Abstract:
This paper deals with the problem of adaptive multidimensional/multichannel signal detection in homogeneous Gaussian disturbance with unknown covariance matrix and struct...Show MoreMetadata
Abstract:
This paper deals with the problem of adaptive multidimensional/multichannel signal detection in homogeneous Gaussian disturbance with unknown covariance matrix and structured (unknown) deterministic interference. The aforementioned problem extends the well-known Generalized Multivariate Analysis of Variance (GMANOVA) tackled in the open literature. In Part I of this paper, we have obtained the Maximal Invariant Statistic (MIS) for the problem under consideration, as an enabling tool for the design of suitable detectors which possess the Constant False Alarm Rate (CFAR) property. Herein, we focus on the development of several theoretically founded detectors for the problem under consideration. First, all the considered detectors are shown to be function of the MIS, thus proving their CFARness property. Second, coincidence or statistical equivalence among some of them in such a general signal model is proved. Third, strong connections to well-known (simpler) scenarios analyzed in adaptive detection literature are established. Finally, simulation results are provided for a comparison of the proposed receivers.
Published in: IEEE Transactions on Signal Processing ( Volume: 64, Issue: 11, June 2016)
University of Naples “Federico II”, Naples, Italy
Domenico Ciuonzo (S’11–M’14) received the B.Sc. and M.Sc. (summa cum laude) degrees in computer engineering and the Ph.D., respectively in 2007, 2009 and 2013, from Second University of Naples (SUN), Aversa, Italy. In 2011 he was involved in the Visiting Researcher Programme of NATO CMRE, La Spezia, Italy. In 2012 he was a visiting scholar at the ECE Dept. of University of Connecticut, Storrs, US. In 2015 he held a visiti...Show More
Domenico Ciuonzo (S’11–M’14) received the B.Sc. and M.Sc. (summa cum laude) degrees in computer engineering and the Ph.D., respectively in 2007, 2009 and 2013, from Second University of Naples (SUN), Aversa, Italy. In 2011 he was involved in the Visiting Researcher Programme of NATO CMRE, La Spezia, Italy. In 2012 he was a visiting scholar at the ECE Dept. of University of Connecticut, Storrs, US. In 2015 he held a visiti...View more
University of Naples “Federico II”, Naples, Italy
Antonio De Maio (S’01–A’02–M’03–SM’07–F’13) was born in Sorrento, Italy, on June 20, 1974. He received the Dr. Eng. degree (with honors) and the Ph.D. degree in information engineering, both from the University of Naples Federico II, Naples, Italy, in 1998 and 2002, respectively. From October to December 2004, he was a Visiting Researcher with the U.S. Air Force Research Laboratory, Rome, NY. From November to December 200...Show More
Antonio De Maio (S’01–A’02–M’03–SM’07–F’13) was born in Sorrento, Italy, on June 20, 1974. He received the Dr. Eng. degree (with honors) and the Ph.D. degree in information engineering, both from the University of Naples Federico II, Naples, Italy, in 1998 and 2002, respectively. From October to December 2004, he was a Visiting Researcher with the U.S. Air Force Research Laboratory, Rome, NY. From November to December 200...View more
Università degli Studi “Niccolà Cusano”, Roma, Italy
Danilo Orlando (SM’13) was born in Gagliano del Capo, Italy, on August 9, 1978. He received the Dr. Eng. degree (with honors) in computer engineering and the Ph.D. degree (with maximum score) in information engineering, both from the University of Salento (formerly University of Lecce), Italy, in 2004 and 2008, respectively. From July 2007 to July 2010, he has worked with the University of Cassino (Italy), engaged in a re...Show More
Danilo Orlando (SM’13) was born in Gagliano del Capo, Italy, on August 9, 1978. He received the Dr. Eng. degree (with honors) in computer engineering and the Ph.D. degree (with maximum score) in information engineering, both from the University of Salento (formerly University of Lecce), Italy, in 2004 and 2008, respectively. From July 2007 to July 2010, he has worked with the University of Cassino (Italy), engaged in a re...View more
Contents University of Naples “Federico II”, Naples, Italy
Domenico Ciuonzo (S’11–M’14) received the B.Sc. and M.Sc. (summa cum laude) degrees in computer engineering and the Ph.D., respectively in 2007, 2009 and 2013, from Second University of Naples (SUN), Aversa, Italy. In 2011 he was involved in the Visiting Researcher Programme of NATO CMRE, La Spezia, Italy. In 2012 he was a visiting scholar at the ECE Dept. of University of Connecticut, Storrs, US. In 2015 he held a visiting appointment at Department of Electronics and Telecommunications, Norwegian University of Science and Technology, Trondheim, Norway. Since 2014 he is a PostDoc researcher at DIETI, University of Naples, “Federico II”, Italy. His research interests are mainly in the areas of Data Fusion, Statistical Signal Processing, Target Tracking and Wireless Sensor Networks. His reviewing activity was recognized by IEEE Communications Letters and IEEE Transactions on Communications, which nominated him “Exemplary Reviewer” in 2013 and 2014, respectively. Since 2014 he serves as Associate Editor for the IEEE Aerospace and Electronic Systems Magazine.
Domenico Ciuonzo (S’11–M’14) received the B.Sc. and M.Sc. (summa cum laude) degrees in computer engineering and the Ph.D., respectively in 2007, 2009 and 2013, from Second University of Naples (SUN), Aversa, Italy. In 2011 he was involved in the Visiting Researcher Programme of NATO CMRE, La Spezia, Italy. In 2012 he was a visiting scholar at the ECE Dept. of University of Connecticut, Storrs, US. In 2015 he held a visiting appointment at Department of Electronics and Telecommunications, Norwegian University of Science and Technology, Trondheim, Norway. Since 2014 he is a PostDoc researcher at DIETI, University of Naples, “Federico II”, Italy. His research interests are mainly in the areas of Data Fusion, Statistical Signal Processing, Target Tracking and Wireless Sensor Networks. His reviewing activity was recognized by IEEE Communications Letters and IEEE Transactions on Communications, which nominated him “Exemplary Reviewer” in 2013 and 2014, respectively. Since 2014 he serves as Associate Editor for the IEEE Aerospace and Electronic Systems Magazine.View more
University of Naples “Federico II”, Naples, Italy
Antonio De Maio (S’01–A’02–M’03–SM’07–F’13) was born in Sorrento, Italy, on June 20, 1974. He received the Dr. Eng. degree (with honors) and the Ph.D. degree in information engineering, both from the University of Naples Federico II, Naples, Italy, in 1998 and 2002, respectively. From October to December 2004, he was a Visiting Researcher with the U.S. Air Force Research Laboratory, Rome, NY. From November to December 2007, he was a Visiting Researcher with the Chinese University of Hong Kong, Hong Kong. Currently, he is a Professor with the University of Naples Federico II. His research interest lies in the field of statistical signal processing, with emphasis on radar detection, optimization theory applied to radar signal processing, and multiple-access communications. Dr. De Maio is the recipient of the 2010 IEEE Fred Nathanson Memorial Award.
Antonio De Maio (S’01–A’02–M’03–SM’07–F’13) was born in Sorrento, Italy, on June 20, 1974. He received the Dr. Eng. degree (with honors) and the Ph.D. degree in information engineering, both from the University of Naples Federico II, Naples, Italy, in 1998 and 2002, respectively. From October to December 2004, he was a Visiting Researcher with the U.S. Air Force Research Laboratory, Rome, NY. From November to December 2007, he was a Visiting Researcher with the Chinese University of Hong Kong, Hong Kong. Currently, he is a Professor with the University of Naples Federico II. His research interest lies in the field of statistical signal processing, with emphasis on radar detection, optimization theory applied to radar signal processing, and multiple-access communications. Dr. De Maio is the recipient of the 2010 IEEE Fred Nathanson Memorial Award.View more
Università degli Studi “Niccolà Cusano”, Roma, Italy
Danilo Orlando (SM’13) was born in Gagliano del Capo, Italy, on August 9, 1978. He received the Dr. Eng. degree (with honors) in computer engineering and the Ph.D. degree (with maximum score) in information engineering, both from the University of Salento (formerly University of Lecce), Italy, in 2004 and 2008, respectively. From July 2007 to July 2010, he has worked with the University of Cassino (Italy), engaged in a research project on algorithms for track-before-detect of multiple targets in uncertain scenarios. From September to November 2009, he has been a Visiting Scientist at the NATO Undersea Research Centre (NURC), La Spezia (Italy). From September 2011 to April 2015, he has worked at Elettronica SpA engaged as system analyst in the field of Electronic Warfare. In May 2015, he joined Università degli Studi “Niccolò Cusano,” where he is currently Associate Professor. His main research interests are in the field of statistical signal processing and image processing with more emphasis on adaptive detection and tracking of multiple targets in multisensor scenarios. He has held visiting positions with the department of Avionics and Systems of ENSICA (now Institut Supérieur de l'aéronautique et de l’Espace, ISAE), Toulouse (France) in February–March 2007. He is author or co-author of more than 50 scientific publications in international journals, conferences, and books.
Danilo Orlando (SM’13) was born in Gagliano del Capo, Italy, on August 9, 1978. He received the Dr. Eng. degree (with honors) in computer engineering and the Ph.D. degree (with maximum score) in information engineering, both from the University of Salento (formerly University of Lecce), Italy, in 2004 and 2008, respectively. From July 2007 to July 2010, he has worked with the University of Cassino (Italy), engaged in a research project on algorithms for track-before-detect of multiple targets in uncertain scenarios. From September to November 2009, he has been a Visiting Scientist at the NATO Undersea Research Centre (NURC), La Spezia (Italy). From September 2011 to April 2015, he has worked at Elettronica SpA engaged as system analyst in the field of Electronic Warfare. In May 2015, he joined Università degli Studi “Niccolò Cusano,” where he is currently Associate Professor. His main research interests are in the field of statistical signal processing and image processing with more emphasis on adaptive detection and tracking of multiple targets in multisensor scenarios. He has held visiting positions with the department of Avionics and Systems of ENSICA (now Institut Supérieur de l'aéronautique et de l’Espace, ISAE), Toulouse (France) in February–March 2007. He is author or co-author of more than 50 scientific publications in international journals, conferences, and books.View more
