The article introduces an improved method for evaluating reliability by combining existing and expert information. This method uses a weighted fusion approach to create a joint prior distribution, which is then combined with posterior information to calculate the distribution parameter values. The key focus is on accurately calculating reliability when traditional methods with small failure samples fall short.