Deck 6: Network Optimization Problems

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سؤال
Each node in a minimum cost flow problem where the net amount of flow generated is a fixed positive number is a demand node.
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سؤال
In a feasible minimum cost flow problem, the network has enough arcs with sufficient capacity to enable all the flow generated at the supply nodes to reach all the demand nodes.
سؤال
The network simplex method can be used to solve minimum cost flow problems with over a million arcs.
سؤال
A minimum cost flow problem may be summarized by drawing a network only after writing out the full formulation.
سؤال
Any node where the net amount of flow generated is fixed at zero is a transshipment node.
سؤال
Conservation of flow is achieved when the flow through a node is minimized.
سؤال
All network optimization problems actually are special types of linear programming problems.
سؤال
The network simplex method can aid managers in conducting what-if analysis.
سؤال
The amount of flow that is eventually sent through an arc is called the capacity of that arc.
سؤال
As long as all its supplies and demands have integer values, any minimum cost flow problem is guaranteed to have an optimal solution with integer values.
سؤال
A network representation is a very specific conceptual aid and is only used in special cases.
سؤال
A transportation problem is just a minimum cost flow problem without any transshipment nodes and without any capacity constraints on the arcs.
سؤال
The objective of a minimum cost flow problem is to minimize the total cost of sending the available supply through the network even if all demand is not satisfied.
سؤال
In a minimum cost flow problem there can be only one supply node and only one demand node.
سؤال
The model for any minimum cost flow problem is represented by a network with flow passing through it.
سؤال
A minimum cost flow problem will have feasible solutions as long as there is a balance between the total supply from the supply nodes and the total demand at the demand nodes.
سؤال
Any minimum cost flow problem where each arc can carry any desired amount of flow is a transshipment problem.
سؤال
Minimum cost flow problems are the special type of linear programming problem referred to as distribution-network problems.
سؤال
In a minimum cost flow problem, the cost of the flow through each arc is proportional to the amount of that flow.
سؤال
Network representations can be used for financial planning.
سؤال
The source and sink of a maximum flow problem have conservation of flow.
سؤال
The source and sink of a maximum flow problem are analogous to the supply nodes and demand nodes of a minimum cost flow problem.
سؤال
A shortest path problem is required to have only a single destination.
سؤال
A minimum cost flow problem is a special type of:

A) linear programming problem.
B) transportation problem.
C) spanning tree problem.
D) transshipment problem.
E) maximum flow problem.
سؤال
Which of the following is an example of a transshipment node?

A) Storage facilities
B) Processing facilities
C) Short-term investment options
D) Warehouses
E) All of the choices are correct.
سؤال
Which of the following will have negative net flow in a minimum cost flow problem?

A) Supply nodes
B) Transshipment nodes
C) Demand nodes
D) Arc capacities
E) None of the choices is correct.
سؤال
In a shortest path problem, the lines connecting the nodes are referred to as arcs.
سؤال
When reformulating a shortest path problem as a minimum cost flow problem, each link should be replaced by a pair of arcs pointing in opposite directions.
سؤال
The objective of a maximum flow problem is to maximize the total profit generated by sending flow through a network.
سؤال
In a shortest path problem there are no arcs permitted, only links.
سؤال
In a maximum flow problem, flow is permitted in both directions and is represented by a pair of arcs pointing in opposite directions.
سؤال
Which of the following can be used to optimally solve minimum cost flow problems?
I) The simplex method.
II) The network simplex method.
III) A greedy algorithm.

A) I only.
B) II only.
C) III only.
D) I and II only.
E) All of these.
سؤال
Which of the following is not an assumption of a minimum cost flow problem?

A) At least one of the nodes is a supply node.
B) There is an equal number of supply and demand nodes.
C) Flow through an arc is only allowed in the direction indicated by the arrowhead.
D) The cost of the flow through each arc is proportional to the amount of that flow.
E) The objective is either to minimize the total cost or to maximize the total profit.
سؤال
Shortest path problems are concerned with finding the shortest route through a network.
سؤال
In a maximum flow problem, the source and sink have fixed supplies and demands.
سؤال
A maximum flow problem can be fit into the format of a minimum cost flow problem.
سؤال
Network representations can be used for the following problems:

A) project planning.
B) facilities location.
C) financial planning.
D) resource management.
E) All of the choices are correct.
سؤال
A network model showing the geographical layout of the problem is the usual way to represent a shortest path problem.
سؤال
Maximum flow problems are concerned with maximizing the flow of goods through a distribution network.
سؤال
In a true maximum flow problem there is only one source and one sink.
سؤال
Which of the following could be the subject of a maximum flow problem?

A) Products
B) Oil
C) Vehicles
D) All of the choices are correct.
E) None of the choices is correct.
سؤال
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the optimal quantity to ship from Factory B to Customer 3?

A) 25 units
B) 50 units
C) 75 units
D) 100 units
E) 125 units
سؤال
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
How many demand nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
سؤال
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the minimum total cost to meet all customer requirements?

A) $4,475
B) $4,500
C) $4,775
D) $4,950
E) $5,150
سؤال
Which of the following problems are special types of minimum cost flow problems?
I) Transportation problems.
II) Assignment problems.
III) Transshipment problems.
IV) Shortest path problems.

A) I and II only
B) I, II, and III only
C) IV only
D) I, II, III, and IV
E) None of the choices is correct.
سؤال
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
How many arcs will the network have?

A) 3
B) 4
C) 7
D) 12
E) 15
سؤال
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
How many supply nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
سؤال
Which of the following is not an assumption of a shortest path problem?

A) The lines connecting certain pairs of nodes always allow travel in either direction.
B) Associated with each link or arc is a nonnegative number called its length.
C) A path through the network must be chosen going from the origin to the destination.
D) The objective is to find a shortest path from the origin to the destination.
E) None of the choices is correct.
سؤال
In a shortest path problem, when "real travel" through a network can end at more than one node:
I) An arc with length 0 is inserted.
II) The problem cannot be solved.
III) A dummy destination is needed.

A) I only.
B) II only.
C) III only.
D) I and II only.
E) I and III only.
سؤال
Which of the following is not an assumption of a maximum flow problem?

A) All flow through the network originates at one node, called the source.
B) If a node is not the source or the sink then it is a transshipment node.
C) Flow can move toward the sink and away from the sink.
D) The maximum amount of flow through an arc is given by the capacity of the arc.
E) The objective is to maximize the total amount of flow from the source to the sink.
سؤال
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
How many supply nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
سؤال
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the minimum total cost to meet all customer requirements?

A) $8,750
B) $8,950
C) $9,000
D) $9,100
E) $10,050
سؤال
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the optimal quantity to ship from Factory A to Customer 2?

A) 25 units
B) 50 units
C) 75 units
D) 100 units
E) 125 units
سؤال
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
How many demand nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
سؤال
Which of the following is an application of a shortest path problem?
I) Minimize total distance traveled.
II) Minimize total flow through a network.
III) Minimize total cost of a sequence of activities.
IV) Minimize total time of a sequence of activities

A) I and II only
B) I, II, and III only.
C) IV only
D) I, II, III, and IV
E) I, III, and IV only.
سؤال
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
سؤال
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
How many arcs will the network have?

A) 3
B) 4
C) 7
D) 12
E) 16
سؤال
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
سؤال
For a minimum cost flow problem to have a feasible solution, which of the following must be true?

A) There is the same number of supply nodes and demand nodes.
B) There is only one supply node and one demand node.
C) There is an equal amount of supply and demand.
D) The supply and demand must be integers.
E) The transshipment nodes must be able to absorb flow.
سؤال
What is the objective of a maximum flow problem?

A) Maximize the amount flowing through a network.
B) Maximize the profit of the network.
C) Maximize the routes being used.
D) Maximize the amount produced at the origin.
E) None of the choices is correct.
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Minimum-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem <div style=padding-top: 35px> Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   What is the capacity of the connection between nodes B and E?</strong> A) 9 packages/day B) 11 packages/day C) 16 packages/day D) 21 packages/day E) 26 packages/day <div style=padding-top: 35px> What is the capacity of the connection between nodes B and E?

A) 9 packages/day
B) 11 packages/day
C) 16 packages/day
D) 21 packages/day
E) 26 packages/day
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Which nodes are the sink and source for this problem?</strong> A) Node A is the sink, Node I is the source. B) Node A is the sink, Node B is the source. C) Node B is the sink, Node I is the source. D) Node B is the source, Node I is the sink. E) Node A is the source, Node I is the sink. <div style=padding-top: 35px> Which nodes are the sink and source for this problem?

A) Node A is the sink, Node I is the source.
B) Node A is the sink, Node B is the source.
C) Node B is the sink, Node I is the source.
D) Node B is the source, Node I is the sink.
E) Node A is the source, Node I is the sink.
سؤال
The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J. <strong>The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Average-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem <div style=padding-top: 35px> Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Average-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
سؤال
The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J. <strong>The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J.   Which nodes are the origin and destination for this problem?</strong> A) Node A is the origin, Node J is the destination. B) Node A is the origin, Node M is the destination. C) Node B is the origin, Node I is the destination. D) Node B is the destination, Node I is the origin. E) Node A is the destination, Node I is the origin. <div style=padding-top: 35px> Which nodes are the origin and destination for this problem?

A) Node A is the origin, Node J is the destination.
B) Node A is the origin, Node M is the destination.
C) Node B is the origin, Node I is the destination.
D) Node B is the destination, Node I is the origin.
E) Node A is the destination, Node I is the origin.
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   What is the capacity of the connection between nodes F and H?</strong> A) 3 TB/s B) 4 TB/s C) 10 TB/s D) 14 TB/s E) 15 TB/s <div style=padding-top: 35px> What is the capacity of the connection between nodes F and H?

A) 3 TB/s
B) 4 TB/s
C) 10 TB/s
D) 14 TB/s
E) 15 TB/s
سؤال
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Which of the following paths would be infeasible?</strong> A) A-B-D-G-J-L-M B) A-B-E-G-J-L-M C) A-C-F-H-K-M D) A-B-D-G-I-M E) A-C-F-I-G-J-L-M <div style=padding-top: 35px> Which of the following paths would be infeasible?

A) A-B-D-G-J-L-M
B) A-B-E-G-J-L-M
C) A-C-F-H-K-M
D) A-B-D-G-I-M
E) A-C-F-I-G-J-L-M
سؤال
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Which nodes are the origin and destination for this problem?</strong> A) Node A is the origin, Node I is the destination. B) Node A is the origin, Node M is the destination. C) Node B is the origin, Node I is the destination. D) Node B is the destination, Node I is the origin. E) Node A is the destination, Node I is the origin. <div style=padding-top: 35px> Which nodes are the origin and destination for this problem?

A) Node A is the origin, Node I is the destination.
B) Node A is the origin, Node M is the destination.
C) Node B is the origin, Node I is the destination.
D) Node B is the destination, Node I is the origin.
E) Node A is the destination, Node I is the origin.
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   How many transshipment nodes are present in this problem?</strong> A) 6 B) 7 C) 8 D) 1 E) 2 <div style=padding-top: 35px> How many transshipment nodes are present in this problem?

A) 6
B) 7
C) 8
D) 1
E) 2
سؤال
The figure below shows the nodes (A - I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A - I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?</strong> A) 13 packages/day. B) 23 packages/day. C) 34 packages/day. D) 43 packages/day. E) 53 packages/day. <div style=padding-top: 35px> Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?

A) 13 packages/day.
B) 23 packages/day.
C) 34 packages/day.
D) 43 packages/day.
E) 53 packages/day.
سؤال
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. Which of the following nodes are not visited?</strong> A) A B) B C) C D) A and B E) A and C <div style=padding-top: 35px> Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. Which of the following nodes are not visited?

A) A
B) B
C) C
D) A and B
E) A and C
سؤال
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. What is the minimum cost for the traveler to move from node A to node M?</strong> A) $76 B) $86 C) $96 D) $106 E) $116 <div style=padding-top: 35px> Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the minimum cost for the traveler to move from node A to node M?

A) $76
B) $86
C) $96
D) $106
E) $116
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the data flow between nodes F and H?</strong> A) 3 TB/s B) 4 TB/s C) 10 TB/s D) 14 TB/s E) 15 TB/s <div style=padding-top: 35px> Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the data flow between nodes F and H?

A) 3 TB/s
B) 4 TB/s
C) 10 TB/s
D) 14 TB/s
E) 15 TB/s
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?</strong> A) 13 TB/s B) 23 TB/s C) 33 TB/s D) 43 TB/s E) 53 TB/s <div style=padding-top: 35px> Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?

A) 13 TB/s
B) 23 TB/s
C) 33 TB/s
D) 43 TB/s
E) 53 TB/s
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Minimum-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem <div style=padding-top: 35px> Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   How many transshipment nodes are present in this problem?</strong> A) 6 B) 7 C) 8 D) 1 E) 2 <div style=padding-top: 35px> How many transshipment nodes are present in this problem?

A) 6
B) 7
C) 8
D) 1
E) 2
سؤال
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Average-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem <div style=padding-top: 35px> Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Average-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Which nodes are the sink and source for this problem?</strong> A) Node A is the sink, Node I is the source. B) Node A is the sink, Node B is the source. C) Node B is the sink, Node I is the source. D) Node B is the source, Node I is the sink. E) Node A is the source, Node I is the sink. <div style=padding-top: 35px> Which nodes are the sink and source for this problem?

A) Node A is the sink, Node I is the source.
B) Node A is the sink, Node B is the source.
C) Node B is the sink, Node I is the source.
D) Node B is the source, Node I is the sink.
E) Node A is the source, Node I is the sink.
سؤال
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the flow between nodes B and E?</strong> A) 9 packages/day B) 11 packages/day C) 16 packages/day D) 21 packages/day E) 26 packages/day <div style=padding-top: 35px> Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the flow between nodes B and E?

A) 9 packages/day
B) 11 packages/day
C) 16 packages/day
D) 21 packages/day
E) 26 packages/day
سؤال
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   What is the cost of the connection between nodes K and I?</strong> A) 9 B) 11 C) 16 D) 21 E) 26 <div style=padding-top: 35px> What is the cost of the connection between nodes K and I?

A) 9
B) 11
C) 16
D) 21
E) 26
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Deck 6: Network Optimization Problems
1
Each node in a minimum cost flow problem where the net amount of flow generated is a fixed positive number is a demand node.
False
2
In a feasible minimum cost flow problem, the network has enough arcs with sufficient capacity to enable all the flow generated at the supply nodes to reach all the demand nodes.
True
3
The network simplex method can be used to solve minimum cost flow problems with over a million arcs.
True
4
A minimum cost flow problem may be summarized by drawing a network only after writing out the full formulation.
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5
Any node where the net amount of flow generated is fixed at zero is a transshipment node.
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6
Conservation of flow is achieved when the flow through a node is minimized.
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7
All network optimization problems actually are special types of linear programming problems.
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8
The network simplex method can aid managers in conducting what-if analysis.
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9
The amount of flow that is eventually sent through an arc is called the capacity of that arc.
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10
As long as all its supplies and demands have integer values, any minimum cost flow problem is guaranteed to have an optimal solution with integer values.
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11
A network representation is a very specific conceptual aid and is only used in special cases.
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12
A transportation problem is just a minimum cost flow problem without any transshipment nodes and without any capacity constraints on the arcs.
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13
The objective of a minimum cost flow problem is to minimize the total cost of sending the available supply through the network even if all demand is not satisfied.
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14
In a minimum cost flow problem there can be only one supply node and only one demand node.
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15
The model for any minimum cost flow problem is represented by a network with flow passing through it.
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16
A minimum cost flow problem will have feasible solutions as long as there is a balance between the total supply from the supply nodes and the total demand at the demand nodes.
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17
Any minimum cost flow problem where each arc can carry any desired amount of flow is a transshipment problem.
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18
Minimum cost flow problems are the special type of linear programming problem referred to as distribution-network problems.
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19
In a minimum cost flow problem, the cost of the flow through each arc is proportional to the amount of that flow.
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20
Network representations can be used for financial planning.
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21
The source and sink of a maximum flow problem have conservation of flow.
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22
The source and sink of a maximum flow problem are analogous to the supply nodes and demand nodes of a minimum cost flow problem.
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23
A shortest path problem is required to have only a single destination.
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24
A minimum cost flow problem is a special type of:

A) linear programming problem.
B) transportation problem.
C) spanning tree problem.
D) transshipment problem.
E) maximum flow problem.
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25
Which of the following is an example of a transshipment node?

A) Storage facilities
B) Processing facilities
C) Short-term investment options
D) Warehouses
E) All of the choices are correct.
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26
Which of the following will have negative net flow in a minimum cost flow problem?

A) Supply nodes
B) Transshipment nodes
C) Demand nodes
D) Arc capacities
E) None of the choices is correct.
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27
In a shortest path problem, the lines connecting the nodes are referred to as arcs.
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28
When reformulating a shortest path problem as a minimum cost flow problem, each link should be replaced by a pair of arcs pointing in opposite directions.
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29
The objective of a maximum flow problem is to maximize the total profit generated by sending flow through a network.
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30
In a shortest path problem there are no arcs permitted, only links.
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31
In a maximum flow problem, flow is permitted in both directions and is represented by a pair of arcs pointing in opposite directions.
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32
Which of the following can be used to optimally solve minimum cost flow problems?
I) The simplex method.
II) The network simplex method.
III) A greedy algorithm.

A) I only.
B) II only.
C) III only.
D) I and II only.
E) All of these.
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33
Which of the following is not an assumption of a minimum cost flow problem?

A) At least one of the nodes is a supply node.
B) There is an equal number of supply and demand nodes.
C) Flow through an arc is only allowed in the direction indicated by the arrowhead.
D) The cost of the flow through each arc is proportional to the amount of that flow.
E) The objective is either to minimize the total cost or to maximize the total profit.
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34
Shortest path problems are concerned with finding the shortest route through a network.
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35
In a maximum flow problem, the source and sink have fixed supplies and demands.
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36
A maximum flow problem can be fit into the format of a minimum cost flow problem.
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37
Network representations can be used for the following problems:

A) project planning.
B) facilities location.
C) financial planning.
D) resource management.
E) All of the choices are correct.
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38
A network model showing the geographical layout of the problem is the usual way to represent a shortest path problem.
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39
Maximum flow problems are concerned with maximizing the flow of goods through a distribution network.
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40
In a true maximum flow problem there is only one source and one sink.
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41
Which of the following could be the subject of a maximum flow problem?

A) Products
B) Oil
C) Vehicles
D) All of the choices are correct.
E) None of the choices is correct.
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42
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the optimal quantity to ship from Factory B to Customer 3?

A) 25 units
B) 50 units
C) 75 units
D) 100 units
E) 125 units
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43
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
How many demand nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
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44
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the minimum total cost to meet all customer requirements?

A) $4,475
B) $4,500
C) $4,775
D) $4,950
E) $5,150
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45
Which of the following problems are special types of minimum cost flow problems?
I) Transportation problems.
II) Assignment problems.
III) Transshipment problems.
IV) Shortest path problems.

A) I and II only
B) I, II, and III only
C) IV only
D) I, II, III, and IV
E) None of the choices is correct.
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46
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
How many arcs will the network have?

A) 3
B) 4
C) 7
D) 12
E) 15
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47
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
How many supply nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
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48
Which of the following is not an assumption of a shortest path problem?

A) The lines connecting certain pairs of nodes always allow travel in either direction.
B) Associated with each link or arc is a nonnegative number called its length.
C) A path through the network must be chosen going from the origin to the destination.
D) The objective is to find a shortest path from the origin to the destination.
E) None of the choices is correct.
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49
In a shortest path problem, when "real travel" through a network can end at more than one node:
I) An arc with length 0 is inserted.
II) The problem cannot be solved.
III) A dummy destination is needed.

A) I only.
B) II only.
C) III only.
D) I and II only.
E) I and III only.
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50
Which of the following is not an assumption of a maximum flow problem?

A) All flow through the network originates at one node, called the source.
B) If a node is not the source or the sink then it is a transshipment node.
C) Flow can move toward the sink and away from the sink.
D) The maximum amount of flow through an arc is given by the capacity of the arc.
E) The objective is to maximize the total amount of flow from the source to the sink.
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51
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
How many supply nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
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52
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the minimum total cost to meet all customer requirements?

A) $8,750
B) $8,950
C) $9,000
D) $9,100
E) $10,050
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53
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the optimal quantity to ship from Factory A to Customer 2?

A) 25 units
B) 50 units
C) 75 units
D) 100 units
E) 125 units
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54
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
How many demand nodes are present in this problem?

A) 1
B) 2
C) 3
D) 4
E) 5
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55
Which of the following is an application of a shortest path problem?
I) Minimize total distance traveled.
II) Minimize total flow through a network.
III) Minimize total cost of a sequence of activities.
IV) Minimize total time of a sequence of activities

A) I and II only
B) I, II, and III only.
C) IV only
D) I, II, III, and IV
E) I, III, and IV only.
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56
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
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57
A manufacturing firm has four plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 2Customer 3Customer 4 Factory (capacity) Customer 1(125)(150)(175)(75)A(100)$15$10$20$17 B(75)$20$12$19$20C(100)$22$20$25$14D(250)$21$15$28$12\text{Customer (requirement)}\\\begin{array} { l c c c c } &&Customer ~2 &Customer ~3& Customer ~4\\\text { Factory (capacity)}&\text{ Customer } 1 ( 125 ) & ( 150 ) & ( 175 ) & ( 75 ) \\ A ( 100 ) & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ \mathrm {~B} ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \mathrm { C } ( 100 ) & \$ 22 & \$ 20 & \$ 25 & \$ 14 \\ \mathrm { D } ( 250 ) & \$ 21 & \$ 15 & \$ 28 & \$ 12 \end{array}
How many arcs will the network have?

A) 3
B) 4
C) 7
D) 12
E) 16
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58
A manufacturing firm has three plants and wants to find the most efficient means of meeting the requirements of its four customers. The relevant information for the plants and customers, along with shipping costs in dollars per unit, are shown in the table below:
Customer (requirement)Customer 3Customer 4 Factory (capacity)  Custcmer 1(25) Customer 2(50)(125)(75) A (100) $15$10$20$17B(75)$20$12$19$20 C (100) $22$20$25$14\text{Customer (requirement)}\\\begin{array} { l c c c c } &&&Customer ~3 &Customer ~4\\\text { Factory (capacity) } & \text { Custcmer } 1 ( 25 ) & \text { Customer } 2 ( 50 ) & ( 125 ) & ( 75 ) \\ \text { A (100) } & \$ 15 & \$ 10 & \$ 20 & \$ 17 \\ B ( 75 ) & \$ 20 & \$ 12 & \$ 19 & \$ 20 \\ \text { C (100) } & \$ 22 & \$ 20 & \$ 25 & \$ 14 \end{array}
Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
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59
For a minimum cost flow problem to have a feasible solution, which of the following must be true?

A) There is the same number of supply nodes and demand nodes.
B) There is only one supply node and one demand node.
C) There is an equal amount of supply and demand.
D) The supply and demand must be integers.
E) The transshipment nodes must be able to absorb flow.
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60
What is the objective of a maximum flow problem?

A) Maximize the amount flowing through a network.
B) Maximize the profit of the network.
C) Maximize the routes being used.
D) Maximize the amount produced at the origin.
E) None of the choices is correct.
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61
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Minimum-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
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62
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   What is the capacity of the connection between nodes B and E?</strong> A) 9 packages/day B) 11 packages/day C) 16 packages/day D) 21 packages/day E) 26 packages/day What is the capacity of the connection between nodes B and E?

A) 9 packages/day
B) 11 packages/day
C) 16 packages/day
D) 21 packages/day
E) 26 packages/day
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63
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Which nodes are the sink and source for this problem?</strong> A) Node A is the sink, Node I is the source. B) Node A is the sink, Node B is the source. C) Node B is the sink, Node I is the source. D) Node B is the source, Node I is the sink. E) Node A is the source, Node I is the sink. Which nodes are the sink and source for this problem?

A) Node A is the sink, Node I is the source.
B) Node A is the sink, Node B is the source.
C) Node B is the sink, Node I is the source.
D) Node B is the source, Node I is the sink.
E) Node A is the source, Node I is the sink.
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64
The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J. <strong>The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Average-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Average-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
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65
The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J. <strong>The figure below shows the possible routes from city A to city J as well as the time (in minutes) required for a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the quickest option to travel from city A to city J.   Which nodes are the origin and destination for this problem?</strong> A) Node A is the origin, Node J is the destination. B) Node A is the origin, Node M is the destination. C) Node B is the origin, Node I is the destination. D) Node B is the destination, Node I is the origin. E) Node A is the destination, Node I is the origin. Which nodes are the origin and destination for this problem?

A) Node A is the origin, Node J is the destination.
B) Node A is the origin, Node M is the destination.
C) Node B is the origin, Node I is the destination.
D) Node B is the destination, Node I is the origin.
E) Node A is the destination, Node I is the origin.
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66
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   What is the capacity of the connection between nodes F and H?</strong> A) 3 TB/s B) 4 TB/s C) 10 TB/s D) 14 TB/s E) 15 TB/s What is the capacity of the connection between nodes F and H?

A) 3 TB/s
B) 4 TB/s
C) 10 TB/s
D) 14 TB/s
E) 15 TB/s
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67
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Which of the following paths would be infeasible?</strong> A) A-B-D-G-J-L-M B) A-B-E-G-J-L-M C) A-C-F-H-K-M D) A-B-D-G-I-M E) A-C-F-I-G-J-L-M Which of the following paths would be infeasible?

A) A-B-D-G-J-L-M
B) A-B-E-G-J-L-M
C) A-C-F-H-K-M
D) A-B-D-G-I-M
E) A-C-F-I-G-J-L-M
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68
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Which nodes are the origin and destination for this problem?</strong> A) Node A is the origin, Node I is the destination. B) Node A is the origin, Node M is the destination. C) Node B is the origin, Node I is the destination. D) Node B is the destination, Node I is the origin. E) Node A is the destination, Node I is the origin. Which nodes are the origin and destination for this problem?

A) Node A is the origin, Node I is the destination.
B) Node A is the origin, Node M is the destination.
C) Node B is the origin, Node I is the destination.
D) Node B is the destination, Node I is the origin.
E) Node A is the destination, Node I is the origin.
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69
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   How many transshipment nodes are present in this problem?</strong> A) 6 B) 7 C) 8 D) 1 E) 2 How many transshipment nodes are present in this problem?

A) 6
B) 7
C) 8
D) 1
E) 2
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70
The figure below shows the nodes (A - I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A - I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?</strong> A) 13 packages/day. B) 23 packages/day. C) 34 packages/day. D) 43 packages/day. E) 53 packages/day. Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?

A) 13 packages/day.
B) 23 packages/day.
C) 34 packages/day.
D) 43 packages/day.
E) 53 packages/day.
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71
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. Which of the following nodes are not visited?</strong> A) A B) B C) C D) A and B E) A and C Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. Which of the following nodes are not visited?

A) A
B) B
C) C
D) A and B
E) A and C
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72
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. What is the minimum cost for the traveler to move from node A to node M?</strong> A) $76 B) $86 C) $96 D) $106 E) $116 Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the minimum cost for the traveler to move from node A to node M?

A) $76
B) $86
C) $96
D) $106
E) $116
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73
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the data flow between nodes F and H?</strong> A) 3 TB/s B) 4 TB/s C) 10 TB/s D) 14 TB/s E) 15 TB/s Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the data flow between nodes F and H?

A) 3 TB/s
B) 4 TB/s
C) 10 TB/s
D) 14 TB/s
E) 15 TB/s
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74
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?</strong> A) 13 TB/s B) 23 TB/s C) 33 TB/s D) 43 TB/s E) 53 TB/s Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. What is the maximum amount of data that can be transmitted from node A to node I?

A) 13 TB/s
B) 23 TB/s
C) 33 TB/s
D) 43 TB/s
E) 53 TB/s
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75
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Minimum-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Minimum-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
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76
The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in TB/s) of a computer network. The firm would like to know how much information can flow from node A to node I.   How many transshipment nodes are present in this problem?</strong> A) 6 B) 7 C) 8 D) 1 E) 2 How many transshipment nodes are present in this problem?

A) 6
B) 7
C) 8
D) 1
E) 2
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77
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   Which type of network optimization problem is used to solve this problem?</strong> A) Maximum-Cost Flow problem B) Average-Cost Flow problem C) Maximum Flow Problem D) Minimum Flow Problem E) Shortest Path Problem Which type of network optimization problem is used to solve this problem?

A) Maximum-Cost Flow problem
B) Average-Cost Flow problem
C) Maximum Flow Problem
D) Minimum Flow Problem
E) Shortest Path Problem
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78
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Which nodes are the sink and source for this problem?</strong> A) Node A is the sink, Node I is the source. B) Node A is the sink, Node B is the source. C) Node B is the sink, Node I is the source. D) Node B is the source, Node I is the sink. E) Node A is the source, Node I is the sink. Which nodes are the sink and source for this problem?

A) Node A is the sink, Node I is the source.
B) Node A is the sink, Node B is the source.
C) Node B is the sink, Node I is the source.
D) Node B is the source, Node I is the sink.
E) Node A is the source, Node I is the sink.
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79
The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I. <strong>The figure below shows the nodes (A-I) and capacities (labelled on arcs in packages/day) of a shipping network. The firm would like to know how many packages per day can flow from node A to node I.   Note: This question requires Solver. Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the flow between nodes B and E?</strong> A) 9 packages/day B) 11 packages/day C) 16 packages/day D) 21 packages/day E) 26 packages/day Note: This question requires Solver.
Formulate the problem in Solver and find the optimal solution. At maximum capacity, what will be the flow between nodes B and E?

A) 9 packages/day
B) 11 packages/day
C) 16 packages/day
D) 21 packages/day
E) 26 packages/day
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80
The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M. <strong>The figure below shows the possible routes from city A to city M as well as the cost (in dollars) of a trip between each pair of cities (note that if no arc joins two cities it is not possible to travel non-stop between those two cities). A traveler wishes to find the lowest cost option to travel from city A to city M.   What is the cost of the connection between nodes K and I?</strong> A) 9 B) 11 C) 16 D) 21 E) 26 What is the cost of the connection between nodes K and I?

A) 9
B) 11
C) 16
D) 21
E) 26
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