Aiming at the problem that the sparrow search algorithm is easy to fall into the local optimum and the con-vergence accuracy is insufficient, this paper proposes an improved sparrow search algorithm based on tabu search algorithm. Firstly, Latin hypercube sampling is used to initialize the population to ensure a more uniform distribution of initial spatial solutions; secondly, the time-varying Cauchy mutation operator is introduced to optimize the discoverer search strategy when R2