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Online Optimization

Online Optimization

Authors
Publisher Springer, Berlin
Year 2024
Pages 320
Version hardback
Language English
ISBN 9780387717715
Categories Operational research
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Book description

The objective of ONLINE OPTIMIZATION is to provide a systematic survey of the methodology. From the methodological survey, the book then covers a variety of applications of online optimization methods in the domain of Operations Research and Management Science. These applications include a range of problem types, which include the multiple scheduling complex transportation systems, optimizing financial decision problems in "real time", and complex production problems of all sorts (e.g., whether costs should be reduced or profits should be maximized or scarce resources should be used wisely, etc.). With online optimization the issue of incomplete data is an essential aspect of the scientific challenge. Hence, how well online algorithms can perform and how one can guarantee solution quality-even without knowing all data in advance-are the primary challenges of the online optimization methodology.

Online Optimization

Table of contents

Introduction: Uncertainty in optimization.- Online Optimization: An overview.- A-Priori Optimization.- Online Traveling Salesman Problems.- Online Traveling Repairman Problems.- Online Searching.- Online Machine Scheduling.- Value of Information in Online Optimization.

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