Linear Programming MCQs

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Questions and Answers

In the given objective function $Z = 10x_A + 15x_B + 2x_A + 3x_B + 5I + 4D$, which term represents the cost associated with product B?

  • $15x_B + 3x_B$ (correct)
  • $10x_A$
  • $5I + 4D$
  • $2x_A$

A production problem has a labor constraint of $0.5x_1 + 0.3x_2 \leq 500$. If the optimal solution uses 400 labor hours, what can be said about this constraint?

  • It is not binding because the left-hand side does not equal the right-hand side.
  • It is binding because all labor hours are not used.
  • It is binding because the left-hand side is less than the right-hand side.
  • It is not binding because 400 < 500. (correct)

Which of the following variable values satisfies the constraint $3x_1 + 5x_2 \leq 15$, given that $x_1, x_2 \geq 0$?

  • $x_1 = 1, x_2 = 2$ (correct)
  • $x_1 = 2, x_2 = 2$
  • $x_1 = 3, x_2 = 2$
  • $x_1 = 4, x_2 = 1$

A machine capacity constraint is given by: $2x_1 + 3x_2 \leq 600$. If the shadow price for this constraint is 8, what does this imply?

<p>Adding one unit of machine capacity increases the total profit by $8. (B)</p> Signup and view all the answers

A manufacturing plant produces two types of products, $P_1$ and $P_2$. Each unit of $P_1$ requires 3 labor hours and each unit of $P_2$ requires 2 labor hours. Given a total of 600 available labor hours, what does the constraint $3x_1 + 2x_2 \leq 600$ represent?

<p>The total labor hours used for producing $P_1$ and $P_2$ must not exceed 600 hours (A)</p> Signup and view all the answers

A company has two factories and three warehouses. Factory 1 can supply 100 units and Factory 2 can supply 200 units. Warehouses 1, 2, and 3, demand 120, 100, and 80 units, respectively. Which represents the correct demand constraint for Warehouse 2?

<p>$x_{12} + x_{22} = 100$ (A)</p> Signup and view all the answers

In a transportation model, the constraint $x_{11} + x_{21} \geq 400$ is specified. What does $x_{11}$ and $x_{21}$ specifically represent?

<p>$x_{11}$ is the number of units shipped from Factory 1 to the warehouse, $x_{21}$ is the number of units shipped from Factory 2 to the same warehouse. (A)</p> Signup and view all the answers

In a transshipment model, a constraint is given as $x_{in} + x_{jn} = x_{nk} + x_{nl}$. What does this constraint ensure at a warehouse node represented by $n$?

<p>The combined shipments coming into the warehouse $n$ is the same as the combined shipments going out of the warehouse $n$. (B)</p> Signup and view all the answers

A company makes products A and B, with unit costs of $10 and $15, respectively. Inventory holding costs are $2/unit for A and $3/unit for B. Increased production cost is $5/unit, and a decrease cost is $4/unit. What's the appropriate objective function to minimize total costs?

<p>$Z=10x_A + 15x_B + 2s_A + 3s_B + 5I - 4D$ (A)</p> Signup and view all the answers

For a blending problem where material A must be at least 30% of the total blend, with $x_A$ representing the amount of material A and $x_B$ representing the amount of material B, what is the correct mathematical constraint?

<p>$x_A \geq 0.3(x_A + x_B)$ (D)</p> Signup and view all the answers

In a linear programming problem, what occurs if a constraint line is parallel to the objective function?

<p>Multiple optimal solutions exist. (B)</p> Signup and view all the answers

Consider a feasible region determined by linear constraints. If a line representing a constraint is moved parallel outward (away from the origin) in a maximization problem to the point it no longer contains any points of the feasible region, which of the following is true?

<p>The solution is infeasible. (C)</p> Signup and view all the answers

A transportation problem involves three supply points (S1, S2, S3) and four demand points (D1, D2, D3, D4). Which of the following correctly sums the flow into demand point D3?

<p>$x_{13} + x_{23} + x_{33} = $ demand at D3 (C)</p> Signup and view all the answers

In production planning, what does a zero inventory level at the end of a planning horizon indicate?

<p>All demand has been met and no excess inventory remains. (B)</p> Signup and view all the answers

In a situation where a decision variable represents the number of units to produce, which of the following is always true in mathematical programming?

<p>The variable must be non-negative. (D)</p> Signup and view all the answers

During what time is the production quantity in a period is determined in a rolling horizon approach?

<p>Only for the first planning period. (C)</p> Signup and view all the answers

Flashcards

What are the components of the total production cost?

The total cost of production includes the cost of manufacturing, inventory holding, and changes in production.

What's a feasible solution in linear programming?

A feasible solution satisfies all the constraints of a linear programming problem.

What does the constraint 3x1 + 2x2 ≤ 600 represent in a production problem?

The constraint represents the maximum number of labor hours available for production.

What does the constraint x11 + x21 ≥ 400 ensure in a transportation problem?

The constraint ensures that the total units shipped from both factories to the warehouse is at least 400.

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What does the constraint xin + xjn = xnk + xnl enforce in a transshipment problem?

The constraint enforces the balance of flow in a transshipment problem, ensuring that shipments into a warehouse equal shipments out.

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What does the constraint xA ≥ 0.3(xA + xB) ensure in a blending problem?

The constraint ensures that the proportion of material A in a blend is at least 30%.

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What does the objective function in a production problem do?

The constraint ensures a product's cost is minimised based on the cost of materials and manufacturing.

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What is a feasibility check?

It evaluates if all the constraints are met and if the solution is feasible.

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Binding Constraint

A constraint is considered binding if all of the resource it represents is fully utilized in the optimal solution. If any resource remains unused, the constraint is non-binding.

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Shadow Price

The shadow price of a constraint represents the change in the objective function (e.g., profit) for each unit increase in the resource represented by that constraint. In other words, it indicates the value of an additional unit of the constrained resource.

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Demand Constraint in Transportation

In a transportation problem, a demand constraint for a warehouse ensures that the total amount of goods shipped to that warehouse equals the warehouse's demand. This is formulated as an equality, meaning that the total incoming shipments must exactly satisfy the demand.

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Objective Function in Production Planning

The objective function in production planning aims to minimize total costs. This includes the cost of producing products, holding inventory, and adjusting production levels. It's a mathematical expression that combines all these costs.

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Production Cost

The cost of producing a product is typically considered a direct cost and is included in the objective function. It's directly related to the quantity of products produced.

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Inventory Holding Cost

Holding inventory comes with a cost, typically calculated based on the amount of inventory held and a unit cost per item. This cost reflects the expense of storing items over time and is often included in the objective function.

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Production Adjustment Cost

Changing production levels often involves additional costs. Increasing production may require overtime or hiring extra staff, while decreasing production might lead to layoffs or underutilized resources.

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Production Increase Cost

In production planning, the objective function often includes a term for production increase cost. This represents the additional expense incurred for every unit increase in production, which can be due to factors like overtime or hiring additional personnel.

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Study Notes

Linear Programming Multiple Choice Questions

  • Binding Constraint: A constraint is binding if all available resources are fully utilized in the optimal solution. A constraint is not binding if the optimal solution uses less of the resource than is available.

  • Shadow Price: The shadow price for a constraint represents the increase in the objective function value for each unit increase in the resource. In the example, increasing machine capacity by one unit increases total profit by $8.

  • Transportation Problem Formulation: Constraints in a transportation problem specify the supply from factories and demand at warehouses. The sum of shipments to a given warehouse equals its demand.

  • Objective Function for Production Planning: An objective function calculates the total cost for production, considering variable costs, inventory holding costs, and changes in production.

  • Feasibility Check: A solution is feasible if it satisfies all constraints in the linear programming problem. Check the constraint to see if it's mathematically true with the provided values, (e.g. x1 = 1, x2 = 3).

  • Production Constraints: Constraints in a production environment specify resource limits. In the example, labor hours (e.g. 600) are used to set limits on combined units produced.

  • Demand Fulfillment in Transportation: The constraint ensures a minimum amount of units are shipped from one location to another location.

  • Transshipment Problem: The constraint in a transshipment problem ensures that shipments into a warehouse equal shipments out of that warehouse. This is about flow balance.

  • Blending Problem Constraints: Ensuring a minimum percentage of a material in a blend requires the correct mathematical constraint. This example implies that material A should be at lease 30% of the total mix.

  • Objective Function in Transportation: Objective functions in a transportation problem calculate the total costs of shipping goods; in this example, it considers different shipping costs based on the shipping source and destination.

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