Emad Nabil, Amr Badr

Membrane Computing in Optimization

From Biology to Algorithms

• Broschiertes Buch

Produktbeschreibung

Membrane Computing (P Systems) is an emergent and promising branch of Natural Computing. Designing P Systems is a heavy difficult problem. Until now there is no tool exists that can help in designing of P systems. This book shows how to use clonal selection algorithm with adaptive mutation in the design of P systems. In Addition the book proposes a Membrane-Immune algorithm that is inspired from the structure of living cells and the vertebrate immune system. The algorithm is tested by solving the Multiple Zero/One Knapsack Problem. The Membrane-Immune algorithm surpassed two variants of genetic algorithms that solved the same problem. The Membrane-Immune algorithm is also applied to generate a fuzzy rule based system to be used in breast cancer diagnosis. Generating a fuzzy rule system composes an exponential search space, which leads to the area of NP-complete problems. The algorithm is compared with five techniques and surpassed them. Last chapter presents a proposal of P Systems implementation using Cloud Computing. The proposed Implementation is illustrated by solving SAT problem.

Produktdetails

• Verlag: LAP Lambert Academic Publishing
• Seitenzahl: 172
• Erscheinungstermin: 29. Mai 2014
• Englisch
• Abmessung: 220mm x 150mm x 11mm
• Gewicht: 274g
• ISBN-13: 9783659547997
• ISBN-10: 3659547999
• Artikelnr.: 41079527

Autorenporträt

Dr. Emad Nabil works in the department of Computer Science, Faculty of Computers and Information, Cairo University. His research interests are Bio-Inspired Algorithms, P systems, Optimization and Bioinformatics. He prepared this work in collaboration with Prof. Amr Badr, Faculty of Computers and Information, Cairo University.