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Presents current developments in the field of evolutionary
scheduling and demonstrates the applicability of evolutionary
computational techniques to solving scheduling problems This book
provides insight into the use of evolutionary computations (EC) in
real-world scheduling, showing readers how to choose a specific
evolutionary computation and how to validate the results using
metrics and statistics. It offers a spectrum of real-world
optimization problems, including applications of EC in industry and
service organizations such as healthcare scheduling, aircraft
industry, school timetabling, manufacturing systems, and
transportation scheduling in the supply chain. It also features
problems with different degrees of complexity, practical
requirements, user constraints, and MOEC solution approaches.
Evolutionary Computation in Scheduling starts with a chapter on
scientometric analysis to analyze scientific literature in
evolutionary computation in scheduling. It then examines the role
and impacts of ant colony optimization (ACO) in job shop scheduling
problems, before presenting the application of the ACO algorithm in
healthcare scheduling. Other chapters explore task scheduling in
heterogeneous computing systems and truck scheduling using swarm
intelligence, application of sub-population scheduling algorithm in
multi-population evolutionary dynamic optimization, task scheduling
in cloud environments, scheduling of robotic disassembly in
remanufacturing using the bees algorithm, and more. This book:
Provides a representative sampling of real-world problems currently
being tackled by practitioners Examines a variety of single-,
multi-, and many-objective problems that have been solved using
evolutionary computations, including evolutionary algorithms and
swarm intelligence Consists of four main parts: Introduction to
Scheduling Problems, Computational Issues in Scheduling Problems,
Evolutionary Computation, and Evolutionary Computations for
Scheduling Problems Evolutionary Computation in Scheduling is ideal
for engineers in industries, research scholars, advanced
undergraduates and graduate students, and faculty teaching and
conducting research in Operations Research and Industrial
Engineering.
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