To improve the performance of solving problems by evolutionary algorithm,a new thermodynamics evolutionary algorithm (TDEA) for solving zero-one knapsack problem (ZKP) is proposed in the paper. TDEA is based on the principle of free energy minimization of thermodynamics and introduce the strategy of simulated annealing in the mutation operation. The results of numerical experiments show that T...