Multi-objective Combinatorial Optimization Problems in Transportation and Defense Systems

Multi-objective Combinatorial Optimization Problems in Transportation and Defense Systems
Author: Hadi Farhangi
Publisher:
Total Pages: 177
Release: 2017
Genre:
ISBN:

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"Multi-objective Optimization problems arise in many applications; hence, solving them efficiently is important for decision makers. A common procedure to solve such problems is to generate the exact set of Pareto efficient solutions. However, if the problem is combinatorial, generating the exact set of Pareto efficient solutions can be challenging. This dissertation is dedicated to Multi-objective Combinatorial Optimization problems and their applications in system of systems architecting and railroad track inspection scheduling. In particular, multi-objective system of systems architecting problems with system flexibility and performance improvement funds have been investigated. Efficient solution methods are proposed and evaluated for not only the system of systems architecting problems, but also a generic multi-objective set covering problem. Additionally, a bi-objective track inspection scheduling problem is introduced for an automated ultrasonic inspection vehicle. Exact and approximation methods are discussed for this bi-objective track inspection scheduling problem"--Abstract, page iii.

Multicriteria Optimization

Multicriteria Optimization
Author: Matthias Ehrgott
Publisher: Springer Science & Business Media
Total Pages: 329
Release: 2006-01-16
Genre: Business & Economics
ISBN: 3540276599

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- Collection of results of multicriteria optimization, including nonlinear, linear and combinatorial optimization problems - Includes numerous illustrations, examples and problems

Multiobjective Optimization

Multiobjective Optimization
Author: Yann Collette
Publisher: Springer Science & Business Media
Total Pages: 312
Release: 2004-06-08
Genre: Mathematics
ISBN: 9783540401827

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This text offers many multiobjective optimization methods accompanied by analytical examples, and it treats problems not only in engineering but also operations research and management. It explains how to choose the best method to solve a problem and uses three primary application examples: optimization of the numerical simulation of an industrial process; sizing of a telecommunication network; and decision-aid tools for the sorting of bids.

Robust and Online Large-Scale Optimization

Robust and Online Large-Scale Optimization
Author: Ravindra K. Ahuja
Publisher: Springer
Total Pages: 439
Release: 2009-10-21
Genre: Computers
ISBN: 364205465X

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Scheduled transportation networks give rise to very complex and large-scale networkoptimization problems requiring innovative solution techniques and ideas from mathematical optimization and theoretical computer science. Examples of scheduled transportation include bus, ferry, airline, and railway networks, with the latter being a prime application domain that provides a fair amount of the most complex and largest instances of such optimization problems. Scheduled transport optimization deals with planning and scheduling problems over several time horizons, and substantial progress has been made for strategic planning and scheduling problems in all transportation domains. This state-of-the-art survey presents the outcome of an open call for contributions asking for either research papers or state-of-the-art survey articles. We received 24 submissions that underwent two rounds of the standard peer-review process, out of which 18 were finally accepted for publication. The volume is organized in four parts: Robustness and Recoverability, Robust Timetabling and Route Planning, Robust Planning Under Scarce Resources, and Online Planning: Delay and Disruption Management.

Multiobjective Optimization

Multiobjective Optimization
Author: Jürgen Branke
Publisher: Springer
Total Pages: 481
Release: 2008-10-18
Genre: Computers
ISBN: 3540889086

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Multiobjective optimization deals with solving problems having not only one, but multiple, often conflicting, criteria. Such problems can arise in practically every field of science, engineering and business, and the need for efficient and reliable solution methods is increasing. The task is challenging due to the fact that, instead of a single optimal solution, multiobjective optimization results in a number of solutions with different trade-offs among criteria, also known as Pareto optimal or efficient solutions. Hence, a decision maker is needed to provide additional preference information and to identify the most satisfactory solution. Depending on the paradigm used, such information may be introduced before, during, or after the optimization process. Clearly, research and application in multiobjective optimization involve expertise in optimization as well as in decision support. This state-of-the-art survey originates from the International Seminar on Practical Approaches to Multiobjective Optimization, held in Dagstuhl Castle, Germany, in December 2006, which brought together leading experts from various contemporary multiobjective optimization fields, including evolutionary multiobjective optimization (EMO), multiple criteria decision making (MCDM) and multiple criteria decision aiding (MCDA). This book gives a unique and detailed account of the current status of research and applications in the field of multiobjective optimization. It contains 16 chapters grouped in the following 5 thematic sections: Basics on Multiobjective Optimization; Recent Interactive and Preference-Based Approaches; Visualization of Solutions; Modelling, Implementation and Applications; and Quality Assessment, Learning, and Future Challenges.

Making Multi Objective and Fuzzy Transportation More Efficient

Making Multi Objective and Fuzzy Transportation More Efficient
Author: Muralidaran M
Publisher:
Total Pages: 0
Release: 2023-09-10
Genre:
ISBN: 9789796144341

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"Optimizing Multi-Objective and Fuzzy Transportation" explores cutting-edge approaches to address complex transportation problems that involve multiple conflicting objectives and uncertainties represented using fuzzy logic. This multidisciplinary field combines elements of operations research, optimization, and fuzzy set theory to provide practical solutions for real-world transportation challenges. In today's dynamic and interconnected world, transportation networks are becoming increasingly complex, necessitating innovative optimization techniques. This book delves into the intricacies of multi-objective optimization, where decision-makers must balance conflicting objectives such as cost minimization, time efficiency, and environmental sustainability. Moreover, it addresses the inherent uncertainties in transportation systems by employing fuzzy logic to model and analyze imprecise information. Readers will gain insights into state-of-the-art methodologies, algorithms, and case studies, showcasing how these tools can be applied to diverse transportation scenarios. From supply chain management and urban transportation planning to logistics and distribution, this book offers valuable guidance for practitioners, researchers, and students seeking to optimize transportation systems under multiple objectives and fuzzy conditions. "Optimizing Multi-Objective and Fuzzy Transportation" is a comprehensive resource that bridges the gap between theory and practice, fostering innovative solutions for the ever-evolving challenges in transportation optimization.

Multi-Objective Optimization Problems

Multi-Objective Optimization Problems
Author: Fran Sérgio Lobato
Publisher: Springer
Total Pages: 170
Release: 2017-07-03
Genre: Mathematics
ISBN: 3319585657

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This book is aimed at undergraduate and graduate students in applied mathematics or computer science, as a tool for solving real-world design problems. The present work covers fundamentals in multi-objective optimization and applications in mathematical and engineering system design using a new optimization strategy, namely the Self-Adaptive Multi-objective Optimization Differential Evolution (SA-MODE) algorithm. This strategy is proposed in order to reduce the number of evaluations of the objective function through dynamic update of canonical Differential Evolution parameters (population size, crossover probability and perturbation rate). The methodology is applied to solve mathematical functions considering test cases from the literature and various engineering systems design, such as cantilevered beam design, biochemical reactor, crystallization process, machine tool spindle design, rotary dryer design, among others.

Solution Methods for Multi-objective Robust Combinatorial Optimization

Solution Methods for Multi-objective Robust Combinatorial Optimization
Author: Lisa Thom
Publisher:
Total Pages: 0
Release: 2018
Genre:
ISBN:

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This thesis addresses combinatorial optimization problems with several objectives containing uncertain parameters. A variety of robustness concepts for multi-objective optimization problems have been developed during the last years. This thesis provides methods to find so-called robust efficient solutions with respect to several of these concepts, assuming the uncertain parameters to be given via common uncertainty sets. Several solution approaches are presented, including extensions and combinations of algorithms from both robust and multi-objective optimization, using properties of partic...

Nonlinear Multiobjective Optimization

Nonlinear Multiobjective Optimization
Author: Kaisa Miettinen
Publisher: Springer Science & Business Media
Total Pages: 324
Release: 1999
Genre: Business & Economics
ISBN: 9780792382782

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Problems with multiple objectives and criteria are generally known as multiple criteria optimization or multiple criteria decision-making (MCDM) problems. So far, these types of problems have typically been modelled and solved by means of linear programming. However, many real-life phenomena are of a nonlinear nature, which is why we need tools for nonlinear programming capable of handling several conflicting or incommensurable objectives. In this case, methods of traditional single objective optimization and linear programming are not enough; we need new ways of thinking, new concepts, and new methods - nonlinear multiobjective optimization. Nonlinear Multiobjective Optimization provides an extensive, up-to-date, self-contained and consistent survey, review of the literature and of the state of the art on nonlinear (deterministic) multiobjective optimization, its methods, its theory and its background. The amount of literature on multiobjective optimization is immense. The treatment in this book is based on approximately 1500 publications in English printed mainly after the year 1980. Problems related to real-life applications often contain irregularities and nonsmoothnesses. The treatment of nondifferentiable multiobjective optimization in the literature is rather rare. For this reason, this book contains material about the possibilities, background, theory and methods of nondifferentiable multiobjective optimization as well. This book is intended for both researchers and students in the areas of (applied) mathematics, engineering, economics, operations research and management science; it is meant for both professionals and practitioners in many different fields of application. The intention has been to provide a consistent summary that may help in selecting an appropriate method for the problem to be solved. It is hoped the extensive bibliography will be of value to researchers.