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What is Swarm-Based Optimization

Handbook of Research on Modern Optimization Algorithms and Applications in Engineering and Economics
artificial intelligence technique based on the collective behavior of self-organized systems.
Published in Chapter:
Supply Chain Network Design Using an Enhanced Hybrid Swarm-Based Optimization Algorithm
Baris Yuce (Cardiff University, UK) and Ernesto Mastrocinque (Royal Holloway, University of London, UK)
DOI: 10.4018/978-1-4666-9644-0.ch003
Abstract
Supply chain network design is one of the most important strategic issues in operations management. The main objective in designing a supply chain is to keep the cost as low as possible. However, the modelling of a supply chain requires more than single-objective such as lead-time minimization, service level maximization, and environmental impact maximization among others. Usually these objectives may cause conflicts such as increasing the service level usually causes a growth in costs. Therefore, the aim should be to find trade-off solutions to satisfy the conflicting objectives. The aim of this chapter is to propose a new method based on a hybrid version of the Bees Algorithm with Slope Angle Computation and Hill Climbing Algorithm to solve a multi-objective supply chain network design problem. A real case from the literature has been selected and solved in order to show the potentiality of the proposed method in solving a large scale combinatorial problem.
Full Text Chapter Download: US $37.50 Add to Cart
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The Bees Algorithm and Its Applications
Artificial intelligence technique based on the collective behavior of self-organized systems.
Full Text Chapter Download: US $37.50 Add to Cart
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