Efficient multi-objective optimization algorithm F-YYPO demonstrated. Three Stirling engine applications with a total of eight cases. Improvements in the objective function values of up to 30%. Superior to the popularly used gamultiobj of MATLAB. F-YYPO has extremely low time complexity.