HYPERSPECTRAL DATA EXPLOITATION
|
|
- Andrew White
- 5 years ago
- Views:
Transcription
1 HYPERSPECTRAL DATA EXPLOITATION
2
3 HYPERSPECTRAL DATA EXPLOITATION THEORY AND APPLICATIONS Edited by CHEIN-I CHANG, PhD University of Maryland Baltimore County Baltimore, MD WILEY-INTERSCIENCE A JOHN WILEY & SONS, INC., PUBLICATION
4 Copyright ß 2007 by John Wiley & Sons, Inc. All rights reserved. Published by John Wiley & Sons, Inc., Hoboken, New Jersey. Published simultaneously in Canada. No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, scanning or otherwise, except as permitted under Sections 107 or 108 of the 1976 United States Copyright Act, without either the prior written permission of the Publisher, or authorization through payment of the appropriate per-copy fee to the Copyright Clearance Center, Inc., 222 Rosewood Drive, Danvers, MA 01923, , fax , or on the web at Requests to the Publisher for permission should be addressed to the Permissions Department, John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030, (201) , fax (201) Limit of Liability/Disclaimer of Warranty: While the publisher and author have used their best efforts in preparing this book, they make no representations or warranties with respect to the accuracy or completeness of the contents of this book and specifically disclaim any implied warranties of merchantability or fitness for a particular purpose. No warranty may be created or extended by sales representatives or written sales materials. The advice and strategies contained herein may not be suitable for your situation. You should consult with a professional where appropriate. Neither the publisher nor author shall be liable for any loss of profit or any other commercial damages, including but not limited to special, incidental, consequential, or other damages. For general information on our other products and services please contact our Customer Care Department within the U.S. at , outside the U.S. at or fax Wiley also publishes its books in a variety of electronic formats. Some content that appears in print, however, may not be available in electronic format. Wiley Bicentennial Logo: Richard J. Pacifico Library of Congress Cataloging-in-Publication Data: Hyperspectral data exploitation : theory and applications / edited by Chein-I Chang. p. cm. Includes index. ISBN: (cloth) 1. Remote sensing. 2. Multispectral photography. 3. Image processing Digital techniques. I. Chang, Chein-I. G70.4.H dc Printed in the United States of America
5 CONTENTS PREFACE CONTRIBUTORS vii ix 1. OVERVIEW 1 Chein-I Chang I TUTORIALS 2. HYPERSPECTRAL IMAGING SYSTEMS 19 John P. Kerekes and John R. Schott 3. INFORMATION-PROCESSED MATCHED FILTERS FOR HYPERSPECTRAL TARGET DETECTION AND CLASSIFICATION 47 Chein-I Chang II THEORY 4. AN OPTICAL REAL-TIME ADAPTIVE SPECTRAL IDENTIFICATION SYSTEM (ORASIS) 77 Jeffrey H. Bowles and David B. Gillis 5. STOCHASTIC MIXTURE MODELING 107 Michael T. Eismann and David W. J. Stein 6. UNMIXING HYPERSPECTRAL DATA: INDEPENDENT AND DEPENDENT COMPONENT ANALYSIS 149 Jose M. P. Nascimento and Jose M.B. Dias v
6 vi CONTENTS 7. MAXIMUM VOLUME TRANSFORM FOR ENDMEMBER SPECTRA DETERMINATION 179 Michael E. Winter 8. HYPERSPECTRAL DATA REPRESENTATION 205 Xiuping Jia and John A. Richards 9. OPTIMAL BAND SELECTION AND UTILITY EVALUATION FOR SPECTRAL SYSTEMS 227 Sylvia S. Shen 10. FEATURE REDUCTION FOR CLASSIFICATION PURPOSE 245 Sebastiano B. Serpico, Gabriele Moser, and Andrea F. Cattoni 11. SEMISUPERVISED SUPPORT VECTOR MACHINES FOR CLASSIFICATION OF HYPERSPECTRAL REMOTE SENSING IMAGES 275 Lorenzo Bruzzone, Mingmin Chi, and Mattia Marconcini III APPLICATIONS 12. DECISION FUSION FOR HYPERSPECTRAL CLASSIFICATION 315 Mathieu Fauvel, Jocelyn Chanussot, and Jon Atli Benediktsson 13. MORPHOLOGICAL HYPERSPECTRAL IMAGE CLASSIFICATION: A PARALLEL PROCESSING PERSPECTIVE 353 Antonio J. Plaza 14. THREE-DIMENSIONAL WAVELET-BASED COMPRESSION OF HYPERSPECTRAL IMAGERY 379 James E. Fowler and Justin T. Rucker INDEX 409
7 PREFACE Hyperspectral imaging has become one of most promising and emerging techniques in remote sensing. It has made great advance in recent years due to introduction of new techniques from versatile disciplines, particularly statistical signal processing from engineering aspects. Such clear evidence can be witnessed by hundreds of articles published in journals and conference proceedings every year as well as many annual conferences held in various venues. The rapid growth in this subject has made many researchers difficult to keep up with new developments and advances in its technology. Despite the fact that many books have been published in the area of remote sensing image processing, most have been focused on multispectral image processing rather than hyperspectral signal/image processing. Until recently, only a few appeared as book forms in this particular field. One example is my first book, Hyperspectral Imaging: Spectral Techniques for Detection and Classification, published in 2003 by Kluwer/Plenum Academic Publishers (now part of Springer-Verlag Publishers); this was primarily written for subpixel detection and mixed pixel classification that were designed and developed in my laboratory. Unfortunately, many other topics are also of interest, but were not covered in this particular book. In order to address this need, I have made a significant effort to invite experts in hyperspectral imaging from academia and industries to write chapters in their expertise and share their research works with readers. This book is essentially a result of their contributions. A total of 13 chapters (Chapters 2 to 14) are included in this book and cover a wide spectrum of topics in hyperspectral data exploitation including imaging systems, data modeling, data representation, band selection and partition, and classification to data compression. Each chapter has been contributed by an expert in his/her specialty or by experts in their specialties. Also included is Chapter 1, an overview written by me which provides readers with a discussion on design philosophy in developing hyperspectral imaging techniques from a hyperspectral imagery point of view as well as brief reviews of each of the 13 chapters including coherent connections among different chapters. Therefore, this chapter can serve as a guide to direct readers to particular topics in which they are interested. The ultimate goal of this book is to offer readers a peek at the cutting-edge research in hyperspectral data exploitation. In particular, this book can be found vii
8 viii PREFACE very useful for practitioners and engineers who are interested in this area. It is hoped that the chapters presented in this book have just done that. Last but not least, I would like to thank all contributors for their participation in this book project. I owe them a great debt of gratitude for their efforts which make this book possible. This book would not have been possible without their contributions. CHEIN-I CHANG University of Maryland, Baltimore County December 2006
9 CONTRIBUTORS JON ATLI BENEDIKTSSON, Department of Electrical and Computer Engineering, University of Iceland, 107 Reykjavik, Iceland JEFFERY H. BOWLES, Remote Sensing Division, Naval Research Laboratory, Washington, DC LORENZO BRUZZONE, Department of Information and Communication Technology, University of Trento, I Trento, Italy ANDREA F. CATTONI, Department of Biophysical and Electronic Engineering, University of Genoa, I Genoa, Italy CHEIN-I CHANG, Remote Sensing Signal and Image Processing Laboratory, Department of Computer Science and Electrical Engineering, University of Maryland Baltimore Country, Baltimore, MD JOCELYN CHANUSSOT, Laboratoire des Images et des Signaux, Saint Martin d Heres, France MINGMIN CHI, Department of Information and Communication Technology, University of Trento, I Trento, Italy JOSÉ M. B. DIAS, Instituto de Telecomunicações, Lisbon , Portugal MICHAEL T. EISMANN, AFRL s Sensors Directorate, Electro Optical Technology Division, Electro Optical Targeting Branch, Wright-Patterson AFB, OH MATHIEU FAUVEL, Laboratoire des Images et des Signaux, Saint Martin d Heres, France; and Department of Electrical and Computer Engineering, University of Iceland, 107 Reykjavik, Iceland JAMES E. FOWLER, Department of Electrical and Computer Engineering, Geo- Resources Institute, Mississippi State University, Mississippi State, MS DAVID B. GILLIS, Remote Sensing Division, Naval Research Laboratory, Washington, DC Xiuping. JIA, School of Information Technology and Electrical Engineering, University College, The University of New South Wales, Australian Defense Force Academy, Campbell ACT 2600, Australia JOHN P. KEREKES, Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, NY MATTIA MARCONCINI, Department of Information and Communication Technology, University of Trento, I Trento, Italy ix
10 x CONTRIBUTORS GABRIELE MOSER, Department of Biophysical and Electronic Engineering, University of Genoa, I Genoa, Italy JOSÉ M. P. NASCIMENTO, Instituto Superior de Engenharia de Lisboa, Lisbon , Portugal ANTONIO J. PLAZA, Department of Computer Science, University of Extremadura, E Caceres, Spain JOHN A. RICHARDS, College of Engineering and Computer Science, The Australian National University, Canberra ACT 0200, Australia JUSTIN T. RUCKER, Department of Electrical and Computer Engineering, Geo- Resources Institute, Mississippi State University, Mississippi State, MS JOHN R. SCHOTT, Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, NY SEBASTIANO B. SERPICO, Department of Biophysical and Electronic Engineering, University of Genoa, I Genoa, Italy SYLVIA S. SHEN, The Aerospace Corporation, Chantilly, VA, USA DAVID W. J. STEIN, MIT Lincoln Laboratory, Lexington, MA MICHAEL E. WINTER, Hawaii Institute of Geophysics and Planetology, University of Hawaii, Honolulu, HI 96822
Corrosion Inspection and Monitoring
Corrosion Inspection and Monitoring WILEY SERIES IN CORROSION R.Winston Revie, Series Editor Corrosion Inspection and Monitoring Pierre R. Roberge Corrosion Inspection and Monitoring Pierre R. Roberge
More informationHIGH INTEGRITY DIE CASTING PROCESSES
HIGH INTEGRITY DIE CASTING PROCESSES EDWARD J. VINARCIK JOHN WILEY & SONS, INC. HIGH INTEGRITY DIE CASTING PROCESSES HIGH INTEGRITY DIE CASTING PROCESSES EDWARD J. VINARCIK JOHN WILEY & SONS, INC. This
More informationADVANCED POWER ELECTRONICS CONVERTERS
ADVANCED POWER ELECTRONICS CONVERTERS IEEE Press 445 Hoes Lane Piscataway, NJ 08854 IEEE Press Editorial Board Tariq Samad, Editor in Chief George W. Arnold Mary Lanzerotti Linda Shafer Dmitry Goldgof
More informationPRACTICAL RF SYSTEM DESIGN
PRACTICAL RF SYSTEM DESIGN WILLIAM F. EGAN, Ph.D. Lecturer in Electrical Engineering Santa Clara University The Institute of Electrical and Electronics Engineers, Inc., New York A JOHN WILEY & SONS, INC.,
More informationFundamentals of Global Positioning System Receivers
Fundamentals of Global Positioning System Receivers A Software Approach SECOND EDITION JAMES BAO-YEN TSUI A JOHN WILEY & SONS, INC., PUBLICATION Fundamentals of Global Positioning System Receivers Fundamentals
More informationDouglas J. Cumming The Robert W. Kolb Series in Finance John Wiley & Sons, Inc.
VENTURE CAPITAL The Robert W. Kolb Series in Finance provides a comprehensive view of the field of finance in all of its variety and complexity. The series is projected to include approximately 65 volumes
More informationP1: OTA/XYZ P2: ABC JWBT483-fm JWBT483-Mckinsey February 16, :11 Printer Name: Hamilton VALUATION WORKBOOK i
VALUATION WORKBOOK Founded in 1807, John Wiley & Sons is the oldest independent publishing company in the United States. With offices in North America, Europe, Australia and Asia, Wiley is globally committed
More informationIntellectual Capital in Enterprise Success
Intellectual Capital in Enterprise Success Strategy Revisited Dr. Lindsay Moore and Lesley Craig, Esq. John Wiley & Sons, Inc. Additional praise for Strategic Intellectual Capital Lesley Craig and Lindsay
More informationTHE JOHN DEERE WAY. Performance That Endures. David Magee. John Wiley & Sons, Inc.
THE JOHN DEERE WAY Performance That Endures David Magee John Wiley & Sons, Inc. THE JOHN DEERE WAY THE JOHN DEERE WAY Performance That Endures David Magee John Wiley & Sons, Inc. Copyright 2005 by David
More informationAIRCRAFT CONTROL AND SIMULATION
AIRCRAFT CONTROL AND SIMULATION AIRCRAFT CONTROL AND SIMULATION Third Edition Dynamics, Controls Design, and Autonomous Systems BRIAN L. STEVENS FRANK L. LEWIS ERIC N. JOHNSON Cover image: Space Shuttle
More informationHANDBOOK OF ADVANCED MATERIALS
HANDBOOK OF ADVANCED MATERIALS HANDBOOK OF ADVANCED MATERIALS ENABLING NEW DESIGNS Editor-in-chief James K. Wessel Wessel & Associates Oak Ridge, Tennessee A JOHN WILEY & SONS, INC., PUBLICATION Copyright
More informationREFLECTARRAY ANTENNAS
REFLECTARRAY ANTENNAS IEEE Press 445 Hoes Lane Piscataway, NJ 08854 IEEE Press Editorial Board Mohamed E. El-Hawary, Editor in Chief R. Abari T. G. Croda R. J. Herrick S. Basu S. Farshchi S. V. Kartalopoulos
More informationBreakthroughs in Decision Science and Risk Analysis
Breakthroughs in Decision Science and Risk Analysis Breakthroughs in Decision Science and Risk Analysis Edited by Louis Anthony C ox, Jr. Cox Associates NextHealth Technologies University of Colorado-Denver
More informationRADIO-FREQUENCY AND MICROWAVE COMMUNICATION CIRCUITS
RADIO-FREQUENCY AND MICROWAVE COMMUNICATION CIRCUITS RADIO-FREQUENCY AND MICROWAVE COMMUNICATION CIRCUITS Analysis and Design Second Edition Devendra K. Misra University of Wisconsin Milwaukee A JOHN WILEY
More informationProfessional Python Frameworks Web 2.0 Programming with Django and TurboGears
Professional Python Frameworks Web 2.0 Programming with Django and TurboGears Dana Moore Raymond Budd William Wright Wiley Publishing, Inc. Professional Python Frameworks Web 2.0 Programming with Django
More informationJohn Vance Fouad Zeidan Brian Murphy
machinery vibration and rotordynamics John Vance Fouad Zeidan Brian Murphy MACHINERY VIBRATION AND ROTORDYNAMICS MACHINERY VIBRATION AND ROTORDYNAMICS John Vance, Fouad Zeidan, Brian Murphy JOHN WILEY
More informationPROCESS ANALYZER SAMPLE-CONDITIONING SYSTEM TECHNOLOGY ROBERT E. SHERMAN
PROCESS ANALYZER SAMPLE-CONDITIONING SYSTEM TECHNOLOGY ROBERT E. SHERMAN A John Wiley & Sons, Inc., Publication This book is printed on acid-free paper. Copyright 2002 by John Wiley and Sons, Inc., New
More informationPulse-Width Modulated DC-DC Power Converters Second Edition
Pulse-Width Modulated DC-DC Power Converters Second Edition Marian K. Kazimierczuk Pulse-Width Modulated DC DC Power Converters Pulse-Width Modulated DC DC Power Converters Second Edition MARIAN K. KAZIMIERCZUK
More informationControl of Electric Machine Drive Systems. Seung-Ki Sul
Control of Electric Machine Drive Systems Seung-Ki Sul Control of Electric Machine Drive Systems IEEE Press 445 Hoes Lane Piscataway, NJ 08854 IEEE Press Editorial Board Lajos Hanzo, Editor in Chief R.
More informationTHE POWER OF JAPANESE CANDLESTICK CHARTS
THE POWER OF JAPANESE CANDLESTICK CHARTS Founded in 1807, John Wiley & Sons is the oldest independent publishing company in the United States. With offi ces in North America, Europe, Australia and Asia,
More informationCREATING. Digital Animations. by Derek Breen
CREATING Digital Animations by Derek Breen ii CREATING DIGITAL ANIMATIONS Published by John Wiley & Sons, Inc. 111 River Street Hoboken, NJ 07030 5774 www.wiley.com Copyright 2016 by John Wiley & Sons,
More informationThe Candlestick Course
A MARKETPLACE BOOK The Candlestick Course STEVE NISON John Wiley & Sons, Inc. The Candlestick Course John Wiley & Sons Founded in 1807, John Wiley & Sons is the oldest independent publishing company in
More informationFraud Auditing and Forensic Accounting
Fraud Auditing and Forensic Accounting Fraud Auditing and Forensic Accounting Fourth Edition TOMMIE W. SINGLETON AARON J. SINGLETON John Wiley & Sons, Inc. Copyright # 2010 by John Wiley & Sons, Inc. All
More informationTHE FIELDS OF ELECTRONICS
THE FIELDS OF ELECTRONICS THE FIELDS OF ELECTRONICS Understanding Electronics Using Basic Physics Ralph Morrison A Wiley-Interscience Publication JOHN WILEY & SONS, INC. This book is printed on acid-free
More informationUNIFIED OPTICAL SCANNING TECHNOLOGY
UNIFIED OPTICAL SCANNING TECHNOLOGY This Page Intentionally Left Blank UNIFIED OPTICAL SCANNING TECHNOLOGY This Page Intentionally Left Blank UNIFIED OPTICAL SCANNING TECHNOLOGY LEO BElSER IEEE PRESS JOHN
More informationPhysics of Semiconductor Devices
Physics of Semiconductor Devices Physics of Semiconductor Devices Third Edition S. M. Sze Department of Electronics Engineering National Chiao Tung University Hsinchu, Taiwan and Kwok K. Ng Central Laboratory
More informationSustainable Development
Sustainable Development Anne E. Egelston Sustainable Development A History 123 Dr. Anne E. Egelston Government Department Lone Star College-Montgomery Conroe, TX 77384 USA Quotations from Reimann (2006)
More informationAutoCAD & AutoCAD LT The book you need to succeed! DVD Included! Ellen Finkelstein. Start drawing today with Quick Start tutorial
DVD Included! Trial versions of AutoCAD 2011 and AutoCAD LT 2011 Drawings for the exercises, add-on programs, and more Ellen Finkelstein AutoCAD 2011 & AutoCAD LT 2011 Start drawing today with Quick Start
More informationRISK MANAGEMENT APPLICATIONS IN PHARMACEUTICAL AND BIOPHARMACEUTICAL MANUFACTURING
RISK MANAGEMENT APPLICATIONS IN PHARMACEUTICAL AND BIOPHARMACEUTICAL MANUFACTURING RISK MANAGEMENT APPLICATIONS IN PHARMACEUTICAL AND BIOPHARMACEUTICAL MANUFACTURING Edited by A. HAMID MOLLAH MIKE LONG
More informationBUILDING A MINECRAFT. City by Sarah Guthals, PhD
BUILDING A MINECRAFT City by Sarah Guthals, PhD ii BUILDING A MINECRAFT CITY Published by: John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030 5774, www.wiley.com Copyright 2016 by John Wiley
More informationWords of Wisdom. from Women to Watch
Words of Wisdom from Women to Watch Words of Wisdom from Women to Watch Career Reflections from Leaders in the Commercial Insurance Industry Business Insurance Cover image: iconeer/istockphoto Cover design:
More informationFFIRS 03/20/2012 3:57:48 Page 1 Patent Valuation
Patent Valuation Founded in 1807, John Wiley & Sons is the oldest independent publishing company in the United States. With offices in North America, Europe, Australia, and Asia, Wiley is globally committed
More informationRCRA Waste Management:
RCRA Waste Management: Planning, Implementation, and Assessment of Sampling Activities Prepared by Committee D-34 on Waste Management William M. Cosgrove, Michael P. Neill, and Katharine H. Hastie, Editors
More informationTRANSMISSION LINES IN DIGITAL AND ANALOG ELECTRONIC SYSTEMS
TRANSMISSION LINES IN DIGITAL AND ANALOG ELECTRONIC SYSTEMS TRANSMISSION LINES IN DIGITAL AND ANALOG ELECTRONIC SYSTEMS Signal Integrity and Crosstalk CLAYTON R. PAUL Department of Electrical and Computer
More informationFUNDAMENTALS OF SIGNALS AND SYSTEMS
FUNDAMENTALS OF SIGNALS AND SYSTEMS LIMITED WARRANTY AND DISCLAIMER OF LIABILITY THE CD-ROM THAT ACCOMPANIES THE BOOK MAY BE USED ON A SINGLE PC ONLY. THE LICENSE DOES NOT PERMIT THE USE ON A NETWORK (OF
More informationINTRODUCTION TO DIGITAL SIGNAL PROCESSING AND FILTER DESIGN
INTRODUCTION TO DIGITAL SIGNAL PROCESSING AND FILTER DESIGN INTRODUCTION TO DIGITAL SIGNAL PROCESSING AND FILTER DESIGN B. A. Shenoi A JOHN WILEY & SONS, INC., PUBLICATION Copyright 2006 by John Wiley
More informationHealth Information Technology Standards. Series Editor: Tim Benson
Health Information Technology Standards Series Editor: Tim Benson Tim Benson Principles of Health Interoperability HL7 and SNOMED Second Edition Tim Benson Abies Ltd Hermitage, Thatcham Berkshire UK ISBN
More informationLINEAR POSITION SENSORS
LINEAR POSITION SENSORS Theory and Application DAVID S. NYCE A JOHN WILEY & SONS, INC., PUBLICATION LINEAR POSITION SENSORS LINEAR POSITION SENSORS Theory and Application DAVID S. NYCE A JOHN WILEY &
More informationEncyclopedia of Candlestick Charts
Encyclopedia of Candlestick Charts Founded in 1807, John Wiley & Sons is the oldest independent publishing company in the United States. With offices in North America, Europe, Australia, and Asia, Wiley
More informationEmbroidery Gatherings
Planning Machine Embroidery Digitizing and Designs Floriani FTCU Digitizing Fill stitches with a hole Or Add a hole to a Filled stitch object Create a digitizing plan It may be helpful to print a photocopy
More informationOptimal Flow Measurement: Understanding Selection, Application, Installation, and Operation of Flowmeters
Electronic Publication Optimal Flow Measurement: Understanding Selection, Application, Installation, and Operation of Flowmeters ITA Prepared by the ITA 2002 Workshop Task Force Dr. Richard Furness John
More informationBIOMEDICAL E T H I C S REVIEWS
HUMAN CLONING BIOMEDICAL E T H I C S REVIEWS Edited by James M. Humber and Robert F. Almeder BOARD OF EDITORS William Bechtel Washington University St. Louis, Missouri William J. Curran Harvard School
More informationThe EDR Aerial Photo Decade Package
Wickenburg/Forepaugh W. US Highway 60/N. 436th Ave Wickenburg, AZ 85390 Inquiry Number: April 22, 2011 The Aerial Photo Decade Package Aerial Photo Decade Package Environmental Data Resources, Inc. ()
More informationSheet Metal Design Guidelines
Sheet Metal Design Guidelines Issue XIV, Aug 2015 2 Copyright Notice Geometric Limited. All rights reserved. No part of this document (whether in hardcopy or electronic form) may be reproduced, stored
More informationThe EDR Aerial Photo Decade Package
I-710 Corridor - Segment 5 I-710 Corridor - Segment 5 Los Angeles County, CA 90201 Inquiry Number: March 25, 2009 The EDR Aerial Photo Decade Package EDR Aerial Photo Decade Package Environmental Data
More informationGetting Started. Spectra Acquisition Tutorial
Getting Started Spectra Acquisition Tutorial ABB Bomem Inc. All Rights Reserved. This Guide and the accompanying software are copyrighted and all rights are reserved by ABB. This product, including software
More informationSheet Metal Design Guidelines
Sheet Metal Design Guidelines Curl and Lance Design Guidelines Issue X, May 2015 2 Copyright Notice Geometric Limited. All rights reserved. No part of this document (whether in hardcopy or electronic form)
More informationThe BioBrick Public Agreement. DRAFT Version 1a. January For public distribution and comment
The BioBrick Public Agreement DRAFT Version 1a January 2010 For public distribution and comment Please send any comments or feedback to Drew Endy & David Grewal c/o endy@biobricks.org grewal@biobricks.org
More informationRisk/Benefit Analysis in Water Resources Planning and Management
Risk/Benefit Analysis in Water Resources Planning and Management Risk/Benefit Analysis in Water Resources Planning and Management Edited by Yacov Y. Haimes Center for Large Scale Systems and Policy Analysis
More informationAppendix B: Historic Aerial Photographs
Yolo County - Solar Ground Tracker Project Phase I Environmental Site Assessment Appendix B: Historic Aerial Photographs Michael Brandman Associates H:\Client (PN-JN)\1759\17590008\Phase I ESA\17590008
More informationIMPLEMENTING THE WEALTH MANAGEMENT INDEX
IMPLEMENTING THE WEALTH MANAGEMENT INDEX Since 1996, Bloomberg Press has published books for financial professionals on investing, economics, and policy affecting investors. Titles are written by leading
More information2016 IEEE Global Humanitarian Technology Conference (GHTC 2016)
2016 IEEE Global Humanitarian Technology Conference (GHTC 2016) Seattle, Washington, USA 13-16 October 2016 IEEE Catalog Number: ISBN: CFP16GHT-POD 978-1-5090-2433-9 Copyright 2016 by the Institute of
More informationInk jet Inks. Chemistryof. The Chemistry of Inkjet Inks Downloaded from
The Chemistryof Ink jet Inks This page intentionally left blank Chemistry The of Ink jet Inks Editor Shlomo Magdassi The Hebrew University of Jerusalem, Israel World Scientific NEW JERSEY LONDON SINGAPORE
More informationTableau. by Molly Monsey and Paul Sochan
Tableau Tableau by Molly Monsey and Paul Sochan Tableau For Dummies Published by: John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030-5774, www.wiley.com Copyright 2016 by John Wiley & Sons,
More informationSheet Metal Design Guidelines
Sheet Metal Design Guidelines Hem Design Guidelines Issue XII, June 2015 2 Copyright Notice Geometric Limited. All rights reserved. No part of this document (whether in hardcopy or electronic form) may
More informationFRAUD AUDITING AND FORENSIC ACCOUNTING FRAUD AUDITING TOMMIE W. SINGLETON AARON J. SINGLETON AND FORENSIC ACCOUNTING FOURTH EDITION
tant or an experienced investigator, with industry-tested methods for detecting, investigating, and preventing financial schemes. Tommie and Aaron Singleton have made important updates to a book I personally
More informationADVANCES IN DIGITAL HANDWRITTEN SIGNATURE PROCESSING
ADVANCES IN DIGITAL HANDWRITTEN SIGNATURE PROCESSING A Human Artefact for e-society This page intentionally left blank ADVANCES IN DIGITAL HANDWRITTEN SIGNATURE PROCESSING A Human Artefact for e-society
More informationCOMPOSITE FILAMENT WINDING
COMPOSITE FILAMENT WINDING Edited by S.T. Peters ASM International Materials Park, Ohio 44073-0002 Copyright 2011 by ASM International All rights reserved No part of this book may be reproduced, stored
More informationGGS 412 Air Photography Interpretation
GGS 412 Air Photography Interpretation 15019-001 Syllabus Instructor: Dr. Ron Resmini Course description and objective: GGS 412, Air Photography Interpretation, will provide students with the concepts,
More informationApplication of Evolutionary Algorithms for Multi-objective Optimization in VLSI and Embedded Systems
Application of Evolutionary Algorithms for Multi-objective Optimization in VLSI and Embedded Systems M.C. Bhuvaneswari Editor Application of Evolutionary Algorithms for Multi-objective Optimization in
More informationPalgrave Studies in the History of Science and Technology
Palgrave Studies in the History of Science and Technology Series Editors James Rodger Fleming Colby College Waterville, Maine, USA Roger D. Launius Smithsonian Institution National Air and Space Museum,
More informationTHE GLOBAL EXPORT OF CAPITAL FROM GREAT BRITAIN,
THE GLOBAL EXPORT OF CAPITAL FROM GREAT BRITAIN, 1865-1914 The Global Export of Capital from Great Britain, 1865-1914 A Statistical Survey Irving Stone Professor of Economics and Finance Baruch College
More informationNikon D3000. Digital Field Guide
Nikon D3000 Digital Field Guide Nikon D3000 Digital Field Guide J. Dennis Thomas Nikon D3000 Digital Field Guide Published by Wiley Publishing, Inc. 10475 Crosspoint Boulevard Indianapolis, IN 46256 www.wiley.com
More informationGE 113 REMOTE SENSING
GE 113 REMOTE SENSING Topic 5. Introduction to Digital Image Interpretation and Analysis Lecturer: Engr. Jojene R. Santillan jrsantillan@carsu.edu.ph Division of Geodetic Engineering College of Engineering
More informationAdvances in Computer Vision and Pattern Recognition
Advances in Computer Vision and Pattern Recognition For further volumes: http://www.springer.com/series/4205 Marco Alexander Treiber Optimization for Computer Vision An Introduction to Core Concepts and
More informationCOOP 2016: Proceedings of the 12th International Conference on the Design of Cooperative Systems, May 2016, Trento, Italy
Antonella De Angeli Liam Bannon Patrizia Marti Silvia Bordin Editors COOP 2016: Proceedings of the 12th International Conference on the Design of Cooperative Systems, 23-27 May 2016, Trento, Italy COOP
More informationFounding Editor Martin Campbell-Kelly, University of Warwick, Coventry, UK
History of Computing Founding Editor Martin Campbell-Kelly, University of Warwick, Coventry, UK Series Editor Gerard Alberts, University of Amsterdam, Amsterdam, The Netherlands Advisory Board Jack Copeland,
More informationUser s Guide for: What is a SeaSonde?
User s Guide for: SeaSonde Radial Site What is a SeaSonde? CODAR OCEAN SENSORS, LTD. 1000 Fremont Ave., Suite 145, Los Altos, CA 94024-6057 USA Tel. (408) 773-8240 FAX (408) 773-0514 www.codaros.com e-mail:
More informationDry Etching Technology for Semiconductors. Translation supervised by Kazuo Nojiri Translation by Yuki Ikezi
Dry Etching Technology for Semiconductors Translation supervised by Kazuo Nojiri Translation by Yuki Ikezi Kazuo Nojiri Dry Etching Technology for Semiconductors Kazuo Nojiri Lam Research Co., Ltd. Tokyo,
More informationThe EDR Aerial Photo Decade Package
Former Delco Chassis Plant -Site ID 1104 12950 Eckles Road Livonia, MI 48150 Inquiry Number: August 10, 2009 The EDR Aerial Photo Decade Package EDR Aerial Photo Decade Package Environmental Data Resources,
More informationDesign for Innovative Value Towards a Sustainable Society
Design for Innovative Value Towards a Sustainable Society Mitsutaka Matsumoto Yasushi Umeda Keijiro Masui Shinichi Fukushige Editors Design for Innovative Value Towards a Sustainable Society Proceedings
More informationIEEE GEOSCIENCE AND REMOTE SENSING LETTERS, VOL. 3, NO. 1, JANUARY Chein-I Chang, Senior Member, IEEE, and Antonio Plaza, Member, IEEE
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, VOL. 3, NO. 1, JANUARY 2006 63 A Fast Iterative Algorithm for Implementation of Pixel Purity Index Chein-I Chang, Senior Member, IEEE, Antonio Plaza, Member,
More informationThe Test and Launch Control Technology for Launch Vehicles
The Test and Launch Control Technology for Launch Vehicles Zhengyu Song The Test and Launch Control Technology for Launch Vehicles 123 Zhengyu Song China Academy of Launch Vehicle Technology Beijing China
More informationCanon EOS 7D. Learn to: IN FULL COLOR! Doug Sahlin. Making Everything Easier! Use the on-board controls, Live View, and playback mode
Making Everything Easier! Canon EOS 7D Learn to: Use the on-board controls, Live View, and playback mode Dial in exposure and fine-tune focus Get great shots in many situations IN FULL COLOR! Doug Sahlin
More informationDOI: / Sociology in France after 1945
DOI: 10.1057/9781137450548.0001 Sociology in France after 1945 Sociology Transformed Series Editors: John Holmwood, University of Nottingham, UK, and Stephen Turner, University of South Florida, US. The
More informationMachining Design Guidelines
Machining Design Guidelines Milling Rules Issue IV, Jan 2015 2 Copyright Notice Geometric Limited. All rights reserved. No part of this document (whether in hardcopy or electronic form) may be reproduced,
More informationSatellite Data Compression, Communications, and Processing VIII. Proceedings of SPIE X, v. 8514
PROCEEDINGS OF SPIE Satellite Data Compression, Communications, and Processing VIII Bormin Huang Antonio J. Plaza Carole Thiebaut Editors 12 13 August 2012 San Diego, California, United States Sponsored
More informationTroubleshooting Process Plant Control
Troubleshooting Process Plant Control Troubleshooting Process Plant Control Other Books by Norman P. Lieberman Troubleshooting Refinery Operations Penn Well Publications Troubleshooting Process Operations
More informationCOMPUTERS, BRAINS AND MINDS
COMPUTERS, BRAINS AND MINDS AUSTRALASIAN STUDIES IN HISTORY AND PHILOSOPHY OF SCIENCE General Editor: R. W. HOME, University of Melbourne Editorial Advisory Board W. R. ALBURY, University of New South
More informationSOLDERING. Understanding the Basics. Edited by Mel Schwartz. Materials Park, Ohio
SOLDERING Understanding the Basics Edited by Mel Schwartz ASM International Materials Park, Ohio 44073-0002 Copyright 2014 by ASM International All rights reserved No part of this book may be reproduced,
More informationPROFESSIONAL EMBEDDED ARM DEVELOPMENT
PROFESSIONAL EMBEDDED ARM DEVELOPMENT INTRODUCTION.................................................... xxi PART I ARM SYSTEMS AND DEVELOPMENT CHAPTER 1 The History of ARM.......................................
More informationREAL ESTATE INVESTING IN CANADA
THE LITTLE BOOK OF REAL ESTATE INVESTING IN CANADA Little Book Big Profits Series In the Little Book Big Profits series, the brightest icons in the financial world write on topics that range from tried-and-true
More information1 // TOPICS + CATEGORIES 6 2 // BLOG POSTS 15 3 // STATIC PAGES 28 4 // NAVIGATION MENUS 36 5 // BLOG PHOTOS 39 6 // BLOG GRAPHICS 42
hey epic content creator and friend, here s the deal: THE INTRO 3 THE BLOG CONTENT CHECKLIST 5 1 // TOPICS + CATEGORIES 6 2 // BLOG POSTS 15 3 // STATIC PAGES 28 4 // NAVIGATION MENUS 36 5 // BLOG PHOTOS
More informationTIDA Test Report 1/4/2016. TIDA Test Report 1/4/2016
1/4/2016 TIDA-00808 Test Report 1/4/2016 Table of Contents I. Overview... 3 II. Power Specification... 3 III. Reference Board... 4 IV. Max Output Current... 5 V. Efficiency... 5 VI. Thermal... 6 VII. Power
More informationTesting Safety-Related Software
Testing Safety-Related Software Springer London Berlin Heidelberg New York Barcelona Hong Kong Milan Paris Santa Clara Singapore Tokyo Stewart Gardiner (Ed.) Testing Safety-Related Software A Practical
More informationHYBRID NEURAL NETWORK AND EXPERT SYSTEMS
HYBRID NEURAL NETWORK AND EXPERT SYSTEMS HYBRID NEURAL NETWORK AND EXPERT SYSTEMS by Larry R. Medsker Department of Computer Science and Information Systems The American University... " Springer Science+Business
More informationMULTI-MODE/MULTI-BAND RF TRANSCEIVERS FOR WIRELESS COMMUNICATIONS
MULTI-MODE/MULTI-BAND RF TRANSCEIVERS FOR WIRELESS COMMUNICATIONS MULTI-MODE/MULTI-BAND RF TRANSCEIVERS FOR WIRELESS COMMUNICATIONS Advanced Techniques, Architectures, and Trends Edited by Gernot Hueber
More informationAdvances in Multirate Systems
Advances in Multirate Systems Editor Advances in Multirate Systems Editor Department of Electronics Institute National INAOE Tonantzintla, Puebla Mexico ISBN 978-3-319-59273-2 ISBN 978-3-319-59274-9 (ebook)
More informationMODERN LENS ANTENNAS FOR COMMUNICATIONS ENGINEERING
MODERN LENS ANTENNAS FOR COMMUNICATIONS ENGINEERING IEEE Press 445 Hoes Lane Piscataway, NJ 08854 IEEE Press Editorial Board 2013 John Anderson, Editor in Chief Linda Shafer Saeid Nahavandi George Zobrist
More informationPROCEEDINGS OF SYMPOSIA IN APPLIED MATHEMATICS
http://dx.doi.org/10.1090/psapm/026 PROCEEDINGS OF SYMPOSIA IN APPLIED MATHEMATICS VOLUME 1 VOLUME 2 VOLUME 3 VOLUME 4 VOLUME 5 VOLUME 6 VOLUME 7 VOLUME 8 VOLUME 9 VOLUME 10 VOLUME 11 VOLUME 12 VOLUME
More informationSynthetic Aperture Radar
Synthetic Aperture Radar J. Patrick Fitch Synthetic Aperture Radar C.S. Burrus, Consulting Editor With 93 Illustrations Springer-Verlag New York Berlin Heidelberg London Paris Tokyo J. Patrick Fitch Engineering
More informationRubber Processing and Production Organization
Rubber Processing and Production Organization Rubber Processing and Production Organization Philip K. Freakley Institute of Polymer Technology Loughborough University of Technology Loughborough, United
More informationComputational Principles of Mobile Robotics
Computational Principles of Mobile Robotics Mobile robotics is a multidisciplinary field involving both computer science and engineering. Addressing the design of automated systems, it lies at the intersection
More informationPREDICTIVE CONTROL OF POWER CONVERTERS AND ELECTRICAL DRIVES
PREDICTIVE CONTROL OF POWER CONVERTERS AND ELECTRICAL DRIVES PREDICTIVE CONTROL OF POWER CONVERTERS AND ELECTRICAL DRIVES Jose Rodriguez and Patricio Cortes Universidad Tecnica Federico Santa Maria, Valparaiso,
More informationBroadband Networks, Smart Grids and Climate Change
Broadband Networks, Smart Grids and Climate Change Eli M. Noam Lorenzo Maria Pupillo Johann J. Kranz Editors Broadband Networks, Smart Grids and Climate Change Editors Eli M. Noam Columbia Business School
More informationRisk-Based Ship Design
Risk-Based Ship Design Apostolos Papanikolaou (Ed.) Risk-Based Ship Design Methods, Tools and Applications Authored by Carlos Guedes Soares, Andrzej Jasionowski, Jørgen Jensen, Dag McGeorge, Apostolos
More informationRule-Based Expert Systems
Rule-Based Expert Systems The Addison-Wesley Series in Artificial Intelligence Buchanan and Shortliffe (eds.): Rule-Based Expert Systems: The MYCIN Experiments of the Stanford Heuristic Programming Project.
More informationAdvanced Information and Knowledge Processing
Advanced Information and Knowledge Processing Series Editors Professor Lakhmi Jain Lakhmi.jain@unisa.edu.au Professor Xindong Wu xwu@cems.uvm.edu For further volumes: http://www.springer.com/series/4738
More informationSergey Ablameyko and Tony Pridmore. Machine Interpretation of Line Drawing Images. Technical Drawings, Maps and Diagrams.
Sergey Ablameyko and Tony Pridmore Machine Interpretation of Line Drawing Images Technical Drawings, Maps and Diagrams i Springer Sergey Ablameyko, PhD, DSc, Prof, FlEE, FIAPR, SMIEEE Institute of Engineering
More informationTime Frequency Domain for Segmentation and Classification of Non-stationary Signals
Time Frequency Domain for Segmentation and Classification of Non-stationary Signals FOCUS SERIES Series Editor Francis Castanié Time Frequency Domain for Segmentation and Classification of Non-stationary
More information