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Randolph Moses

  • Professor, Electrical & Computer Engr.
  • Assc Dean for Research, COE Research
  • 142 Hitchcock Hall
    2070 Neil Avenue
    Columbus, OH 43210
  • 614-688-8136

About

Education

B.S. (1979), M.S. (1980), and Ph.D. (1984) degrees in Electrical Engineering from Virginia Polytechnic Institute and State University.

Areas of interest

Parametric estimation and modeling, spectral estimation, sensor array processing, pattern recognition, automatic target recognition.

Office

708 Dreese Laboratories, fax: 614.292.7596
 

Honors

  • 2009

    Best Paper Award. .

  • 2004

    Best Paper Award.

  • 1997

    DARPA Award for Research Contributions to the MSTAR Program. .

  • 1997

    Research Accomplishment Award. .

  • 1995

    Lumley Research Award. .

  • 1992

    Honorable Mention, C. Holmes MacDonald Outstanding Teacher Award. .

  • 1992

    Harrison Faculty Award for Excellence in Engineering Education. .

  • 1991

    Lumley Research Award. .

  • 1990

    Outstanding Technical Report Award. .

  • 1984-1985

    NATO Postdoctoral Research Fellow.

  • 1983-1984

    Cunningham Dissertation Research Fellow. Virginia Polytechnic Institute and State University.

  • 1983

    Listed in Outstanding Young Men of America.

  • 1982

    Cunningham Summer Dissertation Research Fellow. Virginia Polytechnic Institute and State University.

  • 1979-1980

    Pratt Presidential Fellow. Virginia Polytechnic Institute and State University.

  • 1979

    Named Outstanding Senior. .

Books

2005

  • P. Stoica and R. Moses. 2005. "Spectral Analysis of Signals." Upper Saddle River: Prentice Hall.

1997

  • P. Stoica and R. Moses. 1997. "Introduction to Spectral Analysis." Upper Saddle River: Prentice Hall.

Chapters

2009

  • J. Ash* and R. Moses. 2009. ""Self Localization of Sensor Networks"." In Handbook on Array Processing and Sensor Networks, edited by Simon Haykin and K.J. Ray Liu, Hoboken: IEEE-Wiley.

2007

  • M. Cetin, L. Chen*, J. Fisher, A. Ihler, P. Kreidl, R. Moses, M. Wainwright, J. William*, and A. Willsky. 2007. ""Distributed Fusion in Sensor Networks: A Graphical Models Perspective"." In Wireless Sensor Networks: Signal Processing and Communications Perspectives, edited by A. Swami, Q. Zhao, Y.W. Hong, and L. Tong, Chichester: Wiley.

Journal Articles

2008

  • J. Ash* and R. Moses, 2008, ""On the relative and absolute positioning errors in self-localization systems"." IEEE Trans. on Signal Processing 56, no. 11, 5668 - 5679.
  • J. Jackson* and R. Moses, 2008, ""A Model for Generating Synthetic VHF SAR Forest Clutter Images"." IEEE Trans. on Aerospace and Electronic Systems

2006

  • B. Rigling* and R. Moses, 2006, ""Motion measurement errors and autofocus in bistatic SAR"." IEEE Transactions on Image Processing 15, no. 4, 1008 - 1016.
  • M. Cetin, L. Chen, J. Fisher, A. Ihler, R. Moses, M. Wainwright, A. Willksy, 2006, ""Distributed Fusion in Sensor Networks: A Graphical Models Perspective"." IEEE Signal Processing Magazine 23, no. 4,

2005

  • U. Oktel* and R. Moses, 2005, ""A Bayesian Approach to Array Geometry Design"." IEEE Transactions on Signal Processing 53, no. 5, 1919 - 1923.
  • A. Savvides*, W. Garber*, R. Moses, and M. Srivastava, 2005, ""An Analysis of Error Inducing Parameters in Multihop Sensor Node Localization"." IEEE Transactions on Mobile Computing 4, no. 6, 567 - 577.
  • B. Rigling* and R. Moses, 2005, ""Taylor Expansion of the Differential Range for Monostatic SAR"." IEEE Transactions on Aerospace and Electronic Systems 41, no. 1, 60 - 64.
  • A. Ihler*, J. Fisher, R. Moses, A. Willsky, 2005, ""Nonparametric Belief Propagation for Sensor Network Self-Calibration"." IEEE Journal on Selected Areas of Communication 23, no. 4, 809 - 819.
  • J. Ash* and R. Moses, 2005, ""Acoustic time delay estimation and sensor network self-localization: Experimental results"." Journal of the Acoustical Society of America 118, no. 2, 841 - 850.
  • N. Patwari*, J. Ash*, S. Kyperountas, A. Hero, R. Moses, N. Correal, 2005, ""Locating the nodes: cooperative localization in wireless sensor networks"." IEEE Signal Processing Magazine, special issue on Signal Processing in Positioning and Navigation 22, no. 4, 54 - 69.
  • B. Rigling* and R. Moses, 2005, ""Three-dimensional Surface Reconstruction from Multistatic SAR Images"." IEEE Transactions on Image Processing 14, no. 8, 1159 - 1172.

2004

  • U. Oktel* and R. Moses, 2004, ""Source Localization with Isotropic Arrays"." IEEE Signal Processing Letters 11, no. 5, 501 - 504.
  • B. Rigling* and R. Moses, 2004, ""Polar Format Algorithm for Bistatic SAR"." IEEE Transactions on Aerospace and Electronic Systems 40, no. 4, 1147 - 1159.
  • R. Moses, D. Krishnamurthy, and R. Patterson, 2004, ""A Self-Localization Method for Wireless Sensor Networks"." Eurasip Journal on Applied Signal Processing 2003, no. 4, 148 - 158.
  • B. Rigling* and R. Moses, 2004, ""Flight Path Strategies for 3-D Scene Reconstruction from Bistatic SAR"." IEE Proceedings on Radar, Sonar, and Navigation 151, no. 3, 149 - 157.

2003

  • U. Baysal* and R. Moses, 2003, ""On the Geometry of Isotropic Arrays"." IEEE Transactions on Signal Processing 51, no. 6, 1469 - 1478.

2001

  • H. Chiang*, R. Moses, and L. Potter, 2001, ""Model-Based Bayesian Feature Matching with Application to Synthetic Aperture Radar Target Recognition"." Pattern Recognition, Special Issue on Data and Information Fusion in Image Processing and Computer Vision 34, no. 8, 1539 - 1553.

2000

  • C. Ying*, A. Sabharwal*, and R. Moses, 2000, ""A Combined Order Selection and Parameter Estimation Algorithm for Undamped Exponentials"." IEEE Transactions on Signal Processing 48, no. 3, 693 - 701.
  • H. Chiang*, R. Moses, and L. Potter, 2000, ""Model-Based Classification of Radar Images"." IEEE Transactions on Information Theory, Special Issue on Information-Theoretic Imaging 46, no. 5, 1842 - 1854.

1999

  • R. Srinivasan*, U. Mitra, and R. Moses, 1999, ""Design and Analysis of Receiver Filters for Multiple Chip-Rate DS-CDMA Systems"." IEEE Journal on Selected Areas in Communications 17, no. 12, 2096 - 2109.

1998

  • J. Sorelius*, R. Moses, T. Soderstrom, and A. Swindlehurst, 1998, ""Effects of Nonzero Bandwidth on Direction of Arrival Estimators in Array Signal Processing"." IEEE Proceedings on Radar, Sonar and Navigation 145, no. 6, 317 - 324.

1997

  • M. Cedervall*, P. Stoica, and R. Moses, 1997, ""MODE-type Algorithm for Estimating Damped, Undamped or Explosive Modes"." Circuits, Systems, and Signal Processing 16, no. 3, 981 - 985.
  • M. Cedervall* and R. Moses, 1997, ""Efficient Maximum Likelihood DOA Estimation for Signals with Known Waveforms in the Presence of Multipath"." IEEE Transactions on Signal Processing 45, no. 3, 808 - 811.
  • L. Potter and R. Moses, 1997, ""Attributed Scattering Centers for SAR ATR"." IEEE Transactions on Image Processing (Special Issue on Automatic Target Recognition) 6, no. 1, 79 - 91.
  • A. Galanopoulos*, R. Moses, and S. Ahalt, 1997, ""Diffusion Approximation of Frequency Sensitive Competitive Learning"." IEEE Transactions on Neural Networks 8, no. 5, 1026 - 1030.

1996

  • P. Stoica, B. Ottersten, R. Moses, and M. Viberg, 1996, ""Maximum Likelihood Array Processing for Stochastic Coherrent Sources"." IEEE Transactions on Signal Processing 44, no. 1, 96 - 105.

1995

  • I. Jouny*, F. Garber, and R. Moses, 1995, ""Radar Target Identification Using the Bispectrum"." IEEE Transactions on Aerospace and Electronic Systems 31, no. 1, 69 - 77.

1994

  • W. Steedly*, C. Ying*, and R. Moses, 1994, ""Statistical Analysis of TLS-Based Prony Techniques"." Automatica, Special Issue on Statistical Signal Processing and Control 30, no. 1, 115 - 129.
  • I. Jouny* and R. Moses, 1994, ""Bispectra of Modulated Stationary Signals"." Electronics Letters 30, no. 18, 1465 - 1466.
  • R. Moses, V. Simonyte, P. Stoica, and T. Soderstrom, 1994, ""An Efficient Linear Method for ARMA Spectral Estimation"." International Journal of Control 59, no. 2, 337 - 356.

1993

  • J. Sacchini*, W. Steedly*, and R. Moses, 1993, ""Two-Dimensional Prony Modeling and Parameter Estimation"." IEEE Transactions on Signal Processing 41, no. 10, 3127 - 3137.
  • W. Steedly* and R. Moses, 1993, ""The Cramer-Rao Bound for Pole and Amplitude Estimates of Damped Exponential Signals in Noise"." IEEE Transactions on Signal Processing 41, no. 3, 1305 - 1318.
  • R. Dilsavor* and R. Moses, 1993, ""Analysis of Modified SMI Method for Adaptive Array Weight Control"." IEEE Transactions on Signal Processing 41, no. 2, 721 - 726.
  • A. Stoica, R. Moses, and P. Stoica, 1993, ""Enforcing Positiveness on Estimated Spectral Densities"." Electronics Letters 29, no. 23, 2009 - 11.

1992

  • P. Stoica and R. Moses, 1992, ""On the Unit Circle Problem: The Schur-Cohn Procedure Revisited"." Signal Processing 26, no. 1, 95 - 118.
  • R. Carriere* and R. Moses, 1992, ""High Resolution Radar Target Modeling Using a Modified Prony Estimator"." IEEE Transactions on Antennas and Propagation 40, no. 1, 13 - 18.
  • I. Jouny* and R. Moses, 1992, ""The Bispectrum of Complex Signals: Definitions and Properties"." IEEE Transactions on Signal Processing 40, no. 11, 2833 - 2836.

1991

  • R. Moses and D. Liu*, 1991, ""Optimal Non-Negative Definite Approximations of Noisy Covariance Sequences"." IEEE Transactions on Signal Processing 39, no. 9, 2007 - 2015.
  • W. Steedly* and R. Moses, 1991, ""High Resolution Exponential Modeling of Fully Polarized Radar Returns"." IEEE Transactions on Aerospace and Electronics Systems 37, no. 3, 459 - 469.
  • R. Moses and D. Liu*, 1991, ""Determining the Closest Stable Polynomial to an Unstable One"." IEEE Transactions on Signal Processing 39, no. 4, 901 - 906.
  • P. Stoica, R. Moses, T. Soderstrom, and J. Li*, 1991, ""Optimal High Order Yule-Walker Estimation of Sinusoidal Frequencies"." IEEE Transactions on Signal Processing 39, no. 6, 1360 - 1368.

1990

  • P. Stoica and R. Moses, 1990, ""On Biased Estimators and the Unbiased Cramer-Rao Lower Bound"." Signal Processing 21, no. 4, 349 - 350.
  • M. Ganz*, R. Moses, and S. Wilson, 1990, ""Convergence of the SMI and the Diagonally Loaded SMI Algorithms with Weak Interference"." IEEE Transactions on Antennas and Propagation 38, no. 3, 394 - 399.

1989

  • P. Stoica, R. Moses, B. Friedlander, and T. Soderstrom, 1989, ""Maximum Likelihood Estimation of the Parameters of Multiple Sinusoids from Noisy Measurements"." IEEE Transactions on Acoustics, Speech, and Signal Processing 37, no. 3, 378 - 392.

1988

  • R. Moses and A. Beex, 1988, ""Instrumental Variable Adaptive Array Processing"." IEEE Transactions on Aerospace and Electronic Systems 24, no. 2, 192 - 202.

1986

  • R. Moses and A. Beex, 1986, ""A Comparison of Numerator Estimators for ARMA Spectra"." IEEE Transactions on Acoustics, Speech, and Signal Processing ASSP-34, no. 6, 1668 - 1671.

1985

  • R. Moses, J. Cadzow, and A. Beex, 1985, ""A Recursive Procedure for ARMA Modeling"." IEEE Transactions on Acoustics, Speech, and Signal Processing ASSP-33, no. 4, 1188 - 1196.

Papers in Proceedings

2009

  • C. Austin*, E. Ertin, J. Ash, R. Moses ""On the Relation Between Sparse Sampling and Parametric Estimation"." in IEEE 13th Digital Signal Processing Workshop. Marco Island, (1 2009). 387 - 392.

2008

  • R. Moses and J. Ash ""Recursive SAR Imaging"." in Algorithms for Synthetic Aperture Radar Imagery XV, (Proc. SPIE Vol. 6978), SPIE Defense and Security Symposium. Orlando, (3 2008).
  • E. Ertin, R. L. Moses, and L. C. Potter ""Interferometric Methods for 3-D Target Reconstruction with Multi-Pass Circular SAR"." in 7th European Conference on Synthetic Aperture Radar (EUSAR 2008). Friedrichshafen, (6 2008).
  • C. Austin* and R. Moses ""Wide-Angle Sparse 3D Synthetic Aperture Radar Imaging for Nonlinear Flight Paths"." in IEEE National Aerospace and Electronics Conference (NAECON). Dayton, (7 2008). 330 - 336.
  • G. Arnold, T. Ross, L. Westerkamp, L. Carin, and R. Moses ""The ATR Center and ATRpedia"." in Algorithms for Synthetic Aperture Radar Imagery XV, (Proc. SPIE Vol. 6978), SPIE Defense and Security Symposium. Orlando, (3 2008).
  • Emre Ertin, R. Moses, and Lee C. Potter ""Multibaseline IFSAR for 3D target reconstruction"." in Algorithms for Synthetic Aperture Radar Imagery XV, (Proc. SPIE Vol. 6978), SPIE Defense and Security Symposium. Orlando, (3 2008).
  • A. Fasih*, E. Ertin, J. Ash, and R. Moses ""SAR Focusing Performance for Moving Objects with Random Motion Components"." in Proc. Asilomar Conference on Signals, Systems, and Computers. Pacific Grove, (10 2008). 1628 - 1632.
  • E. Ertin and R. Moses ""Through-the-wall SAR Attributed Scattering Center Feature Estimation"." in International Conference on Acoustics, Speech and Signal Processing (ICASSP 2008). Las Vegas, (4 2008).
  • J. Ash and R. Moses ""On Optimal Anchor Node Placement in Sensor Localization by Optimization of Subspace Principal Angles"." in International Conference on Acoustics, Speech and Signal Processing (ICASSP 2008). Las Vegas, (4 2008).
  • J. Jackson* and R. Moses ""Estimation Performance for Canonical Shape Features"." in IEEE International Geoscience and Remote Sensing Symposium. Boston, (7 2008). 1111 - 1114.
  • J. A. Jackson*, B. D. Rigling, and R. L. Moses ""Parametric Scattering Models for Bistatic Synthetic Aperture Radar"." in IEEE Radar Conference. Rome, (5 2008). 1 - 5.

2007

  • N. Ramakrishnan*, E. Ertin, R. Moses ""Joint enhancement of multichannel SAR data"." in Algorithms for Synthetic Aperture Radar Imagery XIV, (Proc. SPIE Vol. 6568), SPIE Defense and Security Symposium. Orlando, (4 2007).
  • E. Ertin, R. Moses, R. Marhefka, R. Burkholder, and J. Volakis ""Characterization of Building Interior Structure using Scattering Primitives"." in IEEE Adaptive Sensor Array Processing Workshop. Lexington, (6 2007).
  • J. Ash* and R. Moses ""Sensor Localization Error Decomposition: Theory and Applications"." in IEEE Statistical Signal Processing Workshop. Madison, (8 2007).
  • Emre Ertin; Christian D. Austin*; Samir Sharma; R. Moses; L.C. Potter ""GOTCHA experience report: three-dimensional SAR imaging with complete circular apertures"." in Algorithms for Synthetic Aperture Radar Imagery XIV, (Proc. SPIE Vol. 6568), SPIE Defense and Security Symposium. Orlando, (4 2007).
  • J. Jackson*, R. Moses ""Identifiability of 3D attributed scattering features from sparse nonlinear apertures"." in Algorithms for Synthetic Aperture Radar Imagery XIV, (Proc. SPIE Vol. 6568), SPIE Defense and Security Symposium. Orlando, (4 2007).
  • J. Ash* and R. Moses ""Relative and Absolute Errors in Sensor Network Localization"." in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2007). Honolulu, (4 2007). 1033 - 1036.
  • E. Ertin, R. Moses, and L. Potter ""Enhanced Imaging over Complete Circular Apertures"." in IEEE Adaptive Sensor Array Processing Workshop. Lexington, (6 2007).

2006

  • C. Austin* and R. Moses ""Interferometric synthetic aperture radar detection and estimation based 3D image reconstruction"." in Algorithms for Synthetic Aperture Radar Imagery XII (Proc. SPIE vol. 6237), SPIE Defense and Security Symposium. Orlando, (4 2006).
  • J. Jackson* and R. Moses ""Feature extraction algorithm for 3D scene modeling and visualization using monostatic SAR"." in Algorithms for Synthetic Aperture Radar Imagery XII (Proc. SPIE vol. 6237), SPIE Defense and Security Symposium. Orlando, (4 2006).
  • R.J. Burkholder, C.P. Lim, R.J. Marhefka, R. Moses, L. Potter and J.L. Volakis ""RF Penetration in Presence of Multiple Penetrable Walls with Enclosed Objects"." in DARPA Urban Propagation Workshop. San Diego, (10 2006).

2005

  • J. Wilden, M. Jansen, J. Agniel, and R. Moses ""Geolocation of Wireless Sensors with Nonuniform GPS Availability: Experimental Results"." in Military Communications Conference. Atlantic City, (10 2005).
  • C. Austin* and R. Moses ""IFSAR Processing for 3D Target Reconstruction"." in Algorithms for Synthetic Aperture Radar Imagery (Proc. SPIE vol. 5808), SPIE Defense and Security Symposium. Orlando, (3 2005).
  • R. Moses, P. Adams, and T. Biddlecome ""Three-Dimensional Target Visualization from Wide-Angle IFSAR Data"." in Algorithms for Synthetic Aperture Radar Imagery (Proc. SPIE vol. 5808), SPIE Defense and Security Symposium. Orlando, (3 2005).
  • R. Moses and L. Potter ""Noncoherent 2D and 3D SAR Reconstruction from Wide-angle Measurements"." in 13th Annual Adaptive Sensor Array Processing Workshop (ASAP 2005). Lexington, (6 2005).
  • J. Ash* and R. Moses ""Outlier Compensation in Sensor Network Self-Localization Via the EM Algorithm"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 05). Philadelphia, (3 2005).
  • M. Cetin and R. Moses ""SAR Imaging from Partial-Aperture Data with Frequency-Band Omissions"." in Algorithms for Synthetic Aperture Radar Imagery (Proc. SPIE vol. 5808), SPIE Defense and Security Symposium. Orlando, (3 2005).
  • J. Wilden, J. Agniel, and R. Moses ""Geolocation of Wireless Sensors with Nonuniform GPS Availability"." in Unattended Ground Sensor Technologies and Applications VII (Proc. SPIE vol. 5796), SPIE Defense and Security Symposium. Orlando, (3 2005).

2004

  • B. Rigling* and R. Moses ""GTD-based Scattering Models for Bisantic SAR"." in Algorithms for Synthetic Aperture Radar Imagery XI (Proc. SPIE vol. 5427), SPIE Defense and Security Symposium. Orlando, (4 2004).
  • A. Ihler*, J. Fisher III, R. Moses, and A. Willsky ""Nonparametric Belief Propagation for Self-Calibration in Sensor Networks"." in 3rd International Symposium on Information Processing in Sensor Networks (IPSN 04). Berkeley, (4 2004).
  • R. Moses, M. Cetin, and L. Potter ""Wide Angle SAR Imaging"." in Algorithms for Synthetic Aperture Radar Imagery XI (Proc. SPIE vol. 5427), SPIE Defense and Security Symposium. Orlando, (4 2004).
  • E. Ertin, R. Moses, and L. Potter ""Network Parameter Estimation with Detection Failures"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 04). Quebec, (5 2004).
  • J. Wilden, J. Agniel, R. Moses and J. Ash* ""Position and Orientation for Distributed Sensors: The PODIS Network"." in MSS Symposium on Battlefield Acoustics and Seismic Sensing. Laurel, (9 2004).
  • G. Titi, E. Zelnio, K. Naidu, R. Dilsavor, M. Minardi, N. Subotic, R. Moses, L. Potter, L. Lin, R. Bhalla, and J. Nehrbass ""Visual SAR Using All Degrees of Freedom"." in MSS Tri-Service Radar Symposium. Albuquerque, (6 2004).
  • J. Jackson* and R. Moses ""Mixture Density Clutter Models for VHF SAR Imagery"." in Algorithms for Synthetic Aperture Radar Imagery XI (Proc. SPIE vol. 5427), SPIE Defense and Security Symposium. Orlando, (4 2004).
  • R. Moses, E. Ertin, and C. Austin* ""Synthetic Aperture Radar Visualization"." in 38th Asilomar Conference on Signals, Systems, and Computers. Pacific Grove, (11 2004).

2003

  • B. Rigling* and R. Moses ""Three-Dimensional Surface Reconstruction from Multistatic SAR Images"." in Algorithms for Synthetic Aperture Radar Imagery X (Proc. SPIE vol. 5095) SPIE Defense and Security Symposium. Orlando, (4 2003).
  • W. Garber* and R. Moses ""Self-Localization of Three-Dimensional Sensor Networks"." in 2003 IEEE Workshop on Statistical Signal Processing (ISSP '03). St. Louis, (1 2003).
  • J. Ash* and R. Moses ""Acoustic Sensor Network Self-Localization: Experimental Results"." in MSS Symposium on Battlefield Acoustics and Seismic Sensing. Laurel, (10 2003).
  • A. Savvides*, W. Garber*, R. Moses, and M. Srivastava ""On the Error Characteristics of Multi-Hop Node Localization in Ad-Hoc Sensor Networks"." in 2nd International Symposium on Information Processing on Sensor Networks (IPSN 03). Palo Alto, (4 2003).
  • G. Whipps* and R. Moses ""A Combined Order Selection and Parameter Estimation Algorithm for Coupled Harmonies"." in MSS Symposium on Battlefield Acoustics and Seismic Sensing. Laurel, (10 2003).

2002

  • U. Baysal* and R. Moses ""On the Geometry of Isotropic Wideband Arrays"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 02). Orlando, (5 2002).
  • R. Moses, R. Patterson*, and W. Garber* ""Self Localization of Acoustic Sensor Networks"." in MSS Symposium on Battlefield Acoustics and Seismic Sensing. Laurel, (9 2002).
  • R. Moses and R. Patterson* ""Self-Calibration of Sensor Networks"." in Unattended Ground Sensor Technologies and Applications IV (Proc. SPIE vol. 4743), SPIE Defense and Security Symposium. Orlando, (4 2002).

2001

  • U. Baysal* and R. Moses ""Optimal Array Geometries for Wideband DOA Estimation"." in MSS Symposium on Battlefield Acoustics and Seismic Sensing. Laurel, (10 2001).
  • R. Moses, R. Patterson*, D. Krishnamurthy*, N. Srour, and T. Pham ""Self-Calibration of Unattended Ground Sensor Networks"." in 5th Annual Federated Laboratory Symposium on Advanced Sensors. College Park, (3 2001).
  • R. Moses, D. Krishnamurthy*, and R. Patterson* ""An Auto-Calibration Method for Unattended Ground Sensors"." in MSS Symposium on Battlefield Acoustics and Seismic Sensing. Laurel, (10 2001).

2000

  • H.C. Chiang*, R. Moses, and L. Potter ""Classification Performance Prediction Using Parametric Scattering Feature Models"." in Algorithms for Synthetic Aperture Radar Imagery VII (Proc. SPIE vol. 4053), SPIE Aerospace Sensing Symposium. Orlando, (4 2000).
  • A. Sharma* and R. Moses ""CFAR Target Detection in Tree Scattering Interference"." in 4th Annual Federated Laboratory Symposium on Advanced Sensors. College Park, (3 2000).
  • B. Rigling*, L. Potter, and R. Moses ""Relative Information in Phase of Radar Range Profiles"." in Algorithms for Synthetic Aperture Radar Imagery VII, (Proc. SPIE vol. 4053), SPIE Aerospace Sensing Symposium. Orlando, (4 2000).
  • A. Sabharwal*, U. Mitra, and R. Moses ""Low Complexity MMSE Receivers for Multirate DS-CDMA Systems"." in Conference on Information Sciences and Systems. Princeton, (3 2000).
  • R. Moses and L. Potter ""An Acoustic Array for Undergraduate Instruction"." in First Signal Processing Education Workshop. Hunt, (10 2000).
  • Y. Akyildiz* and R. Moses ""Structure Selection in Synthetic Aperture Radar Scattering Models"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 00). Istanbul, (6 2000).
  • R. Moses, L. Potter, B. Rigling*, and Y. Akyildiz* ""Scattering Center Models for Feature Extraction in SAR Imagery"." in Progress in Electromagnetics Research Symposium (PIERS 2000). Cambridge, (7 2000).
  • A. Sharma* and R. Moses ""Matched Subspace Detectors for Discrimination of Targets from Trees in SAR Imagery"." in 34th Asilomar Conference on Signals, Systems, and Computers. (10 2000).
  • A. Kim*, S. Dogan*, J. Fisher, R. Moses, and A. Willsky ""Attributing Scatterer Anisotropy for Model Based ATR"." in Algorithms for Synthetic Aperture Radar Imagery VII, (Proc. SPIE vol. 4053), SPIE Aerospace Sensing Symposium. Orlando, (4 2000).

1999

  • A. Dean*, T. Miller*, R. Moses, and L. Potter ""Discrimination Features for Ultra-Wideband SAR Target Detection"." in 3rd Annual Federated Laboratory Symposium on Advanced Sensors. College Park, (2 1999).
  • A. Sabharwal*, U. Mitra and R. Moses ""Cyclic Wiener Filtering Based Multirate DS/CDMA Receivers"." in IEEE Wireless Communications and Networking Conference. New Orleans, (9 1999).
  • M. Koets* and R. Moses ""Feature Extraction using Attributed Scattering Center Models on SAR Imagery"." in Algorithms for Synthetic Aperture Radar Imagery VI, (Proc. SPIE vol. 3721), SPIE Aerospace Sensing Symposium. Orlando, (4 1999).
  • R. Moses and Y. Akyildiz* ""A Scattering Center Model for SAR Imagery"." in EOS/SPIE Symposium on Remote Sensing. Florence, (9 1999).
  • H. Chiang* and R. Moses ""ATR Performance Prediction Using Attributed Scattering Features"." in Algorithms for Synthetic Aperture Radar Imagery VI (Proc. SPIE vol. 3721), SPIE Aerospace Sensing Symposium. Orlando, (4 1999).
  • R. Kapoor, L. Nguyen, J. Marble, J. Gorman, L. Potter, and R. Moses ""The Test and Evaluation of an Advanced Feature Set for Discriminating Tactical Targets in UWB SAR Imagery"." in 3rd Annual Federated Laboratory Symposium on Advanced Sensors. College Park, (2 1999).
  • M. Koets* and R. Moses ""Image Domain Feature Extraction from Synthetic Aperture Imagery"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 99). Phoenix, (3 1999).
  • H. Chiang*, R. Moses, and W. Irving ""Performance Estimation of Model-Based Automatic Target Recognition Using Attributed Scattering Center Features"." in International Conference on Image Analysis and Processing. Venice, (9 1999).

1998

  • R. Moses, L. Potter, H. Chiang*, M. Koets*, and A. Sabharwal* ""A Parametric Attributed Scattering Center Model for SAR Automatic Target Recognition"." in DARPA Image Understanding Workshop. Monterey, (11 1998).
  • R. Srinivasan*, U. Mitra and R. Moses ""Frequency-based Rate Separation for Dual-Rate CDMA Signals"." in Conference on Information Sciences and Systems. Princeton, (3 1998).
  • T. Miller*, L. Potter, and R. Moses ""Ultra-Wideband Synthetic Aperture Radar Target Detection"." in 2nd Annual Federated Laboratory Symposium on Advanced Sensing. College Park, (2 1998).

1997

  • M. Gerry*, L. Potter, and R. Moses ""A Parametric Model for Synthetic Aperture Radar Measurements"." in DARPA Image Understanding Workshop. New Orleans, (5 1997).
  • M. Gerry*, L. Potter, R. Moses and M. Koets* ""Image Domain Scattering Center Models for Synthetic Aperture Radar"." in IEEE Workshop on Nonlinear Signal and Image Processing. Mackinac Island, (9 1997).
  • E. Erten*, R. Moses, and L. Potter ""Performance Analysis of Anisotropic Scattering Center Detection"." in Algorithms for Synthetic Aperture Radar Imagery IV, (Proc. SPIE vol. 3070), SPIE Aerospace Sensing Symposium. Orlando, (4 1997).
  • R. Moses and L. Potter ""Feature Extraction using Attributed Scattering Center Models for Model-Based Automatic Target Recognition"." in DARPA Image Understanding Workshop. New Orleans, (5 1997).

1996

  • A. Sabharwal*, C. Ying*, R. Moses, and L. Potter ""Model Order Selection for Summation Models"." in 30th Asilomar Conference on Signals, Systems and Computers. Pacific Grove, (11 1996).
  • C. Ying*, H. Chiang*, R. Moses, and L. Potter ""Complex SAR Phase History Modeling Using Two Dimensional Parametric Estimation Techniques"." in Algorithms for Synthetic Aperture Radar Imagery III (Proc. SPIE vol. 2757), SPIE Aerospace Sensing Symposium. Orlando, (4 1996).

1995

  • H. Chiang*, R. Moses, S. Ahalt, and L. Potter ""Statistical Properties of Linear Correlators for Image Pattern Classification with Application to SAR Imagery"." in Automatic Object Recognition V (Proc. SPIE vol. 2485), SPIE Aerospace Sensing Symposium. Orlando, (4 1995).
  • R. Moses, T. Soderstrom, and J. Sorelius* ""Effects of Multipath-Induced Angular Spread on Direction of Arrival Estimators in Array Signal Processing"." in IEEE/IEE Workshop on Signal Processing Methods in Multipath Environments. Glasgow, (4 1995).
  • M. Cedervall* and R. Moses ""Extension of Decoupled ML to Coherent Multipath Signals"." in 29th Asilomar Conference on Signals, Systems, and Computers. Pacific Grove, (10 1995).
  • M. Cedervall*, P. Stoica, and R. Moses ""MODE-type Algorithm for Estimating Damped, Undamped, or Explosive Modes"." in 29th Asilomar Conference on Signals, Systems, and Computers. Pacific Grove, (10 1995).
  • H. Chiang*, R. Moses, and S. Ahalt ""Analysis and Modification of Linear Correlators for Image Pattern Classification"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 95). Detroit, (5 1995).
  • M. Cedervall* and R. Moses ""Extension of Decoupled ML to Coherent Multipath Signals"." in Nordic Radio Symposium. Saltsjobaden, (4 1995).

1994

  • C. Ying* and R. Moses ""On Model Order Determination of Complex Exponential Signals"." in 10th IFAC Symposium on System Identification. Copenhagen, (7 1994).
  • C. Ying*, L. Potter, and R. Moses ""On Model Order Determination of Complex Exponential Signals: Performance of an FFT-Initialized ML Algorithm"." in 7th Signal Processing Workshop on Statistical Signal and Array Processing. Quebec City, (6 1994).
  • R. Dilsavor* and R. Moses ""Fully Polarimetric GLRT for Detecting Targets with Unknown Amplitude, Phase, and Tilt Angle in Terrain Clutter"." in Automatic Object Recognition IV (Proc. SPIE vol. 2234), SPIE Aerospace Sensing Symposium. Orlando, (4 1994).
  • R. Carriere*, L. Potter, R. Moses, and C. Ying* ""Radar Target Modeling: A GTD-based Approach"." in Automatic Object Recognition IV (Proc. SPIE vol. 2234), SPIE Aerospace Sensing Symposium. Orlando, (4 1994).

1993

  • W. Pierson*, C. Ying*, R. Moses, and W. Steedly* ""Accuracy and Computation Comparisons of TLS-Prony, Burg, and FFT-based Scattering Center Extraction Algorithms"." in Automatic Object Recognition III (Proc. SPIE vol. 1960), SPIE Aerospace Sensing Symposium. Orlando, (4 1993).
  • R. Moses ""An Integrated Approach to Feature-Based Automatic Target Recognition"." in Joint Automatic Target Recognition Conference. Lexington, (11 1993).
  • W. Steedly*, C. Ying*, and R. Moses ""Statistical Analysis of True and Extraneous Mode Estimates for the TLS-Prony Algorithm"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 93). Minneapolis, (4 1993).
  • R. Slyh* and R. Moses ""Microphone Array Speech Enhancement in Overdetermined Signal Scenarios"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 93). Minneapolis, (4 1993).
  • J. Sacchini*, W. Steedly*, and R. Moses ""Full Polarization Two Dimensional Prony Modeling with Application to Radar Target Identification"." in Automatic Object Recognition III (Proc. SPIE vol. 1960), SPIE Aerospace Sensing Symposium. Orlando, (4 1993).
  • C. Ying*, R. Moses, and S. Ahalt ""Maximum Likelihood Estimation of Exponential Signals Using Artificial Neural Networks"." in World Conference on Neural Networks. Portland, (7 1993).

1992

  • R. Dilsavor* and R. Moses ""A Polarimetric Generalized Likelihood Ratio Detector for Scattering Centers in K-distributed Clutter"." in 26th Asilomar Conference on Signals, System, and Computers. Pacific Grove, (10 1992).
  • J. Sacchini*, W. Steedly*, and R. Moses ""Two-Dimensional Prony Modeling and Parameter Estimation"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '92). San Francisco, (3 1992).
  • W. Steedly* and R. Moses ""A Modified TLS-Prony Method Using Data Decimation"." in Automatic Object Recognition II Automatic Object Recognition III (Proc. SPIE vol. 1700), SPIE Aerospace Sensing Symposium. Orlando, (4 1992).
  • W. Steedly*, C. Ying*, and R. Moses ""Resolution Bounds and Detection Results for Scattering Centers"." in IEEE International Radar Conference. Brighton, (10 1992).

1991

  • I. Jouny*, F. Garber, R. Moses, and E. Walton ""Applications of the Bispectrum in Radar Signature Analysis and Target Identification"." in Automatic Object Recognition (Proc. SPIE vol. 1471), SPIE Aerospace Sensing Symposium. Orlando, (4 1991).
  • W. Steedly* and R. Moses ""The Cramer-Rao Bound for Pole and Amplitude Estimates of Damped Exponential Signals in Noise"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '91). Toronto, (5 1991).
  • W. Steedly*, C. Ying*, and R. Moses ""Statistical Analysis of SVD-Based Prony Techniques"." in 25th Asilomar Conference on Signals, Systems, and Computers. Pacific Grove, (11 1991).
  • R. Dilsavor* and R. Moses ""Analysis of Modified SMI Method for Adaptive Array Weight Control"." in 9th IFAC/IFORS Symposium on Identification and System Parameter Estimation. Budapest, (7 1991).
  • R. Carriere* and R. Moses ""High Resolution Parametric Modeling of Canonical Radar Scatterers with Application to Radar Target Identification"." in International Conference on Systems Engineering. Dayton, (8 1991).
  • I. Jouny*, F. Garber, and R. Moses ""Classification of Radar Signals using the Bispectrum"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '91). Toronto, (5 1991).

1990

  • W. Steedly* and R. Moses ""High Resolution Exponential Modeling of Fully Polarized Radar Returns"." in International Conference on Systems Engineering. Pittsburgh, (8 1990).

1989

  • R. Slyh* and R. Moses ""Formant Estimation Using Singular Value Decomposition"." in 32nd Midwest Symposium on Circuits and Systems. Urbana, (8 1989).

1988

  • R. Moses and D. Liu* ""On Non-Negative Definiteness of Estimated Moving Average Autocovariance Sequences"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '88). (4 1988).
  • R. Carriere* and R. Moses ""Autoregressive Moving Average Modeling of Radar Target Signatures"." in IEEE National Radar Conference. Ann Arbor, (4 1988).
  • A. Krishnamurthy and R. Moses ""Formant Estimation from Noisy Voiced Speech"." in 115th Meeting of the Acoustical Society of America. Seattle, (5 1988).
  • R. Moses, J. Li*, and P. Stoica ""Accuracy Properties of High Order Yule-Walker Equation Estimators for Sinusoidal Frequencies"." in 8th IFAC/IFORS Symposium on Identification and System Parameter Estimation. Beijing, (8 1988).
  • R. Moses and J. Carl* ""Autoregressive Modeling of Radar Data with Application to Target Identification"." in IEEE National Radar Conference. Ann Arbor, (4 1988).
  • R. Moses and D. Liu* ""Determining the Closest Stable Polynomial to an Unstable One"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '88). (4 1988).

1987

  • R. Moses, P. Stoica, B. Friedlander, and T. Soderstrom ""An Efficient Linear Method for ARMA Spectral Estimation"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '87). Dallas, (4 1987).

1986

  • S. Roach*, R. Moses, and S. Yurkovich ""On the Numerical and Statistical Properties of Instrumental Variable Lattice Algorithms"." in 29th Midwest Symposium on Circuits and Systems. Lincoln, (8 1986).
  • P. Stoica, R. Moses, B. Friedlander, and T. Soderstrom ""Maximum likelihood estimation of the parameters of multiple sinusoids from noisy measurements"." in 3rd ASSP Workshop on Spectrum Estimation and Modeling. Boston, (11 1986).
  • A. Damen, R. Moses, P. Van Den Hof, and Y. Tomita ""Bounds on the Simulation Power of Equation Error Estimates"." in 25th Conference on Decision and Control. Athens, (12 1986).

1985

  • R. Moses and P. Berben* ""An Optimal and Suboptimal Approximate Partial Realization"." in 1985 Benelux Meeting on Systems and Control. Louvain-la-Neuve, (1 1985).
  • R. Moses ""Optimal Approximate Stochastic Partial Realization"." in Symposium on Mathematical Theory of Networks and Systems. Stockholm, (6 1985).
  • R. Moses and A. Beex ""Instrumental Variable Methods for Array Processing"." in IASTED International Symposium on Applied Signal Processing and Digital Filtering. Paris, (6 1985).

1984

  • R. Moses and A. Beex ""A Comparison of ARMA Numerator Estimators"." in 27th Midwest Symposium on Circuits and Systems. Morgantown, (6 1984).
  • R. Smith and R. Moses ""Time and Space Domain Filtering for Improved HF Communication"." in AGARD Electromagnetic Wave Propagation Panel Symposium. Athens, (6 1984).

1983

  • R. Moses ""Fast Recursive AR Estimation from an Overdetermined System of Extended Yule-Walker Equations"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '83). Boston, (4 1983).

1982

  • R. Moses ""Lattice Filters for System Identification"." in 14th Southeastern Symposium on System Theory. Blacksburg, (4 1982).

1981

  • J. Cadzow and R. Moses ""An Adaptive ARMA Spectral Estimator (Parts I and II)." in 1st IEEE Spectral Estimation Workshop. Hamilton, (8 1981).
  • J. Cadzow and R. Moses ""A Superresolution Method of ARMA Spectral Estimation"." in International Conference on Acoustics, Speech, and Signal Processing (ICASSP '81). Atlanta, (3 1981).

Patents

  • R. Moses, J. Kuzma, and K. Ostrander. "Lightning Strike Detection System Capable of Quickly Determining an Invalid Correlation of Strike Signaling." Patent number: 5,303,152
  • J. Kuzma, K. Ostrander, R. Moses, and B. Stevens, Jr.. "Sampled Data Lightning Strike Detection and Mapping System Capable of Early Detection of an Invalid Strike from Sampled Data and Quick Resumption of Monitoring an Incoming Signal." Patent number: 5,305,210
  • R. Moses, J. Kuzma, K. Ostrander, W. White, and B. Stevens, Jr.. "System for Classifying Lightning Strikes to Enhance Location Estimation Thereof." Patent number: 5,325,299
  • R. Moses. "Statistically-Based Thunderstorm Cell Detection and Mapping System." Patent number: 5,528,494
  • R. Moses, J. Kuzma, K. Ostrander, and B. Stevens, Jr.. "Lightning Strike Detection and Mapping System." Patent number: 5,537,318
  • R. Slyh, R. Moses, and T. Anderson. "Analysis/Synthesis-Based Microphone Array Speech Enhancer with Variable Signal Distortion." Patent number: 5,574,874
  • J. Greenewald and R. Moses. "Thunderstorm Cell Detection and Mapping System for Identifying and Ranging Thunderstorm Cells by Clustering Single Strike Lightning Observations." Patent number: 5,610,813