“At present, the main methods for energy-saving research on ash removal systems are equipment renovation combined with numerical simulation analysis, but the timeliness is not high. This article introduces the research progress in the field of energy conservation in power plants. Researchers have established a parameter optimization system combining Bayesian optimization and CPFD to provide solutions to the problems of high energy consumption and long optimization cycles in ash removal systems.”