Báo cáo hóa học: " Communications Systems Center, Northrop Grumman "
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- EURASIP Journal on Applied Signal Processing 2005:1, 1–3 c 2005 Hindawi Publishing Corporation Editorial Joe C. Chen Communications Systems Center, Northrop Grumman Space Technology, CA 90278, USA Email: joe.chen@ngc.com Amin G. Jaffer Space and Airborne Systems, Raytheon Company, CA 90245, USA Email: ajaffer@raytheon.com The sensor array technology has proven itself to be one of of sources determination, time delay estimation, direction of the most active research subjects in the past few decades. arrival and source localization, and STAP techniques. The initial concept, which originated from aerospace ap- Signal detection and number of sources determination plications, now finds itself evolving in many other dimen- sions to a vast variety of applications. Recently, there has Signal detection is an essential part of a sensor array sys- been a lot of interest in developing sensor networks for the tem. The detector is responsible for initiating the estimator military and security to monitor an area, including detect- once a desired signal is detected as present. The signal de- ing, identifying, locating, and tracking the emission signals tector needs to be accurate and fast at the same time to be effective. In many applications of sensor array, there may of interest. Similar ideas have been found in microphone and seismic arrays, where audio/seismic signals can be en- be multiple desired signals of interest. Then, the detection hanced under noisy conditions and objects may be tracked problem becomes a determination of the number of sources with the directional capability the sensor array provides. The present. A correct determination of the number of sources is recent US FCC E911 requirement to locate the mobile phone as important as determining the whereabouts of the sources; users upon emergency has also brought a new wave of inter- therefore, this topic has been well studied in the literature in ests in the subject within the communications community. the theoretical settings. Recent focus of the topic has been on The research in smart antennas to combat multipath fad- applying the methodologies in more practical settings. The ing, provide interference suppression, and enhance capac- first two papers of this issue seek to provide new methods to ity for communication systems has also been a very pop- improve the performance and speed over the existing meth- ular subject. In the aerospace community, recent focus has ods. been on space-time adaptive processing (STAP) techniques The first paper by E. Fishler et al. addresses the prob- to provide state-of-the-art moving target detection in the lem of determining the number of sources impinging on presence of jamming and clutter and high-resolution radar the array for typical non-Gaussian communication signals. imaging. The proposed method is formulated by using the non- Over the years, the classical array signal processing meth- Gaussian distribution of transmitted signals in place of the ods have been modified toward different types of sensors Gaussian assumption in the classical minimum description with different classes of algorithms adapting to different sig- length (MDL) information theoretic criterion. The result- nals and media of propagation. Many seek to provide ro- ing more accurate formulation shows improved performance bust performance in practical environments or exploit new and higher-resolution capacity, that is, detecting a number of properties of a specific problem, and others seek to provide sources higher than the number of array elements. Further- efficient solutions with minimum implementation costs. In more, the authors present a novel analytical tool to predict the current issue, we collect a sample of the recent active the asymptotic performances of MDL estimators. The second paper by T. Oskiper and H. V. Poor considers efficient detec- research work in the area of sensor array. The current is- sue features 10 high-quality papers on the advances of sen- tion of a signal impinging on the array from an unknown sor array technology. Since the research in sensor array tech- angle. The proposed method is an extension of the classi- nology covers a wide range of topics, we have organized the cal CUSUM algorithm to include a parallel change detec- chosen papers in the areas of signal detection and number tion algorithm with a crude estimation of the incident angle.
- 2 EURASIP Journal on Applied Signal Processing The asymptotic mean detection delay and mean time be- of polarized seismic source localization is considered. The tween false alarms are given analytically to evaluate the ef- method is based on higher-order eigendecomposition of data fectiveness of the proposed algorithm. collected by a vector-sensor array, which is a tensorial version of the MUSIC algorithm combining DOA and signal polar- Time delay estimation ization estimation. Time delay estimation has been one of the earliest array sig- nal processing topics. Many directions of arrival (DOAs) and STAP techniques source localization algorithms, especially in acoustic array The last two papers are in the area of STAP techniques. In applications, perform the estimation after the relative time the paper by F. D. Lapierre and J. G. Verly, the improvement delay of the impinging signal across the array is first esti- of detecting slow-moving targets using bistatic STAP radar mated. The traditional time delay estimation methods have is presented. The authors consider the nonstationarity of the been extensively studied and have shown promising results covariance matrix snapshot statistics with respect to range in ideal environments. Recent studies have emphasized on and propose a practical registration-based range compensa- improving the time delay estimation techniques to work in tion using only a single realization of the stochastic snap- realistic environments, where reverberation exists in most in- shot at each range to improve the performance. The paper door areas, and would cause serious degradation using con- by Y. Zhang et al. deals with the subband array implementa- ventional methods. In the paper by Jingdong Chen et al., a tions of STAP algorithms. The steady-state performances of modified version of the average magnitude difference func- several subband arrays with centralized and localized feed- tion (AMDF) is proposed to provide robust estimation in back schemes, under different decimation rates, and for both both reverberant and strong noise environments. The perfor- unconstrained and constrained adaptation, are analyzed and mances of the new method and the traditional methods using compared. generalized cross-correlation (GCC) and AMDF are com- The wide range of topics in this special issue demon- pared under realistic reverberant and noisy environments. strates the applicability of the sensor array technology in var- ious fields. We would like to thank the authors and the re- Direction of arrival and source localization viewers for contributing their time and effort to make this The next five papers are in the most popular area of DOA special issue successful. We believe the readers will benefit and source localization. The paper by A. J. Weiss and from the papers in this issue and find them useful references A. Amar considers a direct position determination method for their own work. We also hope this special issue can serve of multiple radio signals. Direct location estimation is as a catalyst for further exciting research in the field of sensor more optimum than the common triangulation of inde- array systems. pendent source angle estimates from different sensor arrays, for example, base stations. The proposed method provides Joe C. Chen a maximum-likelihood-like estimation with only a two- Amin G. Jaffer dimensional search instead of the multidimensional search of the actual maximum-likelihood estimation. In the paper by P.-J. Chung et al., a recursive DOA estimation of multiple moving sources is presented. The technique uses a recursive Joe C. Chen received his Ph.D. degree in electrical engineering from the Univer- expectation-maximization (EM) along with a linear polyno- sity of California, Los Angeles (UCLA), mial model to improve the estimation in fast changing DOA USA, in 2002. Since 1997, he has been and bearing crossing situations. The proposed technique has with the Sensor and Electronic Systems the advantage of efficient implementation and can easily be Group, Raytheon Systems Company (for- extended to wideband applications. merly Hughes Aircraft), El Segundo, Calif, The next three papers deal with the advances of the well- working in the field of space-time adap- known multiple signal classification (MUSIC) algorithm for tive processing for airborne radar. Since the direction of arrival estimation. H. Yan and H. H. Fan 2002, he has been with Northrop Grumman present an improved cyclic MUSIC algorithm utilizing the Space Technology (formerly TRW), Redondo Beach, Calif, working cyclostationarity of communication signals. They show that in the field of protected communications with nulling antenna and the DOA estimation of cyclic MUSIC is biased and present a phased array antenna for communication satellites. Dr. Chen has been the Sensor Array Special Session Organizer of IEEE Instru- method to substantially reduce the estimation bias by prop- mentation and Measurement Technology Conference (IMTC) in erly choosing the steering vector frequency. In addition, the 2004, and currently serves as an Associate Editor of EURASIP Jour- cyclic conjugate correlation is exploited to further improve nal on Applied Signal Processing. He had numerous publications in ´ the estimation performance. The paper by P. Charge and Y. the sensor array area, particularly in the subject of wideband source Wang deals with an improved root-MUSIC-like DOA esti- localization and beamforming for acoustic signals, and he holds mation for cyclostationary signals. The cyclic property pro- a US patent in the area of processing of synthetic aperture radar vides signal selectivity, thus providing suppression of inter- (SAR) images. His research interests include estimation theory and ference. The estimation is low in computational cost since statistical signal processing as applied to sensor array systems, radar it only involves polynomial root finding in place of param- systems, and communication systems. Dr. Chen is a Member of the eter searching. In the paper by S. Miron et al., the problem Tau Beta Pi and Eta Kappa Nu Honor Societies.
- Editorial 3 Amin G. Jaffer is a Senior Principal Engineer at Raytheon Space and Airborne Systems, El Segundo, Calif, USA. He obtained the M.S.E.E. degree from the University of Wisconsin, Madison, and the Ph.D. degree in electrical engineering from Southern Methodist University, Dallas. He has over 32 years experience in the develop- ment and evaluation of techniques for detection, classification, and tracking in radar and sonar systems, including adaptive beamform- ing and space-time adaptive processing (STAP). The applications included TPQ-36 and -37 radars, ADCAP smart torpedo sonar sys- tem, and SURTASS surveillance system. He has published 36 pa- pers in adaptive processing, estimation theory, and target tracking. He is also the holder of a US patent on clutter tuning for bistatic radar systems. Dr. Jaffer has taught courses in electrical engineer- ing at California State University, and courses on STAP at Raytheon Company. He was the recipient of Raytheon Individual and Team Achievement Awards in 1996, 1998, 2002, and 2003 for contribu- tions to development of advanced signal processing methods for applications to radar and sonar systems.
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