Linear programming can optimize resource allocation in manufacturing by determining the most efficient way to use limited resources (such as materials, labor, and machinery) to maximize production or minimize costs. It involves formulating the production problem with an objective function (e.g., profit maximization) and constraints (e.g., resource availability). By solving the linear programming model, manufacturers can identify the best combination of products to produce that will lead to optimal resource usage and profitability.