Thermal design optimization of electronic circuit board layout with transient heating chips by using Bayesian optimization and thermal network model

•Bayesian optimization used with a lumped-capacitance thermal network model.•Layout of the unsteady heating chips on the electronic circuit board is optimized.•Bayesian optimization is faster than other algorithms by a factor of 4,5.•Bayesian optimization quickly finds optimal layouts from 10 million layout patterns.