Advanced Optimization Techniques detailed syllabus for Industrial Engineering & Management (IEM) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the IEM students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below.
For Industrial Engineering & Management 5th Sem scheme and its subjects, do visit IEM 5th Sem 2021 regulation scheme. For Professional Elective-II scheme and its subjects refer to IEM Professional Elective-II syllabus scheme. The detailed syllabus of advanced optimization techniques is as follows.
Course Objectives:
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Unit I
INTEGER PROGRAMMING
Branch and Bound technique -cutting plane algorithm method – Travelling Salesman problem – Traveling Salesman Problem – Branch and Bound Algorithms for TSP – Heuristics for TSP – Chinese Postman Problem – Vehicle Routing Problem
Unit II
DYNAMIC PROGRAMMING
Characteristics of Dynamic Programming Problems – Deterministic Dynamic Programming -Forward and Backward recursive recursion – selected dynamic programming application -investment model – inventory model – replacement model -reliability model – stage coach problem.
Unit III
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Unit IV
NONLINEAR PROGRAMMING – II
The Karush-Kuhn-Tucker (KKT) Conditions for Constrained Optimization – Quadratic Programming
– Separable Programming – Convex Programming – Nonconvex Programming
Unit V
NON-TRADITIONAL OPTIMIZATION
Overview of Genetic algorithms, Simulated Annealing, neural network based optimization.
Particle Swarm optimization, Ant Colony Optimization, Optimization of Fuzzy Systems.
Course Outcomes:
- Know how to solve integer programming problems
- Able to solve Dynamic programming problems
- Familiar in solving unconstrained non-linear optimization problems
- Familiar in solving constrained liner optimization problems
- Know how to solve non-linear optimization problems using Meta heuristic algorithms
Reference Books:
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For detailed syllabus of all the other subjects of Industrial Engineering & Management 5th Sem, visit IEM 5th Sem subject syllabuses for 2021 regulation.
For all Industrial Engineering & Management results, visit Anna University IEM all semester results direct link.