Runtime adaptation of technical systems: An architectural framework for self-configuration and self-improvement at runtime - Softcover

Tomforde, Sven

Softcover

ISBN 10: 3838131339 ISBN 13: 9783838131337

Verlag: Südwestdeutscher Verlag für Hochschulschriften, 2012

Inhaltsangabe

This book introduces a novel system design approach and the corresponding framework to enable capabilities like self-configuration and self-improvement for parametrisable systems at runtime. As a result of these capabilities, systems equipped with the framework as additional control mechanism are characterised by aspects like adaptivity and robustness. Besides the general system design, the book investigates the possibility of applying machine learning techniques to real-world applications - two novel variants of Learning Classifier Systems and Fuzzy Classifier Systems are developed. These modified machine learning techniques are integrated into the framework. Thereby, they take over the responsibility of the self-improvement tasks of the system. Applications from various domains (e.g. vehicular traffic, data communication, and function approximation) serve as test bed for the evaluation.

Über diesen Titel

Über die Autorin bzw. den Autor

Study of Computer Science (M.Sc.) at Leibniz Universität Hannover, Germany and University of Bristol, UK. Dr.-Ing. degree in Computer Science in 2011 at Leibniz Universität Hannover, System and Computer Architecture Group (Prof. Müller-Schloer). Currently Senior researcher at Universität Augsburg, Chair of Organic Computing.

Details zur Ausgabe

• Verlag: Südwestdeutscher Verlag für Hochschulschriften
• Erscheinungsdatum: 2012
• Sprache: Englisch
• ISBN 10: 3838131339
• ISBN 13: 9783838131337
• Einband: Taschenbuch
• Anzahl der Seiten: 356
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Alphascript Publishing; customerservice@vdm-vsg.de; ; Brivibas gatve 197; Riga; 1039; Lettland