (SFOA) for controller tuning.
- Validating the controller on a DC motor speed control system and a three-tank liquid-level process.
Main Results:
- The SFOA-based exp-PID controller demonstrated superior performance on benchmark systems.
- DC motor system achieved zero overshoot with rapid rise and settling times.
- Three-tank system showed minimal overshoot and a negligible steady-state error.
- Comparative analysis confirmed superior convergence, stability, and accuracy against other algorithms.
Conclusions:
- The proposed SFOA-based exp-PID controller offers enhanced adaptability, robustness, and precision for nonlinear systems.
- The controller design provides smoother control action and superior damping characteristics.
- Statistical evaluations confirm the robustness and consistent performance of the proposed method.
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