Researchers are exploring various optimization algorithms to enhance maximum power point tracking in grid-connected photovoltaic systems. Different approaches, including the hippopotamus optimization algorithm, fuzzy control, and other nature-inspired methods, are being investigated to improve power management and efficiency. The use of these algorithms, such as horse herd optimization and grey wolf optimization, aims to optimize the performance of photovoltaic systems, but the most effective approach is not yet clear.