Structural Health Monitoring: A Machine Learning Perspective

This book focuses on structural health monitoring in the context of machine learning. The authors review the technical literature and include case studies. Chapters include: operational evaluation, sensing and data acquisition, introduction to probability and statistics, machine learning and statistical pattern recognition, and data prognosis.

[1]  Billie F. Spencer,et al.  Smart sensing technology: opportunities and challenges , 2004 .

[2]  Colin J. Dodds,et al.  WEST SOLE WE PLATFORM: DETECTION OF DAMAGE BY STRUCTURAL RESPONSE MEASUREMENTS , 1980 .

[3]  Peter Wegner,et al.  Responsive satellites and the need for structural health monitoring , 2007, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[4]  Darryll J. Pines,et al.  A review of vibration-based techniques for helicopter transmission diagnostics , 2005 .

[5]  Carlos E. S. Cesnik,et al.  Review of guided-wave structural health monitoring , 2007 .

[6]  Robert B. Randall,et al.  State of the art in monitoring rotating machinery. Part 2 , 2004 .

[7]  John S. Mitchell.  From vibration measurements to condition based maintenance : Seventy years of continuous progress , 2007 .

[8]  Ranjan Ganguli,et al.  Helicopter rotor health monitoring- a review , 2007 .

[9]  J. Moubray.  Reliability-Centered Maintenance , 1991 .

[10]  Hoon Sohn,et al.  An experimental study of temperature effect on modal parameters of the Alamosa Canyon Bridge , 1999 .

[11]  Kenny C. Gross,et al.  Reactor coolant pump monitoring and diagnostic system , 1990 .

[12]  Ahmet E. Aktan,et al.  FLEXIBILITY BY MULTIREFERENCE IMPACT TESTING FOR BRIDGE DIAGNOSTICS , 1992 .

[13]  A M Shirole,et al.  PLANNING FOR A COMPREHENSIVE BRIDGE SAFETY ASSURANCE PROGRAM , 1991 .

[14]  Hsu-Pin Ben Wang,et al.  Classification of autoregressive spectral estimated signal patterns using an adaptive resonance theory neural network , 1993 .

[15]  Jan Ming Ko,et al.  Dynamic monitoring of structural health in cable-supported bridges , 1999, Smart Structures.

[16]  Link C. Jaw.  Recent Advancements in Aircraft Engine Health Management (EHM) Technologies and Recommendations for the Next Step , 2005 .

[17]  Robert B. Randall,et al.  Vibration-based Condition Monitoring: Industrial, Aerospace and Automotive Applications , 2011 .

[18]  Yao Chen,et al.  DAMAGE DETECTION IN A TRIPOD TOWER PLATFORM (TTP) USING MODAL ANALYSIS , 1992 .

[19]  Hoon Sohn,et al.  Overview of Piezoelectric Impedance-Based Health Monitoring and Path Forward , 2003 .

[20]  J. D. Roe,et al.  The Health and Usage Monitoring of Helicopter Systems - The Next Generation , 1985 .

[21]  Paul E. Mcgowan,et al.  Space Station - A focus for the development of structural dynamics scale model technology for large flexible space structures , 1988 .

[22]  Paulo Sergio Varoto,et al.  Vibration Testing: Theory and Practice , 1995 .

[23]  C. Farrar,et al.  SYSTEM IDENTIFICATION FROM AMBIENT VIBRATION MEASUREMENTS ON A BRIDGE , 1997 .

[24]  C. Farrar,et al.  Effects of measurement statistics on the detection of damage in the Alamosa Canyon Bridge , 1996 .

[25]  Hoon Sohn,et al.  Environmental variability of modal properties , 1999 .

[26]  Guido De Roeck,et al.  Excitation sources and dynamic system identification in civil engineering , 2000 .

[27]  Guido De Roeck,et al.  Dynamic monitoring of the Z24-bridge: separating temperature effects from damage , 2000 .

[28]  Erwin W. Baumann,et al.  DC-XA structural health-monitoring system , 1997, Smart Structures.

[29]  A. M. Gorlov.  Disaster of the I-95 Mianus River Bridge. Where Could Lateral Vibration Come From? , 1984 .

[30]  Daniel C. Kammer,et al.  Structural Identification of Mir Using Inverse System Dynamics and Mir/Shuttle Docking Data , 2001 .

[31]  Raj Nataraja.  Structural Integrity Monitoring in Real Seas , 1983 .

[32]  V. Askegaard,et al.  Long term observation of RC-bridge using changes in natural frequency , 1988 .

[33]  H. Saunders,et al.  Mechanical Signature Analysis—Theory and Applications , 1988 .

[34]  Christian Boller,et al.  Fatigue in aerostructures—where structural health monitoring can contribute to a complex subject , 2007, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[35]  David L. Hunt,et al.  Development and implementation of a shuttle modal inspection system , 1990 .

[36]  Poul Henning Kirkegaard,et al.  Damage Detection in an Offshore Structure , 1995 .

[37]  Jeffrey N. Schoess,et al.  Aircraft structural health monitoring system development: overview of the Air Force/Navy smart metallic structures program , 1995, Smart Structures.

[38]  Kourosh Danai,et al.  A Method of Fault Signature Extraction for Improved Diagnosis , 1991, 1991 American Control Conference.

[39]  James D. Cronkhite.  Practical Application of Health and Usage Monitoring (HUMS) to Helicopter Rotor, Engine, and Drive Systems , 1993 .

[40]  R. N. Coppolino,et al.  Detectability Of Structural Failures In Offshore Platforms By Ambient Vibration Monitoring , 1980 .

[41]  Nobuo Takeda,et al.  Damage detection of satellite structures by optical fiber with small diameter , 2000, Smart Structures.

[42]  Edward F. Crawley,et al.  Intelligent structures for aerospace - A technology overview and assessment , 1994 .

[43]  Charles T. Hatch,et al.  Fundamentals of Rotating Machinery Diagnostics , 2003 .

[44]  James H. Gates.  CALIFORNIA'S SEISMIC DESIGN CRITERIA FOR BRIDGES , 1976 .

[45]  Sikorsky Aircraft Corp.,et al.  Sikorsky Health and Usage Monitoring System (HUMS) Program , 1996 .

[46]  Inderjit Chopra,et al.  Helicopter Rotor System Fault Detection Using Physics-Based Model and Neural Networks , 1998 .

[47]  Jerome Peter Lynch,et al.  An overview of wireless structural health monitoring for civil structures , 2007, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[48]  Charles R. Farrar,et al.  Dynamic characterization and damage detection in the I-40 bridge over the Rio Grande , 1994 .

[49]  F. Hemez,et al.  Improved Damage Location Accuracy Using Strain Energy-Based Mode Selection Criteria , 1997 .

[50]  Christian Boller,et al.  Health Monitoring of Aerospace Structures , 2003 .

[51]  Stan R. Caldwell,et al.  Measured and Predicted Vibrational Behavior of Gulf of Mexico Platforms , 1980 .

[52]  Irem Y. Tumer,et al.  A SURVEY OF AIRCRAFT ENGINE HEALTH MONITORING SYSTEMS , 1999 .

[53]  Arun Kumar Pandey,et al.  Damage detection from changes in curvature mode shapes , 1991 .

[54]  John S. Mitchell,et al.  An introduction to machinery analysis and monitoring , 1981 .

[55]  Charles R. Farrar,et al.  Excitation Methods for Bridge Structures , 1999 .

[56]  Peter Cawley,et al.  Sensitivity of the coin-tap method of nondestructive testing , 1989 .

[57]  Charles R. Farrar,et al.  Variability of modal parameters measured on the alamosa canyon bridge , 1996 .

[58]  Giorgio Dalpiaz,et al.  CONDITION MONITORING AND DIAGNOSTICS IN AUTOMATIC MACHINES: COMPARISON OF VIBRATION ANALYSIS TECHNIQUES , 1997 .

[59]  Smiths Industries Aerospace,et al.  An Integrated Health and Usage Monitoring System for the SH-60B Helicopter , 1996 .