The global energy landscape is undergoing a major shift as governments and industries search for cleaner, renewable alternatives to fossil fuels. Among emerging renewable energy sources, algae-based biofuels are gaining attention due to their high yield potential, rapid growth cycles, and ability to reduce carbon emissions. Unlike traditional biofuels derived from crops, algae biofuel...