A survey on fault diagnosis of analog circuits: Taxonomy and state of the art

Abstract Due to the wide range of applications of electronic circuits in the recent years, the fault diagnosis in electronic circuits is a foremost problem. The main purpose of the fault diagnosis technique is isolating the faults present in the electronic circuits and also, detecting the fault which affects the safety and performance of the system. For various real-time applications of fault diagnosis, literature presents several techniques for detecting the faults in electronic circuits. In this paper, reviews on the research based on the fault diagnosis techniques which are all gained much attention are comprehended. Accordingly, 114 research papers related to the fault diagnosis are reviewed and analyzed based on the various objectives. In this review, we present the taxonomy of the fault detection in analog circuits and discuss the state of the art algorithms with various advantages and major drawbacks. The comprehensive analysis is carried out on finding the coverage of the publishers, faults, circuits, methods, simulation tools, and metrics. This critical review finally discusses the research challenges that are still available in the existing techniques and the way to extend the current research is also examined.

[1]  Ayman AbuBaker,et al.  Neural Network Based Algorithm of Soft Fault Diagnosis in Analog Electronic Circuits , 2010 .

[2]  Yichuang Sun,et al.  Fault diagnosis of analog circuits with tolerances using artificial neural networks , 2000, IEEE APCCAS 2000. 2000 IEEE Asia-Pacific Conference on Circuits and Systems. Electronic Communication Systems. (Cat. No.00EX394).

[3]  R. de Carlo,et al.  Analog multifrequency fault diagnosis , 1983 .

[4]  Fang Chen,et al.  Methods of Handling the Tolerance and Test-Point Selection Problem for Analog-Circuit Fault Diagnosis , 2011, IEEE Transactions on Instrumentation and Measurement.

[5]  Ada Fort,et al.  Soft fault detection and isolation in analog circuits: some results and a comparison between a fuzzy approach and radial basis function networks , 2002, IEEE Trans. Instrum. Meas..

[6]  Jacob Savir,et al.  Algorithm-based fault detection of analog linear time-invariant circuits , 2001, IMTC 2001. Proceedings of the 18th IEEE Instrumentation and Measurement Technology Conference. Rediscovering Measurement in the Age of Informatics (Cat. No.01CH 37188).

[7]  S. Giraldi,et al.  Fault diagnosis of analog circuits with model-based technique , 1998, IMTC/98 Conference Proceedings. IEEE Instrumentation and Measurement Technology Conference. Where Instrumentation is Going (Cat. No.98CH36222).

[8]  Gregory J. Pottie,et al.  Sensor network data fault types , 2007, TOSN.

[9]  Matthew Worsman,et al.  Non‐linear analog circuit fault diagnosis with large change sensitivity , 2000 .

[10]  Jiansheng Xu,et al.  Analog circuit fault diagnosis based on noise measurement , 1999 .

[11]  Haijun Lin,et al.  Multifractal Analysis for Soft Fault Feature Extraction of Nonlinear Analog Circuits , 2016 .

[12]  Likun Xia,et al.  High level fault modeling and fault propagation in analog circuits using NLARX automated model generation technique , 2012, 2012 4th International Conference on Intelligent and Advanced Systems (ICIAS2012).

[13]  Ada Fort,et al.  SBT soft fault diagnosis in analog electronic circuits: a sensitivity-based approach by randomized algorithms , 2002, IEEE Trans. Instrum. Meas..

[14]  Mark Zwolinski,et al.  Oscillation-based analog diagnosis using artificial neural networks based inference mechanism , 2013, Comput. Electr. Eng..

[15]  D. Taylor,et al.  Transient response testing of nonlinear analogue circuits using optimised fault sets , 2003 .

[16]  Yichuang Sun,et al.  A New Neural-Network-Based Fault Diagnosis Approach for Analog Circuits by Using Kurtosis and Entropy as a Preprocessor , 2010, IEEE Transactions on Instrumentation and Measurement.

[17]  M. F. Abu El-Yazeed,et al.  Selection of Input Stimulus for Fault Diagnosis of Analog Circuits Using ARMA Model , 2004 .

[18]  Yibing Shi,et al.  An approach of fault diagnosis in nonlinear circuits , 2010, 2010 International Conference on Communications, Circuits and Systems (ICCCAS).

[19]  Mani Soma A design-for-test methodology for active analog filters , 1990, Proceedings. International Test Conference 1990.

[20]  Miona Andrejević Stošović,et al.  Electronic Circuits Diagnosis Using Artificial Neural Networks , 2009 .

[21]  Michal Tadeusiewicz,et al.  Multiple catastrophic fault diagnosis of linear circuits considering the component tolerances , 2009, 2009 European Conference on Circuit Theory and Design.

[22]  M. Tadeusiewicz,et al.  An algorithm for soft-fault diagnosis of linear and nonlinear circuits , 2002 .

[23]  Alex Orailoglu,et al.  Accumulation-based concurrent fault detection for linear digital state variable systems , 2000, Proceedings of the Ninth Asian Test Symposium.

[24]  Marek Ossowski,et al.  The On-line Evolutionary Method for Soft Fault Diagnosis in Diode-transistor Circuits , 2015 .

[25]  Zbigniew Czaja,et al.  On fault diagnosis of analogue electronic circuits based on transformations in multi-dimensional spaces , 2004 .

[26]  Hua Lin,et al.  Module level fault diagnosis for analog circuits based on system identification and genetic algorithm , 2012 .

[27]  S. Manetti,et al.  A new symbolic approach to the fault diagnosis of analog circuits , 1996, Quality Measurement: The Indispensable Bridge between Theory and Reality (No Measurements? No Science! Joint Conference - 1996: IEEE Instrumentation and Measurement Technology Conference and IMEKO Tec.

[28]  Karim Arabi,et al.  Oscillation-test methodology for low-cost testing of active analog filters , 1999, IEEE Trans. Instrum. Meas..

[29]  Farzan Aminian,et al.  A Modular Fault-Diagnostic System for Analog Electronic Circuits Using Neural Networks With Wavelet Transform as a Preprocessor , 2007, IEEE Transactions on Instrumentation and Measurement.

[30]  Junyou Shi,et al.  Analog circuits fault diagnosis using multi‐valued Fisher's fuzzy decision tree (MFFDT) , 2016, Int. J. Circuit Theory Appl..

[31]  Hannu Tenhunen,et al.  A reconfigurable and adaptive routing method for fault-tolerant mesh-based networks-on-chip , 2011 .

[32]  Shambhu Upadhyaya,et al.  Linear circuit fault diagnosis using neuromorphic analyzers , 1997 .

[33]  Shulin Tian,et al.  Application of Heuristic Graph Search to Test-Point Selection for Analog Fault Dictionary Techniques , 2009, IEEE Transactions on Instrumentation and Measurement.

[34]  Qing Guo,et al.  Fault Modeling and Testing for Analog Circuits in Complex Space Based on Supply Current and Output Voltage , 2015, J. Appl. Math..

[35]  Bozena Kaminska,et al.  Multifrequency Analysis of Faults in Analog Circuits , 1995, IEEE Des. Test Comput..

[36]  A. H. Madian,et al.  Analog fault diagnosis by inverse problem technique , 2011, ICM 2011 Proceeding.

[37]  F. Aminian,et al.  Neural-network based analog-circuit fault diagnosis using wavelet transform as preprocessor , 2000 .

[38]  Dirk van Schrick,et al.  Remarks on Terminology in the Field of Supervision, Fault Detection and Diagnosis , 1997 .

[39]  Wang Rongjie,et al.  Fault diagnosis technology based on Wigner–Ville distribution in power electronics circuit , 2011 .

[40]  Yigang He,et al.  A novel approach for analog fault diagnosis based on neural networks and improved kernel PCA , 2011, Neurocomputing.

[41]  Marcantonio Catelani,et al.  On the application of neural networks to fault diagnosis of electronic analog circuits , 1996 .

[42]  W. Tenten,et al.  Hierarchical fault diagnosis of analog integrated circuits , 2001 .

[43]  John W. Sheppard,et al.  System Test And Diagnosis , 1994 .

[44]  Yigang He,et al.  A Novel Method for Analog Fault Diagnosis Based on Neural Networks and Genetic Algorithms , 2008, IEEE Transactions on Instrumentation and Measurement.

[45]  Z. Huang,et al.  Node-fault diagnosis and a design of testability , 1981, 1981 20th IEEE Conference on Decision and Control including the Symposium on Adaptive Processes.

[46]  J.W. Bandler,et al.  Fault diagnosis of analog circuits , 1985, Proceedings of the IEEE.

[47]  B. Kaminska,et al.  T-BIST: A built-in self-test for analog circuits based on parameter translation , 1993, Proceedings of 1993 IEEE 2nd Asian Test Symposium (ATS).

[48]  John W. Bandler,et al.  Multiple-fault location of analog circuits , 1981 .

[49]  Hengyu Wu,et al.  Based on Compact Type of Wavelet Neural Network Tolerance Analog Circuit Fault Diagnosis , 2009, 2009 International Conference on Information Engineering and Computer Science.

[50]  Marcantonio Catelani,et al.  Fault diagnosis of electronic analog circuits using a radial basis function network classifier , 2000 .

[51]  Steven X. Ding,et al.  Model-based Fault Diagnosis Techniques: Design Schemes, Algorithms, and Tools , 2008 .

[52]  Dehong Xu,et al.  Fault diagnosis of power electronic circuits based on neural network and waveform analysis , 1999, Proceedings of the IEEE 1999 International Conference on Power Electronics and Drive Systems. PEDS'99 (Cat. No.99TH8475).

[53]  Wei Lu,et al.  A novel approach for analog fault diagnosis based on stochastic signal analysis and improved GHMM , 2016 .

[54]  Salvador Mir,et al.  Automatic test generation for maximal diagnosis of linear analog circuits , 1996, Proceedings ED&TC European Design and Test Conference.

[55]  Ada Fort,et al.  Automated selection of test frequencies for fault diagnosis in analog electronic circuits , 2005, IEEE Transactions on Instrumentation and Measurement.

[56]  Karim Mohammadi,et al.  Evolutionary derivation of optimal test sets for neural network based analog and mixed signal circuits fault diagnosis approach , 2009, Microelectron. Reliab..

[57]  Stefano Manetti,et al.  Determination of an optimum set of testable components in the fault diagnosis of analog linear circuits , 1999 .

[58]  Cesare Alippi,et al.  A fuzzy approach for soft fault detection in analog circuits , 2002 .

[59]  Michał Tadeusiewicz,et al.  A method for fault diagnosis in linear electronic circuits , 2000, Int. J. Circuit Theory Appl..

[60]  W. Hochwald,et al.  A dc approach for analog fault dictionary determination , 1979 .

[61]  Lianggui Feng,et al.  A novel linear ridgelet network approach for analog fault diagnosis using wavelet-based fractal analysis and kernel PCA as preprocessors , 2012 .

[62]  Yichuang Sun,et al.  Wavelet neural network approach for fault diagnosis of analogue circuits , 2004 .

[63]  Deng Ying,et al.  On the application of artificial neural networks to fault diagnosis in analog circuits with tolerances , 2000, WCC 2000 - ICSP 2000. 2000 5th International Conference on Signal Processing Proceedings. 16th World Computer Congress 2000.

[64]  Vishwani D. Agrawal,et al.  Multi-tone Testing of Linear and Nonlinear Analog Circuits Using Polynomial Coefficients , 2009, 2009 Asian Test Symposium.

[65]  H. F. Spence Automatic analog fault simulation , 1996, Conference Record. AUTOTESTCON '96.

[66]  Chingiz Hajiyev,et al.  Fault diagnosis and reconfiguration in flight control systems , 2003 .

[67]  Fangming Ye,et al.  Board-Level Functional Fault Diagnosis Using Artificial Neural Networks, Support-Vector Machines, and Weighted-Majority Voting , 2013, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[68]  Lan Ma,et al.  Analog Circuit Fault Detection Using Relative Amplitude and Relative Phase Analysis , 2014 .

[69]  Xie Yongle,et al.  Wavelet neural network based fault diagnosis in nonlinear analog circuits , 2006 .

[70]  Dong Liu,et al.  Entropy-based optimum test points selection for analog fault dictionary techniques , 2004, IEEE Transactions on Instrumentation and Measurement.

[71]  Qing Hu,et al.  Fault Diagnosis Technology for Power Electronics Rectifier Based on Wavelet Packet , 2011 .

[72]  Mineo Kaneko,et al.  Oscillation fault diagnosis for analog circuits based on boundary search with perturbation model , 1994, Proceedings of IEEE International Symposium on Circuits and Systems - ISCAS '94.

[73]  Shuang Chen,et al.  Notice of RetractionBased on Integrated Adaptive Fuzzy Neural Network Tolerance Analog Circuit Fault Diagnosis , 2010, 2010 2nd International Conference on Information Engineering and Computer Science.

[74]  A. Kavithamani,et al.  Analog circuit fault diagnosis based on bandwidth and fuzzy classifier , 2009, TENCON 2009 - 2009 IEEE Region 10 Conference.

[75]  Zbigniew Czaja,et al.  Fault diagnosis in electronic circuits based on bilinear transformation in 3-D and 4-D spaces , 2003, IEEE Trans. Instrum. Meas..

[76]  Youren Wang,et al.  A novel approach of analog circuit fault diagnosis using support vector machines classifier , 2011 .

[77]  Damian Grzechca Soft Fault Clustering in Analog Electronic Circuits with the Use of Self Organizing Neural Network , 2011 .

[78]  Xuhui Zhang,et al.  The Research on Fusion and Diagnosis Method of Multi Soft Fault of Nonlinear Analog Circuit , 2015 .

[79]  Hao Wang,et al.  A Novel Fault Diagnosis of Analog Circuit Algorithm Based on Incomplete Wavelet Packet Transform and Improved Balanced Binary-Tree SVMs , 2007, LSMS.

[80]  Ashwani Kumar,et al.  Fuzzy classifier for fault diagnosis in analog electronic circuits. , 2013, ISA transactions.

[81]  Ivan Milentijević,et al.  Partial error tolerance for bit-plane FIR filter architecture , 2009 .

[82]  Didier Theilliol,et al.  A Failure-Detection Strategy for IGBT Based on Gate-Voltage Behavior Applied to a Motor Drive System , 2011, IEEE Transactions on Industrial Electronics.

[83]  Marcantonio Catelani,et al.  A measurement system for fault detection and fault isolation of analog circuits , 1999 .

[84]  Peng Wang,et al.  A new diagnosis approach for handling tolerance in analog and mixed-signal circuits by using fuzzy math , 2005, IEEE Trans. Circuits Syst. I Regul. Pap..

[85]  M. F. Abu El-Yazeed,et al.  A Preprocessor for Analog Circuit Fault Diagnosis Based on Prony's Method , 2003 .

[86]  N. Devarajan,et al.  ResearchArticle SBT Approach towards Analog Electronic Circuit Fault Diagnosis , 2007 .

[87]  D. Taylor,et al.  Assessing and comparing fault coverage when testing analogue circuits , 1997 .

[88]  Stanisław Hałgas,et al.  Multiple soft fault diagnosis of analog circuits using restart homotopy method , 2013 .

[89]  Miljana Milić,et al.  Analog filter diagnosis using the oscillation based method , 2012 .

[90]  Stefano Manetti,et al.  Symbolic Techniques for the Selection of Test Frequencies in Analog Fault Diagnosis , 2004 .

[91]  Neeraj Sen,et al.  Fault diagnosis for linear systems via multifrequency measurements , 1979 .

[92]  Farzan Aminian,et al.  Analog fault diagnosis of actual circuits using neural networks , 2002, IEEE Trans. Instrum. Meas..

[93]  Jerzy Rutkowski,et al.  The Use of Simulated Annealing with Fuzzy Objective Function to Optimal Frequency Selection for Analog Circuit Diagnosis , 2007, 2007 14th IEEE International Conference on Electronics, Circuits and Systems.

[94]  Meng-Hui Wang,et al.  Fault Diagnosis of Analog Circuits Using Extension Genetic Algorithm , 2010, ICSI.

[95]  N. Mijat,et al.  Frequency domain approach to fault diagnosis of analog filters , 1996, Proceedings of Third International Conference on Electronics, Circuits, and Systems.

[96]  Yigang He,et al.  A linear ridgelet network approach for fault diagnosis of analog circuit , 2010, Science China Information Sciences.

[97]  Tao Lin,et al.  Analog circuit fault diagnosis based on fuzzy support vector machine and kernel density estimation , 2010, 2010 3rd International Conference on Advanced Computer Theory and Engineering(ICACTE).

[98]  Kaushik Roy,et al.  Dynamic supply current testing of analog circuits using wavelet transform , 2002, Proceedings 20th IEEE VLSI Test Symposium (VTS 2002).

[99]  Xin Yin,et al.  Analog fault diagnosis using S-transform preprocessor and a QNN classifier , 2013 .

[100]  Chingiz Hajiyev,et al.  Fault detection in sensor information fusion Kalman filter , 2009 .

[101]  Karim Arabi,et al.  Testing analog and mixed-signal integrated circuits using oscillation-test method , 1997, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst..

[102]  B. Ichijo,et al.  Highly stabilized circuit for measuring very low impedance (Rx, Cx) and their small changes (δRx, δCx) at high frequencies with some applications , 1986, IEEE Transactions on Instrumentation and Measurement.

[103]  Yibing Shi,et al.  Soft Fault Diagnosis of Analog Circuit Based on Particle Swarm Optimization , 2009, 2009 IEEE Circuits and Systems International Conference on Testing and Diagnosis.

[104]  Roy N. Adams Rocket Vehicle Surface Reflectance Measurement during Retro-Rocket Firing , 1968 .

[105]  Chin-Long Wey,et al.  Built-in self-test (BIST) structures for analog circuit fault diagnosis with current test data , 1992 .

[106]  Lei Cui,et al.  A kind integrated adaptive fuzzy neural network tolerance analog circuit fault diagnosis method , 2011, 2011 IEEE 2nd International Conference on Computing, Control and Industrial Engineering.

[107]  Ashwani Kumar,et al.  Neural Network based Fault Diagnosis in Analog Electronic Circuit using Polynomial Curve Fitting , 2013 .

[108]  Yichuang Sun,et al.  Class-based neural network method for fault location of large-scale analogue circuits , 2003, Proceedings of the 2003 International Symposium on Circuits and Systems, 2003. ISCAS '03..

[109]  V. C. Prasad,et al.  Selection of test nodes for analog fault diagnosis in dictionary approach , 2000, IEEE Trans. Instrum. Meas..

[110]  Dong Liu,et al.  Multiple fault diagnosis of analog circuits by locating ambiguity groups of test equation , 2001, ISCAS 2001. The 2001 IEEE International Symposium on Circuits and Systems (Cat. No.01CH37196).