Here we investigate an adapted version of the parallel tempering method as an efficient parallel stochastic optimization method for protein structure prediction.

Conclusions: Our study reveals that for known noise variance, our proposed method based on GPs and parallel tempering achieves overall the best performance.

Parallel tempering or replica-exchange molecular dynamics (REMD) significantly increases the efficiency of conformational sampling for complex molecular systems.