Teaching Learning Based Optimization Algorithm : And Its Engineering Applications

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Teaching Learning Based Optimization Algorithm : And Its Engineering Applications

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  • 製本 Hardcover:ハードカバー版/ページ数 284 p.
  • 商品コード 9783319227313

Full Description

Describing a new
optimization algorithm, the "Teaching-Learning-Based Optimization (TLBO)," in a
clear and lucid style, this book maximizes reader insights into how the TLBO
algorithm can be used to solve continuous and discrete optimization problems
involving single or multiple objectives.

As the algorithm operates
on the principle of teaching and learning, where teachers influence the quality
of learners' results, the elitist version of TLBO
algorithm (ETLBO) is described along with applications of the TLBO algorithm in
the fields of electrical engineering, mechanical design, thermal engineering,
manufacturing engineering, civil engineering, structural engineering, computer
engineering, electronics engineering, physics and biotechnology.

The book offers a valuable
resource for scientists, engineers and practitioners involved in the
development and usage of advanced optimization algorithms.

Contents

Introduction to optimization.- Advanced optimization techniques.- Elitist and Modified TLBO algorithms.- Applications of proposed E-TLBO and M-TLBO algorithms on constrained and unconstrained benchmark functions.- Design optimization of heat exchangers.- Design optimization of rotary regenerators.- Design optimization of cooling tower.- Optimization of combined Brayton and inverse Brayton cycle.- Design optimization of two-stage thermoelectric cooler.- Process parameter optimization of manufacturing processes using TLBO algorithm.- Design optimization of machine elements using TLBO algorithm and its versions.- Applications of TLBO algorithm in electrical engineering discipline.- Applications of TLBO algorithm in computer engineering discipline.- Applications of TLBO algorithm in civil and structural engineering disciplines.- Concluding remarks.

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