This book provides a detailed overview on the use of global optimization and parallel computing in microwave tomography techniques. The book focuses on techniques that are based on global optimization and electromagnetic numerical methods. The authors provide parallelization techniques on homogeneous and heterogeneous computing architectures on high performance and general purpose futuristic computers. The book also discusses the multi-level optimization technique, hybrid genetic algorithm and its application in breast cancer imaging.
This book provides a detailed overview on the use of global optimization and parallel computing in microwave tomography techniques. The book focuses on techniques that are based on global optimization and electromagnetic numerical methods. The authors provide parallelization techniques on homogeneous and heterogeneous computing architectures on high performance and general purpose futuristic computers. The book also discusses the multi-level optimization technique, hybrid genetic algorithm and its application in breast cancer imaging.
Artikelnr. des Verlages: 86113261, 978-1-4939-0751-9
2014
Seitenzahl: 220
Erscheinungstermin: 21. Juli 2014
Englisch
Abmessung: 241mm x 160mm x 18mm
Gewicht: 484g
ISBN-13: 9781493907519
ISBN-10: 1493907514
Artikelnr.: 40461556
Autorenporträt
Sima Noghanian is an associate professor and chair of the Antenna and Applied Electromagnetics department of the University of North Dakota. Travis Desell is an assistant professor at the University of North Dakota. Abas Sabouni is a research associate at Concordia University. Ali Ashtari is the lead researcher at Invenia Technical Computing.
Inhaltsangabe
Introduction to Microwave Imaging.- Sequential Forward Solver.- Global Optimization: Differential Evolution, Genetic Algorithms, Particle Swarm and Hybrid Methods.- Sequential Optimization: Genetic Algorithm.- Inclusion of A Priori Information using Neural Networks.- Parallel Forward Solver.- Parallel Optimization Methods.- Benchmarking Parallel Evolutionary Algorithms.