Optimization Software Class Libraries: 18 (Operations Research/Computer Science Interfaces Series, 18) - Hardcover

Hardcover

ISBN 10: 1402070020 ISBN 13: 9781402070020

Publisher: Springer, 2002

Synopsis

Optimization problems in practice are diverse and evolve over time, giving rise to - quirements both for ready-to-use optimization software packages and for optimization software libraries, which provide more or less adaptable building blocks for app- cation-specific software systems. In order to apply optimization methods to a new type of problem, corresponding models and algorithms have to be “coded” so that they are accessible to a computer. One way to achieve this step is the use of a mod- ing language. Such modeling systems provide an excellent interface between models and solvers, but only for a limited range of model types (in some cases, for example, linear) due, in part, to limitations imposed by the solvers. Furthermore, while m- eling systems especially for heuristic search are an active research topic, it is still an open question as to whether such an approach may be generally successful. Modeling languages treat the solvers as a “black box” with numerous controls. Due to variations, for example, with respect to the pursued objective or specific problem properties, - dressing real-world problems often requires special purpose methods. Thus, we are faced with the difficulty of efficiently adapting and applying appropriate methods to these problems. Optimization software libraries are intended to make it relatively easy and cost effective to incorporate advanced planning methods in application-specific software systems. A general classification provides a distinction between callable packages, nume- cal libraries, and component libraries.

About this title

Synopsis

Stefan Voss and David Woodruff have edited a carefully refereed volume by experts on optimization software class libraries. The book focuses on flexible and powerful collections of computational objects for addressing complex optimization problems. These component class libraries are suitable for use in the increasing number of optimization applications that stand alone or are embedded in advanced planning, engineering, and bioinformatics applications. Most researchers today use a number of modeling language software packages and a number of software solvers to solve computational problems. This book outlines packaged software class libraries to enable researchers to find cost-effective and efficient methods of getting problems coded into the computer, or into a modeling language package or into optimizing solvers - hence providing software coding solutions to whatever specialized needs a specific problem might require. "Optimization Software Class Libraries" provides the reader with a rich overview of the variety of components for framing problems.

With the growing number of application-specific software systems and advance planning methods for specific classes of problems, class libraries for optimization are increasingly useful, practical, and needed. Benefits of "Optimization Software Class Libraries" are: researchers will be able to invest more effort in examining better algorithms, performing experiments, and making use of problem-specific knowledge; the libraries that encapsulate general-purpose algorithms as reusable, high-quality software components are themselves significant contributions to ongoing research; and, in addition to the research benefits, the libraries described provide substantial practical value to organizations that adopt them.

Edition details

• Publisher: Springer
• Publication date: 2002
• ISBN 10: 1402070020
• ISBN 13: 9781402070020
• Binding: Hardcover
• Language: English
• Number of pages: 370
• Editor: Voß Stefan, Woodruff David L.