Statistical monitoring of linear antenna arrays

Abstract The paper concerns the problem of monitoring linear antenna arrays using the generalized likelihood ratio (GLR) test. When an abnormal event (fault) affects an array of antenna elements, the radiation pattern changes and significant deviation from the desired design performance specifications can resulted. In this paper, the detection of faults is addressed from a statistical point of view as a fault detection problem. Specifically, a statistical method rested on the GLR principle is used to detect potential faults in linear arrays. To assess the strength of the GLR-based monitoring scheme, three case studies involving different types of faults were performed. Simulation results clearly shown the effectiveness of the GLR-based fault-detection method to monitor the performance of linear antenna arrays.

[1]  Fouzi Harrou,et al.  Monitoring linear antenna arrays using an exponentially weighted moving average-based fault detection scheme , 2014 .

[2]  S. C. Shrivastava,et al.  Neural network applications in smart antenna arrays: A review , 2012 .

[3]  Chen Jing,et al.  Fault detection based on a robust one class support vector machine , 2014, Neurocomputing.

[4]  Manish Sharma,et al.  Compact printed high rejection triple band-notch UWB antenna with multiple wireless applications , 2016 .

[5]  Yilong Lu,et al.  Array failure correction with a genetic algorithm , 1999 .

[6]  Hazem N. Nounou,et al.  Detecting abnormal ozone levels using PCA-based GLR hypothesis testing , 2013, 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM).

[7]  Fouzi Harrou,et al.  Anomaly detection/detectability for a linear model with a bounded nuisance parameter , 2014, Annu. Rev. Control..

[8]  Y. Chetouani Application of the Generalized Likelihood Ratio Test for Detecting Changes in a Chemical Reactor , 2006 .

[9]  S. Barro,et al.  Rapid Method for Finding Faulty Elements in Antenna Arrays Using Far Field Pattern Samples , 2009, IEEE Transactions on Antennas and Propagation.

[10]  P. Rocca,et al.  Reliable Diagnosis of Large Linear Arrays—A Bayesian Compressive Sensing Approach , 2012, IEEE Transactions on Antennas and Propagation.

[11]  Sébastien Borguet,et al.  A Generalized Likelihood Ratio Test for Adaptive Gas Turbine Performance Monitoring , 2009 .

[12]  G. Castaldi,et al.  Efficient faulty element diagnostics of large antenna arrays by discrete mean field neural nets , 1999 .

[13]  Gerald R. Benitz,et al.  A generalized likelihood ratio test for SAR CCD , 2012, 2012 Conference Record of the Forty Sixth Asilomar Conference on Signals, Systems and Computers (ASILOMAR).

[14]  D. Vakula,et al.  Neural Network Approach to Diagnose Faults of Antenna Array , 2007 .

[15]  Balamati Choudhury,et al.  Fault finding in antenna arrays using bacteria foraging optimization technique , 2011, 2011 National Conference on Communications (NCC).

[16]  Rolf Isermann,et al.  Model-based fault-detection and diagnosis - status and applications , 2004, Annu. Rev. Control..

[17]  Ahmet Palazoglu,et al.  Introduction to Process Control , 2005 .

[18]  T. Isernia,et al.  A Compressive-Sensing-Inspired Procedure for Array Antenna Diagnostics by a Small Number of Phaseless Measurements , 2016, IEEE Transactions on Antennas and Propagation.

[19]  Constantine A. Balanis,et al.  Antenna Theory: Analysis and Design , 1982 .

[20]  Fouzi Harrou,et al.  Synthesis and optimization of microstrip antennas array using minimax method , 2009, 2009 3rd European Conference on Antennas and Propagation.

[21]  Ovidio Mario Bucci,et al.  Diagnosis of array faults from far-field amplitude-only data , 2000 .

[22]  Fred Spiring,et al.  Introduction to Statistical Quality Control , 2007, Technometrics.

[23]  A. Massa,et al.  On the Robustness to Element Failures of Linear ADS-Thinned Arrays , 2011, IEEE Transactions on Antennas and Propagation.

[24]  Antonio Moschitta,et al.  Generalized Likelihood Ratio Test for Voltage Dip Detection , 2010, IEEE Transactions on Instrumentation and Measurement.

[25]  D. Vakula,et al.  Fault Diagnosis of Planar Antenna Arrays Using Neural Networks , 2009 .

[26]  H. Lenz,et al.  Frontiers in Statistical Quality Control 2. , 1984 .

[27]  Pranas Baltrėnas,et al.  Measurements and analysis of the electromagnetic fields of mobile communication antennas , 2013 .

[28]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[29]  Farid Kadri,et al.  Seasonal ARMA-based SPC charts for anomaly detection: Application to emergency department systems , 2016, Neurocomputing.

[30]  Raj Kumar,et al.  Design and investigations of a microstrip fed open V-shape slot antenna for wideband dual slant polarization , 2015 .

[31]  Fabrice Heitz,et al.  Generalized likelihood ratio tests for change detection in diffusion tensor images: Application to multiple sclerosis , 2012, Medical Image Anal..

[32]  P. Tavella,et al.  Fault detection in atomic clock frequency standards affected by mean and variance changes and by an additive periodic component: the GLRT approach , 2008, 2008 IEEE Instrumentation and Measurement Technology Conference.

[33]  Maurizio Cicolani,et al.  Large Phased Arrays Diagnostic via Distributional Approach , 2009 .

[34]  Fouzi Harrou,et al.  GLRT Based Anomaly Detection for Sensor Network Monitoring , 2015, 2015 IEEE Symposium Series on Computational Intelligence.

[35]  Prasanna L. Zade,et al.  Miniaturized microstrip antenna array using defected ground structure with enhanced performance , 2016 .

[36]  Michèle Basseville,et al.  Detection of abrupt changes: theory and application , 1993 .

[37]  F. Ares,et al.  Finding Defective Elements in Planar Arrays Using Genetic Algorithms , 2000 .

[38]  L. F. Sanchez Measurement of the radiation patterns of navy shipboard High Frequency (HF) antennas on a large warship , 2015 .

[39]  E. Lehmann Testing Statistical Hypotheses , 1960 .

[40]  Neville Davies 3. Statistical Methods for Spc and Tqm , 1995 .

[41]  Jean-Pierre Damiano Contribution à l'étude des antennes microrubans multicouches à éléments superposés ou décalés , 1989 .

[42]  Hazem Nounou,et al.  Statistical fault detection using PCA-based GLR hypothesis testing , 2013 .

[43]  Vandana Nath,et al.  Analysis of low mutual coupling compact multi-band microstrip patch antenna and its array using defected ground structure , 2016 .