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Genre: eLearning | MP4 | Video: h264, 1280x720 | Audio: AAC, 48.0 KHz
Language: English | Size: 2.09 GB | Duration: 8h 44m
Learn Mathematical Optimization and Operation Research, Linear & Non-Linear Programming, Multi Objective Optimization...
What you'll learn
Basic Concepts and Terms Related to Optimization
How to Formulate a Mathematical Problem
Linear Programming and Coding LP Problems in GAMS
Mixed Integer Linear Programming (MILP) and Coding MILP Problems in GAMS
Non-Linear Programming (NLP) and Coding NLP Problems in GAMS
Mixed Integer Non-Linear Programming (MINLP) and Coding MINLP Problems in GAMS
Multi Objective Optimization
Sequential Goal Programming and How to Code a SGP Problem in GAMS
Requirements
There is no prerequisites since this course is designed for complete beginners to mathematical optimization and I start from downloading and installing GAMS and prepare students for the course.
Description
The art of decision making and finding the optimal solution to a problem is getting more and more attention in recent years. In this course, you will learn how to deal with various types of mathematical optimization problems as below
Linear Programming (LP)
Mixed Integer Linear Programming (MILP)
Non-Linear Programming
Mixed Integer Non-Linear Programming
Multi-Objective Optimization
We start from the beginning that you need to formulate a problem. Therefore, after finishing this course, you will be able to find and formulate decision variables, objective function, constraints and define your parameters. Moreover, you will learn how to develop the model that you formulated in the GAMS environment. Using GAMS, you will learn how to
Define Sets, Parameters, Scalars, Objective Function & Constraints
Import and read data from an external source (Excel file)
Solve the optimization problem using various solvers such as CPLEX, IPOPT, COUENNE, BONMIN, ...
Create a report from your result in GAMS results
Export your results into an external source (Excel file)
Deal with multi-objective problems and solve them using GAMS solvers
In this course, we solve simple to complex optimization examples from engineering, production management, scheduling, transportation, supply chain, and ... areas.
This course is structured based on 3 examples for each of the main mathematical programming sections. In the first two examples, you will learn how to deal with that type of specific problem. Then you will be asked to challenge yourself by developing the challenge problem into GAMS. However, even the challenge problem will be explained and solved with details.
Who this course is for
Students in all levels (Undergrad, Grad and PhD)
Professionals in Various disciplines such as Engineering, Management and Operation Research
Companies Who Wants to Use Optimization in Their Businesses
Anyone Who is Interested to Learn Optimization!
Homepage
Code:
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