Structural Health Monitoring 2021: Enabling Next Generation SHM for Cyber-Physical Systems

Preface

KEYNOTE

• Development of Structural Damage Inspection and Maintenance System Based on Mixed Reality
  JUNYEON CHUNG and HOON SOHN

AEROSPACE STRUCTURES

• Structural Damage Detection, Localization, and Quantification via UAV-Based 3D Imaging
  XIN PENG, GAOFENG SU, ZHIQIANG CHEN and RAJA SENGUPTA
• Techniques for Contact-Based Structural Health Monitoring with Multirotor Unmanned Aerial Vehicles
  ROBERT WATSON, TAIYI ZHAO, DAYI ZHANG, MINA KAMEL, CHARLES MACLEOD, GORDON DOBIE, GARY BOLTON, ANTOINE JOLY, S. GARETH PIERCE and JUAN NIETO
• On the Challenges of Upscaling Damage Monitoring Methodologies for Stiffened Composite Aircraft Panels
  AGNES BROER, NAN YUE, GEORGIOS GALANOPOULOS, RINZE BENEDICTUS, THEODOROS LOUTAS and DIMITRIOS ZAROUCHAS
• Retrofitting Potentials in Aircraft Structural Health Monitoring—A Value of Information Analysis
  KAI-DANIEL BÜCHTER and LILY KOOPS
• Cost and Benefit of SHM in Commercial Aviation
  DOMINIK STEINWEG and MIRKO HORNUNG
• Damage Localization and Magnitude Estimation on a Composite UAV Wing via Stochastic Functionally Pooled Models
  PEIYUAN ZHOU and FOTIS KOPSAFTOPOULOS
• Structural Health Monitoring in Open-Hole CFRP Laminates Under Fatigue Loading Based on Thermodynamic Entropy Analysis
  SEYED FOUAD KARIMIAN, MOHAMMAD MODARRES and HUGH A. BRUCK
• Vibration-Based Structural Health Monitoring of Delivery Drones: Analysis of Preliminary Experiments
  CHRISTINE-OMEIRA IBRAHIM, JONAS SIMON, LENNART FOX, JOCHEN MOLL and MARK-FELIX SCHÜTZ
• On a Population-Based Structural Health Monitoring Framework: An Aerospace Case Study
  PAUL GARDNER, LAWRENCE A. BULL, JULIAN GOSLIGA, JACK POOLE, NIKOLAOS DERVILIS and KEITH WORDEN

CIVIL STRUCTURES

• Monitoring of Rail-Tracks Based on Measured Acceleration Data
  MOHAMMAD SHAMIM MIAH and WERNER LIENHART
• A Business Intelligence Approach to Prioritize Bridge Maintenance Activities
  GIANNINA ORTIZ and CESAR GARITA
• Battery-Free Structural Health Monitoring System for Concrete Structures
  GAËL LOUBET, ALASSANE SIDIBE, ALEXANDRU TAKACS, JEAN-PAUL BALAYSSAC and DANIELA DRAGOMIRESCU
• Battery-Free Bluetooth Low Energy Sensing Nodes for Structural Health Monitoring of Concretes
  GAËL LOUBET, ALASSANE SIDIBE, ALEXANDRU TAKACS, and DANIELA DRAGOMIRESCU
• Research on Monitoring and Diagnosis Technology of Roller Coaster Track Stress Based on Fiber Bragg Grating
  GUAN-SI LIU, KE-QIN DING, LI CHEN, TAO MA and LI-JING ZHANG
• Safety Assessment Method for Vehicle Transportation of Hazardous Chemicals on Cross-Sea Bridges
  JIAN GUO, KAI-JIANG MA and CHENG LUO
• Monitoring Early Cement Hydration with Coda Wave Interferometry
  FABIAN DIEWALD, LINDA IRBE, THOMAS KRAENKEL, ALISA MACHNER and CHRISTOPH GEHLEN
• Shear Tests of Reinforced Concrete Beams with the Influence of Initial Shear Cracks
  KE YU, JINGYING YANG, JUN LI, JIANGPENG SHU, ALFRED STRAUSS and KAMYAB ZANDI
• A High-Volume Processing Framework for Human-Structure Interfaces in Smart Infrastructure
  NATASHA VIPOND, ABHINAV KUMAR, ZHIWU XIE and RODRIGO SARLO
• Deep Learning Framework for Post-Hazard Condition Monitoring of Nuclear Safety Systems
  HARLEEN KAUR SANDHU, SARAN SRIKANTH BODDA and ABHINAV GUPTA
• Intelligent Identification of Rivet Corrosion on Steel Truss Bridge by Single-Stage Detection Network
  YAWEI FENG, YAPENG GUO, YI ZHUO, HAO DI, JIANFENG WEI and SHUNLONG LI
• Optimized Placement for Embedded Radar and Communication Sensors in Wind Turbine Blades
  JONAS SIMON, JOCHEN MOLL, VIKTOR KROZER, THOMAS KURIN, ANDREAS NUBER, OLIVER BAGEMIEL, STEFAN KRAUSE and VADIM ISSAKOV
• Bayesian Model Updating for a Cable-Stayed Pedestrian Bridge Using DREAM and Kriging Model
  JICE ZENG, YOUNG HOON KIM and SHIQIANG QIN
• Damage Detection on Offshore Wind Turbine Jacket Foundations Based on an AutoEncoder
  FELIPE GONZÁLEZ, ÁNGEL ENCALADA-DÁVILA, CHRISTIAN TUTIVÉN, BRYAN PURUNCAJAS, YOLANDA VIDAL and CARLOS BENALCÁZAR-PARRA
• A Comparison Between Three Vision-Based Displacement Measurement Methods in Lab-Scale Structural Experiments
  MEHRDAD GHYABI and DAVID LATTANZI
• Damage Without Indication—Detection of Tendon Rupture Using Coda Wave Interferometry
  FELIX CLAUß, MARK ALEXANDER AHRENS and PETER MARK
• Characterization and Analysis of Constructional Errors of Long-Span Prestressed Steel Structures Based on In-Situ Measurements
  AILIN ZHANG, JIE WANG, XI ZHAO and YANXIA ZHANG
• Study on Dynamic Performance and Safety of Vehicle-Track-Bridge System of Continuous Steel Truss Bridges for Long Span High Speed Railway
  XIN WANG, YU-CHEN LI, YI ZHUO, HAO DI, JIAN-FENG WEI and SHUN-LONG LI
• Shear Strength Analysis of Reinforced Concrete Beams with the Influence of Initial Shear Cracks
  KE YU, JUN LI, JINGYING YANG, JIANGPENG SHU and KAMYAB ZANDI

MULTIFUNCTIONAL MATERIALS AND SMART STRUCTURES

• Multifunctional Composite Rebars for Distributed Structural Health Monitoring of Concrete Structures
  QIANYUN ZHANG, KAVEH BARRI, ZHONG LIN WANG and AMIR H. ALAVI
• System Identification for Modal and Flutter Analysis of an Inflatable Wing
  JITISH MIGLANI, WEI ZHAO, RAKESH K. KAPANIA, SHARDUL PANWAR, RIKIN GUPTA and AZWAN ARIS
• Flexible Stretchable Mechanoluminescent-Perovskite Sensor for Structural Health Monitoring
  MD ABU SHOHAG and MINH HOANG NHAT NGUYEN
• Variable Stiffness Honeycomb Metamaterials for Adaptive Ankle Brace Design
  YUJIN PARK, YINGJUN ZHAO DUBUC, AMY SLIDER, PINATA H. SESSOMS, JOHN J. FRASER and KENNETH J. LOH
• Self-Sensing and Self-Powering Multifunctional Structures
  KAVEH BARRI, QIANYUN ZHANG, ZHONG LIN WANG and AMIR H. ALAVI
• A Comparison of Sensing Technologies Detecting Damage and Changes in Smart Concrete
  HUA LIU, APARNA DESHMUKH, KONSTANTIN SOBOLEV, NATHAN SALOWITZ and JIAN ZHAO
• Optimization of a Structural Health Monitoring Systems Integration in Laminated Composite Cured in Autoclave
  NINA KERGOSIEN, LUDOVIC GAVÉRINA, GUILLEMETTE RIBAY, FLORENCE SAFFAR, PIERRE BEAUCHÊNE, OLIVIER MESNIL and OLIVIER BAREILLE

AI-BASED SHM FOR RELIABLE CYBER-PHYSICAL SYSTEMS AND INDUSTRY INTERNET-OF-THINGS

• A Multi-Headed CNN Framework for Lamb Wave-Based Damage Detection in a Thin Aluminum Plate
  AKSHAY RAI and MIRA MITRA
• Lightweight Deep Learning Model of Semantic Segmentation for Complex Concrete Cracks in Actual Bridge Inspection
  YANG XU, YUNLEI FAN, WEIDONG QIAO and HUI LI
• A Novel Fatigue Damage Sensor for Stress/Strain-Life Based Prediction of Remaining Fatigue Lifetime of Large and Complex Structures: Aircrafts
  HALIT KAPLAN and TARIK OZKUL
• A Cyber-Physical System Based Real-Time Fault Diagnosis of Induction Motors
  AMIYA RANJAN MOHANTY and RANJAN SASTI CHARAN PAL
• Bridge Slab Anomaly Detector Using U-Net Generator with Patch Discriminator for Robust Prognosis
  TAKATO YASUNO, JUNICHIRO FUJII, MICHIHIRO NAKAJIMA and KAZUHIRO NODA
• A Hierarchical Domain-Adversarial and Multi-Task Learning Algorithm for Bridge Damage Diagnosis Using a Drive-By Vehicle
  JINGXIAO LIU, SUSU XU, MARIO BERGÉS and HAE YOUNG NOH
• Natural Synchronization of Wireless Sensor Networks for Structural Health Monitoring
  HARUN ŠILJAK and BISWAJIT BASU

INTEGRATION OF PHYSICAL MODELING, STATISTICAL METHODS, AND MACHINE LEARNING FOR SHM

• Assessment Criteria for Optimal Sensor Placement for a Structural Health Monitoring System
  TINGNA WANG, DAVID J. WAGG, KEITH WORDEN and ROBERT J. BARTHORPE
• On Normalisation for Domain Adaptation in Population-Based Structural health Monitoring
  POOLE, P. GARDNER, N. DERVILIS, L. BULL and K. WORDEN
• On the Application of Variational Auto Encoders (VAE) for Damage Detection in Rolling Element Bearings
  A. LINDLEY, T. ROGERS, R. DWYER-JOYCE, N. DERVILIS and K. WORDEN
• Structural Model Updating Using Variational Inference
  FELIPE IGEA, MANOLIS N. CHATZIS and ALICE CICIRELLO
• Population Based Pumps Monitoring and Benchmarking Using IoT and Edge ML Learning Methods
  ANTONI LIS, MICAH SWEENEY, MAREK SAMOTYJ and ARTUR HANC ELMODIS
• Applications of Surrogate Finite Element Machine Learning Approach for Structural Monitoring
  SAM CHOPPALA, POOJHITA VURTURBADARINATH, MARIA CHIERICHETTI and FATEMEH DAVOUDI KHAKI
• Scalable Impact Detection and Localization Using Deep Learning and Information Fusion
  YUGUANG FU, ZIXIN WANG, AMIN MAGHAREH, SHIRLEY DYKE, MOHAMMAD JAHANSHAHI and ADNAN SHAHRIAR
• A State-Parameter Estimation in Two Engineering Domains: An Extended Kalman Filter Approach
  LÉA COT, SÉBASTIEN DEJEAN and CAROLE SAUDEJAUD
• On an Application of Generative Adversarial Networks on Remaining Lifetime Estimation
  TSIALIAMANIS, D. WAGG, N. DERVILIS and K. WORDEN
• Corrosion Prognostics for Offshore Wind-Turbine Structures Using Bayesian Filtering with Bi-Modal and Linear Degradation Models
  ROBERT BRIJDER, STIJN HELSEN and AGUSMIAN PARTOGI OMPUSUNGGU
• Comparison of Error Measures and Machine Learning Methods for Strain-Based Structural Health Monitoring
  SIMON PFINGSTL, OLAF TUSCH and MARKUS ZIMMERMANN
• Research on Model Updating Method of High-Speed Maglev Guideway Based on Wavelet Transform and Optimization Algorithm
  ZHIHONG FANG, JINGYU HUANG, XIAONONG WANG, LIANG ZHAO, SHUOWEI WANG, ZIYANG ZHANG and DEXIANG LI
• Application of a High-Speed Non-Contact Ultrasonic Technique Coupled with Statistical Data Redundancy for Rail Inspection
  DIPTOJIT DATTA, RANTING CUI, IZABELA BATISTA and FRANCESCO LANZA DI SCALEA
• Physics-Enhanced Damage Classification of Sparse Datasets Using Transfer Learning
  MARK TODISCO and ZHU MAO
• Structural Active Control Framework Using Reinforcement Learning
  SOHEILA SADEGHI ESHKEVARI, SOHEIL SADEGHI ESHKEVARI, DEBARSHI SEN and SHAMIM N. PAKZAD
• Hybrid Supervised Machine Learning Approach for Damage Identification in Bridges
  MIHAI ADRIAN BUD, MIHAI NEDELCU, IONUT MOLDOVAN and ELOI FIGUEIREDO
• Active Deep Learning-Based Corrosion Damage Detection in Aircraft Structures
  YALEW MEKONNEN FENTA and GOPALAKRISHNA M. KAMATH
• Rail Neutral Temperature Estimation Using Zero Group Velocity Modes and Machine Learning
  YUNING WU, CHI-LUEN HUANG, SANGMIN LEE, KEPING ZHANG, JOHN POPOVICS, MARCUS DERSCH and XUAN ZHU
• Simulation of Guided Waves for Structural Health Monitoring Using Physics-Informed Neural Networks
  MAHINDRA RAUTELA, MANISH RAUT and S. GOPALAKRISHNAN

ADVANCES IN MACHINE LEARNING, BIG DATA ANALYTICS, AND/OR COMPUTER VISION FOR SHM

• Full-Scale Deformation Field Measurements via Photogrammetric Remote Sensing
  WILLIAM GRAVES and DAVID LATTANZI
• Koopman Operator Based Fault Diagnostic Methods for Mechanical Systems
  ALEXANDRU NICHIFOR and YONGZHI QU
• Unsupervised Condition Monitoring of Structures Using VMD and Isolation Forest
  MOHSEN MOUSAVI and AMIR H. GANDOMI
• Convolutional Neural Networks for Ultrasonic Guided Wave-Based Structural Damage Detection and Localisation
  LUCA LOMAZZI, MARCO GIGLIO and FRANCESCO CADINI
• High-Speed Rail Inspection Exploiting an Anomaly Detection Data Processing Approach
  YUNING WU, XUAN ZHU and JAY BAILLARGEON
• Electro-Mechanical Impedance Experiment and Real-Time Data Acquisition for Suborbital Spaceflight
  FUNMILOLA NWOKOCHA, ANDREI ZAGRAI, DAVID HUNTER, DALE AMON and NICKOLAS DEMIDOVISH
• On the Application of Topological Data Analysis: A Z24 Bridge Case Study
  GOWDRIDGE, N. DERVILIS and K. WORDEN
• A New Approach for Analyzing Safety and Performance Factors in Civil Infrastructures Using Correlation Networks and Population Analysis
  PRASAD CHETTI, HESHAM ALI, DARIO GHERSI,ROBIN GANDHI, BRIAN RICKS and LOTFOLLAH NAJJAR
• A Physics-Guided Deep Learning Approach to Modeling Nonlinear Dynamics: A Case Study of a Bouc-Wen System
  WEI LIU, ZHILU LAI and ELENI CHATZI
• Image to Image Translation of Structural Damage Using Generative Adversarial Networks
  SUBIN VARGHESE, REBECCA WANG and VEDHUS HOSKERE
• Video Motion Compensation for Fatigue Crack Detection in Steel Structures
  RUSHIL MOJIDRA, JIAN LI, ALI MOHAMMADKHORASANI, FERNANDO MOREU, WILLIAM COLLINS and CAROLINE BENNETT
• Nonlinear Reduced Order Modelling of Soil Structure Interaction Effects via LSTM and Autoencoder Neural Networks
  THOMAS SIMPSON, NIKOLAOS DERVILIS, PHILIPPE COUTURIER, NICO MALJAARS and ELENI CHATZI
• Multi-View Deep Learning for Reliable Post-Disaster Damage Classification
  ASIM B. KHAJWAL, CHIH-SHEN CHENG and ARASH NOSHADRAVAN
• Does the Curse of Dimensionality Apply to Unsupervised SHM? Investigating the Trade-Off Between Loss of Information and Generalizability to Unseen Structural Conditions
  MOHAMMAD HESAM SOLEIMANI-BABAKAMALI, ISMINI LOURENTZOU and RODRIGO SARLO

GUIDED WAVES IN STRUCTURES FOR SHM

• The Propagation Characteristics of Leaky Lamb Wave and Application for Resin Impregnation Monitoring
  XIAO LIU, YISHOU WANG and XINLIN QING
• Debonding Analysis of Composite Material Using Ultrasonic Wave-Based NDT Methods
  KALEESWARAN BALASUBRAMANIAM, TOMASZ WANDOWSKI and PAWEL MALINOWSKI
• Spatial Filtering Technique-Based Enhancement of the Reconstruction Algorithm for the Probabilistic Inspection of Damage (RAPID)
  LUCA LOMAZZI, ALVARO GONZALEZ-JIMENEZ, FRANCESCO CADINI, ANDREA MANES and MARCO GIGLIO
• A Parametrized Reduced Order Model for Rapid Evaluation of Flaws in Guided Wave Testing
  PAUL SIEBER, KONSTANTINOS AGATHOS, ROHAN SOMAN, WIESLAW OSTACHOWICZ and ELENI CHATZI
• Comparison of Plate and Solid Spectral Element Modeling of Composite Delamination for Guided Wave Simulations
  SERGIO NICOLI, KONSTANTINOS AGATHOS, PAWEL KUDELA, WIESLAW OSTACHOWICZ and ELENI CHATZI
• On the Existence of Zero Group Velocity Modes in Rails
  YUNING WU, KEPING ZHANG, CHI-LUEN HUANG, SANGMIN LEE, JOHN POPOVICS and XUAN ZHU
• Using LiDAR to Identify Planar Measurement Regions in Ultrasonic Inspections of Complex Structures
  IAN T. CUMMINGS, ELENA C. REINISCH, ERICA M. JACOBSON, DAVID H. FRASER, ADAM J. WACHTOR and ERIC B. FLYNN
• Mesoscale Homogenization Numerical Study on the Significance of Concrete Mesoscale Structure on Wave Propagation of Rectangular RCFSTs with Debonding
  IANG WANG, BIN XU, HONGBING CHEN and HANBIN GE

DIGITAL TWIN, DATA FUSION AND MACHINE LEARNING METHODS FOR SHM/NDE SYSTEMS

• Instance-Segmentation-Based Dense On-Site Rock Fragment Recognition During Real-World Tunnel Excavation
  XU YANG, QIAO WEIDONG and LI HUI
• Machine Learning of Ultrasonic Data for Expansion Prediction of Concrete with Alkali-Silica Reaction
  HONGBIN SUN, JINYING ZHU and PRADEEP RAMUHALLI
• Incorporating Pre-Existing Cracks in Structural Assessment of RC Structures
  KE YU, JIANGPENG SHU and KAMYAB ZANDI
• Kalix Bridge Digital Twin—Structural Loads from Future Extreme Climate Events
  MAHYAR KAZEMIAN, SAJAD NIKDEL, MEHRNAZ MOHAMMAD ESMAEILI, VAHID NIK and KAMYAB ZANDI
• Numerical Studies on Bridge Inspection Using Data Obtained from Sensors on Vehicle
  KYOSUKE YAMAMOTO, SACHIYO FUJIWARA, KENTO TSUKADA, RYOTA SHIN and YUKIHIKO OKADA
• An Image-Based Concrete Crack Detection Method Using Convolutional Neural Networks
  XI LUO, JIA GUO and KAMYAB ZANDI
• A Physics Informed Neural Network Integrated Digital Twin for Monitoring of the Bridges
  SARVIN MORADI, SAEED (YASHAR) EFTEKHAR AZAM and MASSOOD MOFID
• Sensor Fault Diagnosis Coupling Deep Learning and Wavelet Transforms
  JOSÉ JOAQUÍN PERALTA ABADÍA, HENRIEKE FRITZ, KOSMAS DRAGOS and KAY SMARSLY
• NDE Data Correlation Using Encode-Decoder Networks with Scalogram Images
  MOZHGAN MOMTAZ DARGAHI and DAVID LATTANZI
• An Autonomous Bridge Load Rating Framework Using Digital Twin
  LI AI, MAHMOUD BAYAT, GURCAN COMERT and PAUL ZIEHL
• Active and Passive Monitoring of Rail Through the Application of Machine Learning Algorithm
  HARSH MAHAJAN and SAUVIK BANERJEE
• Probabilistic Prediction of Anaerobic Reactor Performance Using Bayesian Long Short-Term Memory Artificial Recurrent Neural Network Model
  BENJAMIN STEVEN VIEN, LESLIE WONG, THOMAS KUEN, L. R. FRANCIS ROSE and WING KONG CHIU

INSPECTING AND PRESERVING INFRASTRUCTURE THROUGH ROBOTIC EXPLORATION

• UAS Inspection Image Enhancement Coupled with Denoise Algorithm Based on Deep Neural Network
  JUNWON SEO, EUISEOK JEONG and JAMES P. WACKER
• Use of Deep Encoder-Decoder Network for Sub-Surface Inspection and Evaluation of Bridge Decks
  HABIB AHMED, HUNG MANH LA and ALIREZA TAVAKOLLI
• Steel Defect Detection in Bridges Using Deep Encoder-Decoder Networks
  HABIB AHMED and HUNG MANH LA
• Combined Lidar and Sonar Mapping for Partially Submerged Infrastructure
  ALEXANDER THOMS, GABRIEL EARLE, NICHOLAS CHARRON, SVEN MALAMA and SRIRAM NARASIMHAN
• Design of a Robotic Taping Mechanism for UAV-Based Wind Turbine Blade Maintenance
  JOSHUA GENOVA, LAKSHAY GUPTA and VEDHUS HOSKERE
• The Ceiling Effect and Flight Insight of Unmanned Aerial Vehicles During Proximity Inspection of Bridges via Computational Fluid Dynamics Modeling and Simulations
  PU JIAO, BO SHANG, LIUJUN LI and GENDA CHEN
• Robotic Inspection and Characterization of Subsurface Defects on Concrete Structures Using Impact Sounding
  EJUP HOXHA, JINGLUN FENG, DIAR SANAKOV, ARDIAN GJINOFCI and JIZHONG XIAO

ADVANCES IN STRUCTURAL HEALTH MONITORING

• A Note on Axioms of Structural Health Monitoring
  AKASH DIXIT
• New Excitation (Multiple Width Pulse Excitation (MWPE)) Method for SHM Systems—Part 1: Visualization of Time-Frequency Domain Characteristics
  IBRAHIM TANSEL and ALIREZA MODIR
• On Implementing an Irreducible Element Model Schema for Population-Based Structural Health Monitoring
  DANIEL S. BRENNAN, JULIAN GOSLIGA, ELIZABETH J. CROSS and KEITH WORDEN
• Minimizing Noise Effects in Structural Health Monitoring Using Hilbert Transform of the Condensed FRF
  SAHAR HASSANI, MOHSEN MOUSAVI and AMIR H. GANDOMI
• Investigating the Effects of Ambient Temperature on Feature Consistency in Vibration-Based SHM
  TINA A. DARDENO, MARCUS HAYWOOD-ALEXANDER, ROBIN S. MILLS, LAWRENCE A. BULL, NIKOLAOS DERVILIS and KEITH WORDEN
• New Excitation (Multiple Width Pulse Excitation (MWPE)) Method for SHM Systems—Part 2: Classification of Time-Frequency Domain Characteristics with 2DSSD and CNN
  ALIREZA MODIR and IBRAHIM TANSEL
• Investigating Experimental Repeatability and Feature Consistency in Vibration-Based SHM
  TINA A. DARDENO, LAWRENCE A. BULL, NIKOLAOS DERVILIS and KEITH WORDEN
• Research on Structural Health Diagnosis Technology of Coke Drum Based on Monitoring Data
  FANGXIONG TANG, DONGMING YANG, KEQIN DING and LI CHEN
• Experimental Investigation on a Novel Osseointegrated Implant Stability Assessment Using on Vibration Analysis
  SHOUXUN LU, BENJAMIN STEVEN VIEN, MATTHIAS RUSS, MARK FITZGERALD and WING KONG CHIU
• Detecting Bending and Impact Events in a Fiber Optic Cable Using Distributed Acoustic Sensing to Assess Potential Offshore Power Cable Damages
  JASPER RYVERS, MANLY CALLEWAERT, MIA LOCCUFIER and WIM DE WAELE
• On Robustness of Optimal Sensor Placement to Environmental Variation for SHM
  TINGNA WANG, DAVID J. WAGG, ROBERT J. BARTHORPE and KEITH WORDEN
• Monitoring of Thermal Ageing Cycles of a Silicone Adhesive in a Simulated Space Environment Using Embedded TFBG Sensors
  LUIGI FAZZI, NUNO DIAS, MALGORZATA HOLYNSKA, ADRIAN TIGHE, RICCARDO RAMPINI and ROGER M. GROVES
• Physics-Informed Neural Network Approach for Identification of Dynamic Systems
  SARVIN MORADI, SAEED (YASHAR) EFTEKHAR AZAM and MASSOOD MOFID
• Study of the Effects of Thermal Stress on Piezoelectric Sensors for the Structural Health Monitoring
  LUDOVIC GAVÉRINA, JEAN-MICHEL ROCHE,PIERRE BEAUCHÊNE and FRANÇOISE PASSILLY
• A New Method in Conceptual Design of the SHM Airframe Using Rough Sets
  KAMILA KUSTRON
• Assessing the Information Content of Datasets for Structural Health Monitoring
  CHANDULA T. WICKRAMARACHCHI, XIAOFEI JIANG, ELIZABETH J. CROSS and KEITH WORDEN
• Quantifying the Value of Vibration-Based Structural Health Monitoring Considering Environmental Variability
  ANTONIOS KAMARIOTIS, ELENI CHATZI and DANIEL STRAUB
• Accuracy Improvement of a Degradation Model for Failure Prognosis of Miter Gates
  CHEN JIANG, MANUEL A. VEGA, MICHAEL D. TODD and ZHEN HU
• Warped Gaussian Processes for Prognostic Health Monitoring
  SIMON PFINGSTL, CHRISTIAN BRAUN and MARKUS ZIMMERMANN

ACOUSTIC EMISSION AND ULTRASONIC TECHNIQUES FOR STRUCTURAL HEALTH MONITORING

• Nonlinear Bulk Wave Propagation in a Material with Randomly Distributed Symmetric and Asymmetric Hysteretic Nonlinearity
  PRAVINKUMAR GHODAKE
• Microcracks Detection of Thermal Damaged Concrete with Nonlinear Ultrasonic Modulation Based on Broad Band Frequency Coupling
  YING XU, HEYONG ZHANG and HUAN LIU
• Robust Detection of Damage in Composite Plates Using the Nonlinear SPC-I Ultrasonic Technique
  HAMAD ALNUAIMI, UMAR AMJAD, SEHYUK PARK, PIETRO RUSSO, VALENTINA LOPRESTO and TRIBIKRAM KUNDU
• Harmonic Scattering of SH Waves from a Localized Damage: Finite Element Studies
  PRAVINKUMAR GHODAKE
• Impact Detection and Location in Operational Environment: An Acoustic Emission Approach
  ANDREA CALVO-ECHENIQUE, JOSÉ MANUEL ROYO, SUSANA CALVO, FEDERICO MARTÍN DE LA ESCALERA and JOSÉ LUIS NÚÑEZ
• Acoustic Emission Signal Processing Study of Nanoindentation on Thin Film Stack Structures Using Gaussian Mixture Model
  CHEN LIU, OLIVER NAGLER, FLORIAN TREMMEL, MARIANNE UNTERREITMEIER, JESSICA J. FRICK and DEBBIE G. SENESKY
• Detection and Evaluation of Impact Damage on Aircraft Control Surface Using Acoustic Emission and Convolution Neural Network
  LI AI, ELHUSSIEN ELBATANOUNY, K. C. LAXMAN, MAHMOUD BAYAT, VAFA SOLTANGHARAEI, MICHEL VAN TORREN and PAUL ZIEHL

Author Index