Northeastern University
Industrial Optimization: Models & Linear Programming
Northeastern University

Industrial Optimization: Models & Linear Programming

Himlona Palikhe

Instructor: Himlona Palikhe

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Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

11 hours to complete
3 weeks at 3 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

11 hours to complete
3 weeks at 3 hours a week
Flexible schedule
Learn at your own pace

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Recently updated!

August 2024

Assessments

16 assignments

Taught in English

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There are 4 modules in this course

In this module, we will introduce OR including its brief history, methodologies that comprise the OR discipline etc. In addition, we will show its relationship to other disciplines, such as applied mathematics, computer science, industrial engineering, systems engineering, and economics. Then, we will introduce LP and its applications. Finally, we will illustrate an example of LP formulation and graphical solution.

What's included

6 videos12 readings5 assignments1 discussion prompt

In this module, we will introduce a commercial LP software package, LINGO. A very small problem (Wyndor Glass Co. prototype example) was introduced in Module 1 to illustrate the LP model, a problem small enough to solve graphically. We will now generalize the LP model for any application or problem size.

What's included

3 videos6 readings4 assignments1 discussion prompt

George Dantzig’s development of the simplex method made it possible to systematically solve incredibly complex problems. ​Simplex method, combined with powerful computer applications that perform the calculations contained in the simplex method, have made the use of Linear Programming applicable in many different fields. The correct use of the simplex method gives you the ability to construct and answer complex questions consisting of hundreds or thousands of dimensions, and makes you an invaluable member of a project team.​ In this module, we will introduce the simplex method for solving LP problems.

What's included

2 videos3 readings3 assignments

Earlier, we demonstrated the simplex method on a LP that is in a standard form, i.e., the problem is maximization, all functional constraints are "≤" inequalities, and all variables are non-negative. However, it is very rare that a real-world problem is in a standard form. How, then, do we solve problems which are in non-standard forms? Instead of developing many variations of the simplex method, where its steps depend on each particular type of non- standard form, we transform the problem to the standard form and use the same simplex algorithm without any change in its rules.

What's included

2 videos4 readings4 assignments

Instructor

Himlona Palikhe
Northeastern University
2 Courses190 learners

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