Researchers are exploring various technique-based maximum power point tracking (MPPT) methods to optimize energy production in photovoltaic systems under partial shading conditions. Different optimization techniques, including grey wolf, dhole-inspired, and sooty tern optimization, are being developed and reviewed for this purpose. The use of advanced algorithms and techniques, such as artificial intelligence and metaheuristic optimization, is also being investigated to improve maximum power extraction from photovoltaic systems.