PSO-optimized electronic load controller with intelligent energy recovery for self-excited induction generator based
Shalini Sinha1, Mrinal Kanti Rajak2, Rajen Pudur1
1Department of Electrical Engineering, National Institute of Technology Arunachal Pradesh, Jote, 791113, India.
Scientific Reports
|March 28, 2026
Summary
This study introduces an intelligent Electronic Load Controller (ELC) for off-grid micro-hydro systems, using Particle Swarm Optimisation (PSO) to enhance voltage and frequency stability while recovering energy. The novel PSO-based ELC significantly improves efficiency and reduces energy waste compared to traditional methods.
Area of Science:
- Electrical Engineering
- Renewable Energy Systems
- Control Systems
Background:
- Off-grid micro-hydro systems require robust Electronic Load Controllers (ELCs) for stable power generation.
- Conventional ELCs often dissipate excess energy as heat, leading to inefficiency.
- Self-Excited Induction Generators (SEIGs) are common in micro-hydro but need effective load management.
Purpose of the Study:
- To develop and validate a novel Particle Swarm Optimisation (PSO)-based ELC for SEIG systems.
- To enable intelligent energy recovery through adaptive water pumping, minimizing energy waste.
- To simultaneously optimize voltage regulation, frequency stability, and harmonic reduction.
Main Methods:
- Multi-objective PSO algorithms were employed to optimize PI controller gains, PWM switching parameters, and power distribution.
- A comprehensive fitness function integrated voltage error, frequency deviation, total harmonic distortion (THD), and energy recovery efficiency.
- Experimental validation was performed on a 2.2 kW laboratory prototype.
Main Results:
- Achieved superior voltage regulation (±0.5%) and frequency stability (±0.1 Hz) compared to conventional methods.
- Demonstrated high energy recovery efficiency (92.1%) via intelligent water pumping, eliminating resistive energy waste.
- Reduced total harmonic distortion to 5.8%, ensuring IEEE 519 compliance, with rapid PSO convergence (15.2 iterations).
Conclusions:
- The proposed PSO-based intelligent ELC offers a sustainable and efficient solution for off-grid micro-hydro applications.
- Significant economic benefits include annual savings of $1567 and a 2.1-year payback period.
- The system establishes a new paradigm for micro-hydro energy management with high availability and productive water storage.
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