Network-centric MFA tracking architectures
Proceedings of the Fifth International Conference on Information Fusion. FUSION 2002. (IEEE Cat.No.02EX5997) - Tập 1 - Trang 520-526 vol.1
Tóm tắt
Multiple frame association (MFA) based on multiple dimensional assignment problems has been developed for a centralized communication and tracking architecture, but such an architecture suffers from communication overloading, single-point failure, and data latency over the network of platforms. Thus, one must turn to decentralized architectures with the objectives being to affordably preserve the quality of MFA attained on a centralized architecture while managing communication loading and achieving a consistent air picture across the multiple tracking platforms. Such objectives present some of the most challenging tracking research problems. Thus, the goal of this work is to develop and test some initial architectures developed for network centric (decentralized) multiple frame association (Network MFA), namely, MFA Centralized, Replicated MFA Centralized, Network MFA on Local Data and Network Tracks, and Network MFA on All Data and Network Tracks. Based on well-established performance metrics, the relative merits of the architectures are also discussed.
Từ khóa
#Target tracking #Radar tracking #Delay #Nearest neighbor searches #Mathematics #Testing #Multidimensional systems #Radar clutter #Spaceborne radar #Sensor phenomena and characterizationTài liệu tham khảo
poore, 2000, Data association using multiple frame assignments, Handbook of multi sensor data fusion
miller, 1998, Track-ets and covariance truncation options for theater millil tracking, Proceedings of the Internationl Conference on Multisource-multisensor Information Fusion
drummond, 1997, Tracklets and a hybrid fusion with process noise, Signal and Data Processing of Small Targets, 3163, 512
poore, 1999, Some algorithmic improvements in multi-frame most probable hypothesis tracking, Signal and Data Processing of Small Targets SPIE
lu, 2001, Network Multiple Frame Assignment Architectures
10.1117/12.292746
10.1023/A:1008669120497
kirubarajan, 1999, topography-based vs-imm estimator for large-scale ground target tracking, IEE Colloquium Target Tracking Algorithms and Applications, 11/1
rothrock, 1999, Pilot JCTN Algorithm Benchmarking Performance Metrics
kirubarajan, 1998, Efficient multisensorfusion using multidimensional assignment for multitarget tracking, SPIE Proceedings, 3374, 10.1117/12.327101
drummond, 2000, Integration of features and attributes into target tracking, Signal and Data Processing of Small Targets 2000 Proc SPIE, 4048, 610, 10.1117/12.392021
moore, 0, Practical aspects of multisensor tracking, Multitarget/Multisensor Tracking Applications and Advances
blackman, 1999, Design and Analysis of Modern Tracking Systems
bar-shalom, 2000, Multitar-get/Multisensor Tracking Applications and Advances III
bar-shalom, 1995, Multitarget-Mulitsensor Tracking Principles and Techniques
daum, 1994, The importance of resolution in multiple target tracking, Signal and Data Processing of Small Targets, 329
chong, 0, Distributed multitarget multisensor tracking, Multitarget-Multisensor Tracking Advanced Applications
