Researchers are exploring various optimization algorithms to enhance the performance of controllers in different systems, including hybrid active power filters and dc motor speed management. The use of algorithms such as the pelican optimization algorithm, grey wolf optimizer, and others are being investigated for their potential to improve controller performance. The specific applications of these optimized controllers include grid-connected pv inverter systems, dc-dc buck converters, and liquid level systems, among others.