For the multi-objective design of heat sinks, several evolutionary algorithms usually require many iterations to converge, which is computationally expensive. Variable-fidelity (VFO) methods were suggested improve efficiency algorithms. However, problems are seldom optimized using VFO. Therefore, a variable-fidelity method (VFMEM) was suggested. Similar other algorithms, VFMEM solves high-fidel...