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Difference between transportation and assignment problems?

  • Engineeringbro
  • February 11, 2023
  • March 10, 2024
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lets understand the Difference between transportation and assignment problems?

Transportation problems and assignment problems are two types of linear programming problems that arise in different applications.

The main difference between transportation and assignment problems is in the nature of the decision variables and the constraints.

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Assignment Problem

Minimization or maximization of the cost of transporting goods from one source to another

Maximization of the total profit or minimization of the total cost in assigning tasks to individuals

Nature of problem

Involves transporting goods from sources to destinations

Involves assigning tasks to individuals

Number of sources and destinations

Multiple sources and destinations

An equal number of sources and destinations

Availability and demand

Each source and destination have a supply or demand value

Each task has only one individual who can perform it

Decision variables

Amount of goods transported from each source to each destination

Binary variables indicate whether an individual is assigned a task or not

Constraints

Capacity constraints on sources and demand constraints on destinations

Each individual can only perform one task

Solution method

Transportation simplex method, northwest corner rule, Vogel’s approximation method

Hungarian algorithm, brute force method

Example

Transporting goods from factories to warehouses

Assigning tasks to employees or jobs to machines

Difference between transportation and assignment problems

Additional Different between Transportation and Assignment Problems are as follows : 

Decision Variables:

In a transportation problem, the decision variables represent the flow of goods from sources to destinations. Each variable represents the quantity of goods transported from a source to a destination.

In contrast, in an assignment problem, the decision variables represent the assignment of agents to tasks. Each variable represents whether an agent is assigned to a particular task or not.

Constraints:

In a transportation problem, the constraints ensure that the supply from each source matches the demand at each destination and that the total flow of goods does not exceed the capacity of each source and destination.

In contrast, in an assignment problem, the constraints ensure that each task is assigned to exactly one agent and that each agent is assigned to at most one task.

Objective function:

The objective function in a transportation problem typically involves minimizing the total cost of transportation or maximizing the total profit of transportation.

In an assignment problem, the objective function typically involves minimizing the total cost or maximizing the total benefit of assigning agents to tasks.

In summary,

The transportation problem is concerned with finding the optimal way to transport goods from sources to destinations,

while the assignment problem is concerned with finding the optimal way to assign agents to tasks.

Both problems are important in operations research and have numerous practical applications.

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Copyright © 2003 by Robert Fourer, David M. Gay and Brian W. Kernighan

Transportation, Transshipment, and Assignment Problems


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Operations Research/Transportation and Assignment Problem

The Transportation and Assignment problems deal with assigning sources and jobs to destinations and machines. We will discuss the transportation problem first.

Suppose a company has m factories where it manufactures its product and n outlets from where the product is sold. Transporting the product from a factory to an outlet costs some money which depends on several factors and varies for each choice of factory and outlet. The total amount of the product a particular factory makes is fixed and so is the total amount a particular outlet can store. The problem is to decide how much of the product should be supplied from each factory to each outlet so that the total cost is minimum.

Let us consider an example.

Suppose an auto company has three plants in cities A, B and C and two major distribution centers in D and E. The capacities of the three plants during the next quarter are 1000, 1500 and 1200 cars. The quarterly demands of the two distribution centers are 2300 and 1400 cars. The transportation costs (which depend on the mileage, transport company etc) between the plants and the distribution centers is as follows:

Cost Table Dist Center D Dist Center E
Plant A 80 215
Plant B 100 108
Plant C 102 68

Which plant should supply how many cars to which outlet so that the total cost is minimum?

The problem can be formulated as a LP model:

{\displaystyle x_{ij}}

The whole model is:

subject to,

{\displaystyle x_{11}+x_{12}=1000}

The problem can now be solved using the simplex method. A convenient procedure is discussed in the next section.

difference between transportation and assignment problem with example

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Home » Management Science » Transportation and Assignment Models in Operations Research

Transportation and Assignment Models in Operations Research

Transportation and assignment models are special purpose algorithms of the linear programming. The simplex method of Linear Programming Problems(LPP) proves to be inefficient is certain situations like determining optimum assignment of jobs to persons, supply of materials from several supply points to several destinations and the like. More effective solution models have been evolved and these are called assignment and transportation models.

The transportation model is concerned with selecting the routes between supply and demand points in order to minimize costs of transportation subject to constraints of supply at any supply point and demand at any demand point. Assume a company has 4 manufacturing plants with different capacity levels, and 5 regional distribution centres. 4 x 5 = 20 routes are possible. Given the transportation costs per load of each of 20 routes between the manufacturing (supply) plants and the regional distribution (demand) centres, and supply and demand constraints, how many loads can be transported through different routes so as to minimize transportation costs? The answer to this question is obtained easily through the transportation algorithm.

Similarly, how are we to assign different jobs to different persons/machines, given cost of job completion for each pair of job machine/person? The objective is minimizing total cost. This is best solved through assignment algorithm.

Uses of Transportation and Assignment Models in Decision Making

The broad purposes of Transportation and Assignment models in LPP are just mentioned above. Now we have just enumerated the different situations where we can make use of these models.

Transportation model is used in the following:

  • To decide the transportation of new materials from various centres to different manufacturing plants. In the case of multi-plant company this is highly useful.
  • To decide the transportation of finished goods from different manufacturing plants to the different distribution centres. For a multi-plant-multi-market company this is useful.
  • To decide the transportation of finished goods from different manufacturing plants to the different distribution centres. For a multi-plant-multi-market company this is useful. These two are the uses of transportation model. The objective is minimizing transportation cost.

Assignment model is used in the following:

  • To decide the assignment of jobs to persons/machines, the assignment model is used.
  • To decide the route a traveling executive has to adopt (dealing with the order inn which he/she has to visit different places).
  • To decide the order in which different activities performed on one and the same facility be taken up.

In the case of transportation model, the supply quantity may be less or more than the demand. Similarly the assignment model, the number of jobs may be equal to, less or more than the number of machines/persons available. In all these cases the simplex method of LPP can be adopted, but transportation and assignment models are more effective, less time consuming and easier than the LPP.

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AllDifferences

Difference Between Assignment and Transportation Model

  • 1.1 Comparison Between Assignment and Transportation Model With Tabular Form
  • 1.2 Comparison Chart
  • 1.3 Similarities
  • 2 More Difference

Comparison Between Assignment and Transportation Model With Tabular Form

The Major Difference Between Assignment and Transportation model is that Assignment model may be regarded as a special case of the transportation model. However, the Transportation algorithm is not very useful to solve this model because of degeneracy.

Assignment Model and Transportation Model Comparison

Comparison Chart

The problem may have a rectangular matrix or a square matrix. The assignment algorithm can not be used to solve the transportation model.
The rows and columns may have any number of allocations depending on the rim conditions. The rows and columns must have one-to-one allocation. Because of this property, the matrix must be a square matrix.
The basic feasible solution is obtained by the northwest corner method or LCM method or VAM The basic feasible solution is obtained by the Hungarian method or Flood’s technique or by Assignment algorithm.
The optimality test is given by the stepping stone method or by the MODI method. The optimality test is given by drawing a minimum number of horizontal and vertical lines to cover all the zeros in the matrix.
The rim requirement may have any positive numbers. The optimality test is given by drawing a minimum number of horizontal and vertical lines to cover all the zeros in the matrix.
The transportation algorithm can be used to solve the assignment model. The assignment algorithm can not be used to solve the transportation model.

Similarities

  • Both are special types of linear programming problems.
  • Both have an objective function, structural constraints, and non-negativity constraints. And the relationship between variables and constraints is linear.
  • The coefficients of variables in the solution will be either 1 or zero in both cases.
  • Both are basically minimization problems. For converting them into maximization problems same procedure is used.

More Difference

  • Difference between Lagrangian and Eulerian Approach
  • Difference between Line Standards and End Standards
  • Practice Mathematical Algorithm
  • Mathematical Algorithms
  • Pythagorean Triplet
  • Fibonacci Number
  • Euclidean Algorithm
  • LCM of Array
  • GCD of Array
  • Binomial Coefficient
  • Catalan Numbers
  • Sieve of Eratosthenes
  • Euler Totient Function
  • Modular Exponentiation
  • Modular Multiplicative Inverse
  • Stein's Algorithm
  • Juggler Sequence
  • Chinese Remainder Theorem
  • Quiz on Fibonacci Numbers

Transportation Problem | Set 1 (Introduction)

Transportation problem is a special kind of Linear Programming Problem (LPP) in which goods are transported from a set of sources to a set of destinations subject to the supply and demand of the sources and destination respectively such that the total cost of transportation is minimized. It is also sometimes called as Hitchcock problem.

Types of Transportation problems: Balanced: When both supplies and demands are equal then the problem is said to be a balanced transportation problem.

Unbalanced: When the supply and demand are not equal then it is said to be an unbalanced transportation problem. In this type of problem, either a dummy row or a dummy column is added according to the requirement to make it a balanced problem. Then it can be solved similar to the balanced problem.

Methods to Solve: To find the initial basic feasible solution there are three methods:

  • NorthWest Corner Cell Method.
  • Least Cost Method.
  • Vogel’s Approximation Method (VAM).

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Transportation and Assignment Problems

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difference between transportation and assignment problem with example

  • James K. Strayer 2  

Part of the book series: Undergraduate Texts in Mathematics ((UTM))

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Transportation and assignment problems are traditional examples of linear programming problems. Although these problems are solvable by using the techniques of Chapters 2–4 directly, the solution procedure is cumbersome; hence, we develop much more efficient algorithms for handling these problems. In the case of transportation problems, the algorithm is essentially a disguised form of the dual simplex algorithm of 4§2. Assignment problems, which are special cases of transportation problems, pose difficulties for the transportation algorithm and require the development of an algorithm which takes advantage of the simpler nature of these problems.

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Strayer, J.K. (1989). Transportation and Assignment Problems. In: Linear Programming and Its Applications. Undergraduate Texts in Mathematics. Springer, New York, NY. https://doi.org/10.1007/978-1-4612-1009-2_7

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The Geography of Transport Systems

The spatial organization of transportation and mobility

Traffic Assignment Problem

difference between transportation and assignment problem with example

Traffic assignment problems usually consider two dimensions.

  • Generation and attraction . A place of origin generates movements that are bound (attracted) to a place of destination. The relationship between traffic generation and attraction is commonly labeled as spatial interaction. The above example considers one origin/generation and destination/attraction, but the majority of traffic assignment problems consider several origins and destinations.
  • Path selection . Traffic assignment considers which paths are to be selected and the amount of traffic using these paths (if more than one unit). For simple problems, a single path will be selected, while for complex problems, several paths could be used. Factors behind the choice of traffic assignment may include cost, time, or the number of connections.

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Two Minute English

Assignation or Assignment – Difference, Meaning & Examples

Marcus Froland

July 15, 2024

When learning English, it’s natural to find words that seem very similar, but have entirely different meanings. That’s just one of the many challenges that language learners face. Two such words are assignation and assignment . They sound so alike, you might think they’re interchangeable. Yet, they are not.

In this article, we are going to put these two under the spotlight. Our focus is to help you understand the difference between assignation and assignment , provide their meanings, and offer clear examples. It’s about getting you comfortable with these words and helping you use them correctly in your English journey. So, let’s get started!

The critical difference between Assignation and Assignment lies in their usage and context. Assignation primarily refers to an agreement or appointment for a meeting. For instance, “They had an assignation at the coffee shop.” On the other hand, an Assignment refers to a task or duty assigned to someone. For instance, “He completed his math assignment.”

Both terms originate from the verb ‘assign’ but are utilized differently. Assignation is more often used in legal or formal settings, but assignment is common in educational or work contexts. So, if you’re scheduling a secretive meeting, use assignation. But if you’re handing out tasks or duties, use assignment.

Understanding the Meaning of Assignation

The word assignation is rich in meaning, covering everything simple to secret. At its basic level, it means assigning tasks or property. But, it has a more exciting side in stories. Here it often means secret meetings , tied to love or forbidden activities.

Definition of Assignation

Traditionally, assignation is about giving out duties or rights. It’s used in law and history to talk about dividing up or handing out responsibilities. This is like using the word assign in everyday situations. But add a dash of mystery or love, and assignation takes on a new life. It then means secret meetings or private moments.

Examples of Assignation in Sentences

Let’s look at some examples of assignation to get a clear picture:

  • In books, an assignation can mean secret meetings between lovers, adding mystery.
  • News stories might hint at illicit relationships by mentioning assignation, adding a thrill.
  • Old documents might talk about assignation when they discuss dividing land rights, in a more straightforward sense.
  • In romantic stories today, a secret meeting in a cafe could be an assignation, hinting at hidden love.

Understanding the Meaning of Assignment

The word assignment holds great importance in various areas. These include education, work, and law. Exploring its meanings helps us understand its wide use and importance.

Definition of Assignment

In schools, an assignment is the work teachers give to students. It helps to check how much students understand and how they perform. At work, assignments are tasks given to employees. These tasks keep the business running smoothly and productively.

In the legal world, an assignment means transferring rights or property . This is key to understand how people can give or receive ownership and duties legally.

Examples of Assignment in Sentences

  • For their big project, the students got an academic work challenging them to research and present their findings.
  • The boss gave a hard task to the new employee to test how well they manage work under pressure.
  • With the contract signed, the ownership officially changed hands through a property transfer .

Understanding assignment in its various forms is crucial. It allows us to be more effective in school, at work, and in legal matters. Recognizing these differences ensures we communicate and act clearly and confidently.

Assignation or Assignment: Key Differences

It’s vital to understand the difference between assignation and assignment for clear communication. The term assignation brings to mind secret or romantic meetings. It can also mean the act of assigning something. Meanwhile, assignment is about giving out tasks, duties, or responsibilities. This is common in school or work.

Assignation and assignment have different uses. Assignation suggests secrecy and is linked with private meetings. On the opposite side, assignment talks about clear duties or legal handovers. It doesn’t have the secret flavor that assignation does.

To avoid confusion, it’s key to know when to use each term. Calling a work task an assignation could suggest something secret or wrong. So, choosing the right word matters:

  • Use assignation for secret or love meetings done quietly.
  • Use assignment when you mean work tasks or handing over property, in formal or work settings.

Using the right term, assignation or assignment, makes your meaning clear. This way, you won’t confuse anyone.

Using Assignation and Assignment Correctly

It’s key to know how assignation and assignment differ. Each word has its own meaning. Using them right is key to avoid mix-ups.

When to Use Assignation

The word assignation is about secret meetings. These are often for romantic reasons. Books use it to talk about meetings held in private.

It hints at something hidden or confidential. This makes it perfect for talks that need to stay under wraps.

When to Use Assignment

Assignment , on the other hand, is about giving tasks. It’s used in schools, work, and law. For example, it can mean homework or handing over property rights.

This word doesn’t suggest secrets like assignation does. It’s all about structured, formal tasks.

Knowing these differences helps you communicate clearly. Use assignment for tasks, and assignation for secret meet-ups. This keeps your meaning clear and stops any confusion. It’s especially important in professional settings to avoid the wrong idea about secret meetings.

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COMMENTS

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  4. PDF 4 UNIT FOUR: Transportation and Assignment problems

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    The main difference between transportation and assignment problems is in the nature of the decision variables and the constraints.

  6. PDF 9 Transportation and Assignment Problems

    9 Transportation and Assignment Problems We will now consider several special cases of the minimum cost flow problem: the transportation problem, the assignment problems, the maximum flow problem, and the shortest path problem.

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    In this video, we discuss the introduction of an Assignment problem and the mathematical representation of the Assignment problem.

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  11. A Comparative Analysis of Assignment Problem

    The assignment problem occurs frequently in practice and is a basic problem in network flow theory since it can be reduced to a number of other problems, including the shortest path, weighted matching, transportation, and minimal cost flow [4].

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    Unit 4: ASSIGNMENT PROBLEM The assignment problem is a special case of transportation problem in which the objective is to assign 'm' jobs or workers to 'n' machines such that the cost incurred is minimized.

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  14. Transportation and Related Problems

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  15. The Transportation and Assignment Problems

    Summary This chapter contains sections titled: Definition of the Transportation Problem Properties of the A Matrix Representation of a Nonbasic Vector in Terms of the Basic Vectors The Simplex Method for Transportation Problems Illustrative Examples and a Note on Degeneracy The Simplex Tableau Associated with a Transportation Tableau The Assignment Problem: (Kuhn's) Hungarian Algorithm ...

  16. PDF Transportation and Assignment Problems

    Assignment problems, which are special cases of transportation problems, pose difficulties for the transportation algorithm and require the development of an algorithm which takes advantage of the simpler nature of these problems.

  17. Transportation and Assignment Models in Operations Research

    More effective solution models have been evolved and these are called assignment and transportation models. The transportation model is concerned with selecting the routes between supply and demand points in order to minimize costs of transportation subject to constraints of supply at any supply point and demand at any demand point.

  18. Difference Between Assignment and Transportation Model

    Comparison Between Assignment and Transportation Model With Tabular Form The Major Difference Between Assignment and Transportation model is that Assignment model may be regarded as a special case of the transportation model. However, the Transportation algorithm is not very useful to solve this model because of degeneracy.

  19. Transportation Problem

    Transportation problem is a special kind of Linear Programming Problem (LPP) in which goods are transported from a set of sources to a set of destinations subject to the supply and demand of the sources and destination respectively such that the total cost of transportation is minimized. It is also sometimes called as Hitchcock problem. Types ...

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    Transportation and assignment problems are traditional examples of linear programming problems. Although these problems are solvable by using the techniques of Chapters 2-4 directly, the solution procedure is cumbersome; hence, we develop much more efficient algorithms for handling these problems. In the case of transportation problems, the ...

  21. Traffic Assignment Problem

    Traffic Assignment Problem. Traffic assignment problems usually consider two dimensions. Generation and attraction. A place of origin generates movements that are bound (attracted) to a place of destination. The relationship between traffic generation and attraction is commonly labeled as spatial interaction.

  22. Solving Transshipment and Assignment Problems

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  23. Transportation Problem: Definition, Formulation, and Types

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