Under the condition of known static environment and dynamic environment. an improved ant colony optimization is proposed to solve the problem of slow convergence. easily falling into local optimal solution. deadlock phenomenon and other issues when the ant colony optimization is constructed. https://jalyttlers.shop/product-category/cushion/