Question: For each problem, you need to: a ) Present the mathematical model ( mathematical formulation, e . g . decision variables, objective function and constraints,

For each
problem, you need to:
a) Present the mathematical model (mathematical formulation, e.g. decision variables,
objective function and constraints, and any key assumptions).
b) Build an OPL model (the data must be read from a .dat file).
c) Run the OPL model and record the optimal objective function value and solution of
each problem instance.
d) Write a concise problem summary. Question 7: Transport Optimization for Chemical Products Minimum Cost Network
Flow Optimization Problem
A chemical manufacturing company is tasked with transporting 190 tonnes of chemical products from four storage depots (D1, D2, D3, and D4) to three recycling centers (C1, C2 and C3).
Depot D1 holds 50 tonnes,
Depot D2 holds 40 tonnes,
Depot D3 holds 35 tonnes, and
Depot D4 holds 65 tonnes.
We assume that recycling centers do not have capacity restrictions. The company aims to transport these products using two available modes of transport: road and rail. The transportation cost per tonne varies depending on the mode of transport and the depot-recycling center route:
Depot D1 delivers to C1 and C2 by road at a cost of $12/t and $11/t, respectively.
Depot D2 delivers to C2 by rail ($12/t) or road ($14/t).
Depot D3 delivers to C2 by road ($9/t), and to C3 by rail ($10/t) or road ($5/t).
Depot D4 delivers to C2 by rail ($11/t) or road ($14/t), and to C3 by rail ($10/t) or road
($14/t).
In addition, the contract with the railway company requires that each rail shipment must carry at least 10 tonnes but not exceed 50 tonnes. There are no such constraints for road transport. Your task as an Operational Research Analyst for the company is to formulate an optimization model that will minimize the total transportation cost while ensuring all 190 tonnes are
transported. You should:
a. Draw a network diagram that represents the problem.
b. Write a mathematical formulation for the problem:
i) Define the decision variables clearly.
ii) State the objective function and explain the company's goal.
iii) Identify the constraints including transport mode capacities, depot storage, and rail. Hint: You need to first draw the network of the problem with all possible connections from
depots to recycling centers considering alternative modes of transportation (road and rail). In
addition to nodes that represent depots and recycling centers, you may consider creating
intermediate dummy nodes of road and rail for each recycling center. These dummy nodes
will be connecting to recycling centers and they will be connected from depots based on the
descriptions and limitations presented in the problem. Finally, add a dummy demand node
(sink node) that each recycling center connects to by artificial arcs. You may also choose to
include a dummy source node that connects to the depots via artificial arcs. Each arc in the
network is defined by three parameters: minimum flow, maximum flow or capacity, and cost.

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