A SSTDR Methodology, Implementations, and Challenges

Sequence time-domain reflectometry (STDR) and spread spectrum time-domain reflectometry (SSTDR) detect, locate, and diagnose faults in live (energized) electrical systems. In this paper, we survey the present SSTDR literature for discussions on theory, algorithms used in its analysis, and its more prominent implementations and applications. Our review includes both scientific litera-ture and selected patents. We also discuss future applications of SSTDR.

[1]  Antoine Dupret,et al.  OMTDR-based embedded cable diagnosis for mutliple fire zones detection and location in aircraft engines , 2017, 2017 IEEE SENSORS.

[2]  Bin Zhang,et al.  Non-Intrusive Cable Fault Diagnosis Based on Inductive Directional Coupling , 2018, Sensors.

[3]  Jong-Gwan Yook,et al.  Detection and Location of Multiple Wiring Faults via Time–Frequency-Domain Reflectometry , 2009, IEEE Transactions on Electromagnetic Compatibility.

[4]  C. Furse,et al.  Analysis of spread spectrum time domain reflectometry for wire fault location , 2005, IEEE Sensors Journal.

[5]  Antoine Dupret,et al.  OMTDR based integrated cable health monitoring system SmartCo: An embedded reflectometry system to ensure harness auto-test , 2015, 2015 IEEE 10th Conference on Industrial Electronics and Applications (ICIEA).

[6]  Lionel Pichon,et al.  A Matched-Pulse Approach for Soft-Fault Detection in Complex Wire Networks , 2012, IEEE Transactions on Instrumentation and Measurement.

[7]  Faisal Khan,et al.  Live condition monitoring of switching devices using SSTDR embedded PWM sequence: A platform for intelligent gate-driver architecture , 2017, 2017 IEEE Energy Conversion Congress and Exposition (ECCE).

[8]  C. Furse,et al.  Spread Spectrum Techniques for Measurement of Dielectric Aging on Low Voltage Cables for Nuclear Power Plants , 2021, IEEE Transactions on Dielectrics and Electrical Insulation.

[9]  L. Pichon,et al.  Detection and location of defects in wiring networks using Time Domain reflectometry and neural networks , 2010, Digests of the 2010 14th Biennial IEEE Conference on Electromagnetic Field Computation.

[10]  D. Or,et al.  Time domain reflectometry measurement principles and applications , 2002 .

[11]  P. Smith,et al.  Feasibility of Reflectometry for Nondestructive Evaluation of Prestressed Concrete Anchors , 2009, IEEE Sensors Journal.

[12]  Jingjiang Wang,et al.  Application of joint time-frequency domain reflectometry for electric power cable diagnostics , 2010 .

[13]  Cynthia Furse,et al.  Reflectometry for Structural Health Monitoring , 2011 .

[14]  Joel B. Harley,et al.  Detection and Localization of Disconnections in PV Strings Using Spread-Spectrum Time-Domain Reflectometry , 2020, IEEE Journal of Photovoltaics.

[15]  Yang Liu,et al.  Verification Research on On-line Monitoring Method of Aircraft ARINC825 Bus Cable Fault Based on SSTDR , 2020 .

[16]  H. R. E. H. Bouchekara,et al.  Diagnosis of wiring networks using Particle Swarm Optimization and Genetic Algorithms , 2014, Comput. Electr. Eng..

[17]  Zhihua Li,et al.  Simulation of Fault Detection in Photovoltaic System Based On SSTDR , 2020, 2020 5th International Conference on Power and Renewable Energy (ICPRE).

[18]  N. Gisin,et al.  On the characterization of optical fiber network components with optical frequency domain reflectometry , 1997 .

[19]  M. U. Saleh,et al.  FAST TRANSIENT SIMULATIONS FOR MULTI-SEGMENT TRANSMISSION LINES WITH A GRAPHICAL MODEL , 2019, Progress In Electromagnetics Research.

[20]  Kamil Zigangirov,et al.  Theory Of Code Division Multiple Access Communication , 2004 .

[21]  Fabrice Auzanneau Binary time domain reflectometry: a simpler and more efficient way of diagnosing defects in wired networks , 2018, 2018 IEEE AUTOTESTCON.

[22]  Cynthia Furse,et al.  Signal Propagation Through Piecewise Transmission Lines for Interpretation of Reflectometry in Photovoltaic Systems , 2019, IEEE Journal of Photovoltaics.

[23]  Joel B. Harley,et al.  An Overview of Spread Spectrum Time Domain Reflectometry Responses to Photovoltaic Faults , 2020, IEEE Journal of Photovoltaics.

[24]  Joel B. Harley,et al.  A Model for SSTDR Signal Propagation Through Photovoltaic Strings , 2020, IEEE Journal of Photovoltaics.

[25]  H. R. E. H. Bouchekara,et al.  Diagnosis of Multiple Wiring Faults Using Time-Domain Reflectometry and Teaching–Learning-Based Optimization , 2015 .

[26]  Faisal Khan,et al.  Aging Detection of Multiple Power Switches in a Live 3-Phase Inverter using Reflectometry , 2020, 2020 IEEE Kansas Power and Energy Conference (KPEC).

[27]  Ching-Wen Hsue,et al.  Reconstruction of nonuniform transmission lines from time-domain reflectometry , 1997 .

[28]  Faisal Khan,et al.  Detection of Degraded/Aged Cell in a Li-ion Battery Pack using Spread Spectrum Time Domain Reflectometry (SSTDR) , 2020, 2020 IEEE Applied Power Electronics Conference and Exposition (APEC).

[29]  Faisal Khan,et al.  Bond Wire Damage Detection and State of Health Estimation of a 1200V, 900A Dual Pack IGBT Power Module using the RL-Equivalent Circuit , 2019, 2019 IEEE Applied Power Electronics Conference and Exposition (APEC).

[30]  Lionel Pichon,et al.  Detection of Defects in Wiring Networks Using Time Domain Reflectometry , 2010, IEEE Transactions on Magnetics.

[31]  Christina L. Porter,et al.  Nondestructive, high-resolution, chemically specific 3D nanostructure characterization using phase-sensitive EUV imaging reflectometry , 2021, Science Advances.

[32]  Yong-June Shin,et al.  Fault Diagnosis for Electrical Systems and Power Networks: A Review , 2021, IEEE Sensors Journal.

[33]  Jin Bae Park,et al.  Application of time-frequency domain reflectometry for detection and localization of a fault on a coaxial cable , 2005, IEEE Transactions on Instrumentation and Measurement.

[34]  Evan J. Benoit,et al.  Applicability of SSTDR Analysis of Complex Loads , 2019, 2019 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting.

[35]  Cynthia Furse,et al.  A critical comparison of reflectometry methods for location of wiring faults , 2006 .

[36]  Lionel Pichon,et al.  Reconstruction of faulty wiring networks using reflectometry response and genetic algorithms , 2011 .

[37]  Cynthia Furse,et al.  Fault Detection In PV Strings Using SSTDR , 2018, 2018 USNC-URSI Radio Science Meeting (Joint with AP-S Symposium).

[38]  Olfa Kanoun,et al.  A New Algorithm for Wire Fault Location Using Time-Domain Reflectometry , 2014, IEEE Sensors Journal.

[40]  Jiongqi Wang,et al.  An incipient fault detection approach via detrending and denoising , 2018 .

[41]  Spread Spectrum Time Domain Reflectometry and Steepest Descent Inversion to Measure Complex Impedance , 2021 .

[42]  C. Dirksen,et al.  IMPROVED CALIBRATION OF TIME DOMAIN REFLECTOMETRY SOIL WATER CONTENT MEASUREMENTS , 1993 .

[43]  A. Hanif,et al.  Degradation Detection of Thermally Aged SiC and Si Power MOSFETs using Spread Spectrum Time Domain Reflectometry (SSTDR) , 2018, 2018 IEEE 6th Workshop on Wide Bandgap Power Devices and Applications (WiPDA).

[44]  Donghua Zhou,et al.  Incipient fault detection with smoothing techniques in statistical process monitoring , 2017 .

[45]  Faisal Khan,et al.  Detection of aging related IGBT bond-wire lift-off using spread spectrum time domain reflectometry (SSTDR) , 2017, 2017 IEEE Applied Power Electronics Conference and Exposition (APEC).

[46]  A. Hanif,et al.  Reflectometry Based SOH Estimation Scheme for a SiC Buck Converter Having Branched Network , 2018, 2018 Second International Symposium on 3D Power Electronics Integration and Manufacturing (3D-PEIM).

[47]  A. S Nandini Design and Implementation of Analog Multiplier with Improved Linearity , 2012, VLSIC 2012.

[48]  Joel B. Harley,et al.  Spread Spectrum Time Domain Reflectometry With Lumped Elements on Asymmetric Transmission Lines , 2020, IEEE Sensors Journal.

[49]  Lionel Pichon,et al.  Locating Faults With High Resolution Using Single-Frequency TR-MUSIC Processing , 2016, IEEE Transactions on Instrumentation and Measurement.

[50]  Faisal Khan,et al.  Degradation Detection of Power Switches in a Live Three Phase Inverter using SSTDR Signal Embedded PWM Sequence , 2020, 2020 IEEE International Reliability Physics Symposium (IRPS).

[51]  Jay Johnson,et al.  An Irradiance-Independent, Robust Ground-Fault Detection Scheme for PV Arrays Based on Spread Spectrum Time-Domain Reflectometry (SSTDR) , 2018, IEEE Transactions on Power Electronics.

[52]  S. Dautrebande,et al.  A method of measuring soil moisture by time-domain reflectometry , 1986 .

[53]  Fabrice Auzanneau Natural Amplification of Soft Defects Signatures in Cables Using Binary Time Domain Reflectometry , 2021, IEEE Sensors Journal.

[54]  Cheng-cheng WANG,et al.  Aircraft Cable Fault Detection and Location Based on SSTDR , 2019 .

[55]  Joel B. Harley,et al.  Finding Faults in PV Systems: Supervised and Unsupervised Dictionary Learning With SSTDR , 2020, IEEE Sensors Journal.

[56]  Jay Johnson,et al.  A Comprehensive Review of Catastrophic Faults in PV Arrays: Types, Detection, and Mitigation Techniques , 2015, IEEE Journal of Photovoltaics.

[57]  Evan J. Benoit,et al.  Detection and Localization of Damaged Photovoltaic Cells and Modules Using Spread Spectrum Time Domain Reflectometry , 2021, IEEE Journal of Photovoltaics.

[58]  P. Savi,et al.  The Role of Probe Attenuation in the Time-Domain Reflectometry Characterization of Dielectrics , 2010 .

[59]  Cynthia Furse,et al.  Frequency-domain reflectometry for on-board testing of aging aircraft wiring , 2003 .

[60]  Michel Sorine,et al.  Inverse Scattering for Soft Fault Diagnosis in Electric Transmission Lines , 2011, IEEE Transactions on Antennas and Propagation.

[61]  Jaume Rius i Riu,et al.  Sequence and spread spectrum time domain reflectometry for transmission line analysis , 2007, SPIE Optics East.

[62]  Faisal Khan,et al.  Detection of gate oxide and channel degradation in SiC power MOSFETs using reflectometry , 2017, 2017 IEEE 5th Workshop on Wide Bandgap Power Devices and Applications (WiPDA).

[63]  Li Lel Research on Cable Fault Detection Algorithm Based on SSTDR , 2015 .

[64]  Bin Zhang,et al.  Synchronous Online Diagnosis of Multiple Cable Intermittent Faults Based on Chaotic Spread Spectrum Sequence , 2019, IEEE Transactions on Industrial Electronics.

[65]  G. C. Topp,et al.  Determination of electrical conductivity using time domain reflectometry: Soil and water experiments in coaxial lines , 1988 .

[66]  Dr. Cynthia Furse The Potential of Prognostics for Preventative Maintenance of Electrical Wiring , 2007 .

[67]  Jay Johnson,et al.  PV ground-fault detection using spread spectrum time domain reflectometry (SSTDR) , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[68]  Moussa Kafal Baselining: A Critical Approach Used for Soft Fault Detection in Wire Networks , 2018 .

[69]  O. Picon,et al.  Soft fault detection in cables using the cluster time-frequency domain reflectometry , 2013, IEEE Electromagnetic Compatibility Magazine.

[70]  Luca Incarbone,et al.  Chaos Time Domain Reflectometry for Online Defect Detection in Noisy Wired Networks , 2016, IEEE Sensors Journal.

[71]  Eric J. Lundquist,et al.  Statistical variation of wire parameters within complex aerospace networks , 2016 .

[72]  Faisal Khan,et al.  Active power cycling and condition monitoring of IGBT power modules using reflectometry , 2018, 2018 IEEE Applied Power Electronics Conference and Exposition (APEC).

[73]  Paul S. Smith,et al.  Spread spectrum time domain reflectometry , 2003 .

[74]  M. Sultana Nasrin,et al.  Quantifying Device Degradation in Live Power Converters Using SSTDR Assisted Impedance Matrix , 2014, IEEE Transactions on Power Electronics.

[75]  Mohammed Khorshed Alam Prognostics and diagnosis of catastrophic faults in photovoltaic array and reliability centered maintenance (RCM) for power converters using spread spectrum time domain reflectometry (SSTDR) , 2015 .

[76]  Arnaud Peltier,et al.  Wire arc defect localization and mathematical characterization by MCTDR reflectometry , 2017, 2017 IEEE AUTOTESTCON.

[77]  Chen Wei,et al.  Theoretical and experimental study of Spread Spectral Domain Reflectometry , 2012, 2012 Electrical Systems for Aircraft, Railway and Ship Propulsion.

[78]  Mathias Fink,et al.  Eigenmodes of the time reversal operator: a solution to selective focusing in multiple-target media , 1994 .

[79]  Ayeley P. Tchangani,et al.  OMTDR using BER estimation for ambiguities cancellation in ramified networks diagnosis , 2013, 2013 IEEE Eighth International Conference on Intelligent Sensors, Sensor Networks and Information Processing.

[80]  Layane Abboud Time Reversal techniques applied to wire fault detection and location in wire networks , 2012 .

[81]  Bruce Thompson,et al.  Aircraft Wire Fault Detection and Isolation using Spread Spectrum Time Domain Reflectometry , 2014 .

[82]  R.R. Harrison,et al.  Low-Power STDR CMOS Sensor for Locating Faults in Aging Aircraft Wiring , 2007, IEEE Sensors Journal.

[83]  Cynthia Furse,et al.  Spread Spectrum Time Domain Reflectometry for Complex Impedances: Application to PV Arrays , 2018, 2018 IEEE AUTOTESTCON.

[84]  C. Furse,et al.  Feasibility of spread spectrum sensors for location of arcs on live wires , 2005, IEEE Sensors Journal.

[85]  Stefan Tenbohlen,et al.  Characteristics of Series and Parallel Low Current Arc Faults in the Time and Frequency Domain , 2010, 2010 Proceedings of the 56th IEEE Holm Conference on Electrical Contacts.

[86]  C. Furse,et al.  The invisible fray: a critical analysis of the use of reflectometry for fray location , 2006, IEEE Sensors Journal.

[87]  F. H. Khan,et al.  Real time monitoring of aging process in power converters using the SSTDR generated impedance matrix , 2013, 2013 Twenty-Eighth Annual IEEE Applied Power Electronics Conference and Exposition (APEC).

[88]  C. Furse,et al.  Noise-domain reflectometry for locating wiring faults , 2005, IEEE Transactions on Electromagnetic Compatibility.

[89]  Sanguk Noh,et al.  Improvement of detection performance in STDR/SSTDR using sign detector , 2015 .

[90]  S. Sandya,et al.  CMOS architecture for SSTDR implementation , 2014, International Conference on Circuits, Communication, Control and Computing.

[91]  Yonggang Guan,et al.  Analysis of Time-Domain Reflectometry Combined With Wavelet Transform for Fault Detection in Aircraft Shielded Cables , 2016, IEEE Sensors Journal.

[92]  Gary M. Sandquist,et al.  Spread Spectrum Time Domain Reflectrometry Applied to Electrical Systems in Nuclear Power Plants , 2010 .

[93]  Joel B. Harley,et al.  Spread Spectrum Time Domain Reflectometry (SSTDR) and Dictionary Matching to Measure Capacitance for PV cells , 2019, 2019 IEEE AUTOTESTCON.

[94]  H. Bouchekara,et al.  Wire Fault Diagnosis Based on Time-Domain Reflectometry and Backtracking Search Optimization Algorithm , 2016 .

[95]  Bin Wu,et al.  Aircraft electric system intermittent arc fault detection and location , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[96]  S. Sulaiman,et al.  Analysis of wave propagation in Time Domain Reflectometry circuit simulation model , 2010, 2010 IEEE International Conference on Power and Energy.

[97]  M. Sultana Nasrin,et al.  Use of spread spectrum time domain reflectometry to estimate state of health of power converters , 2012, 2012 IEEE 13th Workshop on Control and Modeling for Power Electronics (COMPEL).

[98]  Joel B. Harley,et al.  Spread spectrum time-domain reflectometry for detecting and locating capacitive impedances , 2019 .

[99]  B. T. Phung,et al.  A comprehensive review on DC arc faults and their diagnosis methods in photovoltaic systems , 2018, Renewable and Sustainable Energy Reviews.

[100]  Paul Smith,et al.  Intermittent Fault Location on Live Electrical Wiring Systems , 2008 .

[101]  Qinghai Shi,et al.  Application of iterative deconvolution for wire fault location via reflectometry , 2012, 2012 International Symposium on Instrumentation & Measurement, Sensor Network and Automation (IMSNA).

[102]  Marc Wuilpart,et al.  Optical frequency domain reflectometry: A review , 2009, 2009 11th International Conference on Transparent Optical Networks.

[103]  Faisal Khan,et al.  Aging Detection and State of Health Estimation of Live Semiconductor Power Devices using SSTDR Embedded PWM Sequence , 2020 .

[104]  Tao Jing,et al.  Online Detection of Aircraft ARINC Bus Cable Fault Based on SSTDR , 2021, IEEE Systems Journal.

[105]  Jay Johnson,et al.  PV arc-fault detection using spread spectrum time domain reflectometry (SSTDR) , 2014, 2014 IEEE Energy Conversion Congress and Exposition (ECCE).

[106]  Joel B. Harley,et al.  Measurement of Capacitance Using Spread Spectrum Time Domain Reflectometry (SSTDR) and Dictionary Matching , 2020, IEEE Sensors Journal.

[107]  E. Brinkmeyer,et al.  Coherent frequency-domain reflectometry for characterization of single-mode integrated-optical waveguides , 1993 .

[108]  Luca Incarbone,et al.  Embedded wire diagnosis sensor for intermittent fault location , 2014, IEEE SENSORS 2014 Proceedings.

[109]  C. Furse,et al.  Advanced Forward Methods for Complex Wire Fault Modeling , 2013, IEEE Sensors Journal.

[110]  James Michael Mccormick,et al.  Arc Fault Circuit Interrupter Development Overview , 2002 .