PuLP

Define variables for the quantity of goods shipped from each warehouse to each customer.

Define constraints for warehouse capacity and customer demand.

Define the objective function to minimize total transportation costs.

Solve the model using PuLP and a solver like CBC.

Implement shipping schedule based on the solution.

Define variables for the amount of budget allocated to each project.

Define constraints for the total budget and minimum/maximum allocation per project.

Define the objective function to maximize total return.

Solve the model using PuLP and a solver like Gurobi.

Allocate resources based on the solution.

Define variables for the quantity of each product to produce in each time period.

Define constraints for production capacity, inventory levels, and demand.

Define the objective function to minimize total production and inventory costs.

Solve the model using PuLP and a solver like CPLEX.

Implement the production schedule based on the solution.

Define variables for the proportion of investment in each asset.

Define constraints for the total investment and risk tolerance.

Define the objective function to maximize return.

Solve the model using PuLP and a solver like MOSEK.

Adjust portfolio allocations based on the solution.

Define variables for the number of staff members working each shift.

Define constraints for the minimum staffing levels required for each shift.

Define the objective function to minimize total labor costs.

Solve the model using PuLP and a solver like HiGHS.

Implement the staff schedule based on the solution.