Discrete Cuckoo Search for Combinatorial Optimization
Author | : Aziz Ouaarab |
Publisher | : Springer Nature |
Total Pages | : 138 |
Release | : 2020-03-24 |
ISBN-13 | : 9789811538360 |
ISBN-10 | : 9811538360 |
Rating | : 4/5 (60 Downloads) |
Download or read book Discrete Cuckoo Search for Combinatorial Optimization written by Aziz Ouaarab and published by Springer Nature. This book was released on 2020-03-24 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a literature review of techniques used to pass from continuous to combinatorial space, before discussing a detailed example with individual steps of how cuckoo search (CS) can be adapted to solve combinatorial optimization problems. It demonstrates the application of CS to three different problems and describes their source code. The content is divided into five chapters, the first of which provides a technical description, together with examples of combinatorial search spaces. The second chapter summarizes a diverse range of methods used to solve combinatorial optimization problems. In turn, the third chapter presents a description of CS, its formulation and characteristics. In the fourth chapter, the application of discrete cuckoo search (DCS) to solve three POCs (the traveling salesman problem, quadratic assignment problem and job shop scheduling problem) is explained, focusing mainly on a reinterpretation of the terminology used in CS and its source of inspiration. In closing, the fifth chapter discusses random-key cuckoo search (RKCS) using random keys to represent positions found by cuckoo search in the TSP and QAP solution space.