Researchers are exploring various methods to optimize modulation in multilevel inverters, including the use of algorithms such as EPSO, Sea-Horse, and grey wolf optimization. Different approaches, such as selective harmonic elimination and modified phase-shift modulation, are being investigated for their potential to improve efficiency and reduce harmonic distortion in inverters. The specific applications and outcomes of these methods are not clearly defined, with various inverter topologies and optimization techniques being studied.