A Monte-Carlo approach for tracking mobile personnel

被引:0
|
作者
Borkar, Milind [1 ]
Cevher, Volkan [2 ]
McClellan, James H. [1 ]
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, 777 Atlantic Dr, Atlanta, GA 30332 USA
[2] Univ Maryland, Ctr Automat Res, College Pk, MD 20742 USA
关键词
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In this paper, we propose a Monte-Carlo method based on the particle filter framework to track footfall locations generated by mobile personnel using seismic arrays. While the particle proposal function follows a simple bootstrap approach, the novelty in our algorithm comes from a unique weighting strategy that takes into account the sparse nature of the seismic footfall signal and is robust against missed detections and clutter which could appear in the form of other impulsive sources or other walkers. Our weighting strategy automatically makes use of the wavefront shape, either planar or circular, and assigns weights in x-y space. Data association is built into the system, eliminating the need to explicitly associate the received footfall impulses with different walkers. Hence our algorithm is ideal for tracking multiple mobile personnel. We also demonstrate the fusion of our system with range information available by means of radar. Fusion with radar improves x-y tracking when range resolution is lost due to a large distance between the target and the seismic array leading to planar wavefronts.
引用
收藏
页码:1924 / 1933
页数:10
相关论文
共 50 条
  • [11] A NEW APPROACH TO MONTE-CARLO SIMULATION
    JACOBONI, C
    1989 INTERNATIONAL ELECTRON DEVICES MEETING, TECHNICAL DIGEST, 1989, : 469 - 472
  • [12] MONTE-CARLO APPROACH TO COLLISIONAL TRANSPORT
    TESSAROTTO, M
    WHITE, RB
    ZHENG, LJ
    PHYSICS OF PLASMAS, 1994, 1 (08) : 2603 - 2613
  • [13] PROBABILISTIC APPROACH TO MONTE-CARLO OPERATORS
    TESSAROTTO, M
    WHITE, RB
    ZHENG, LJ
    PHYSICS OF PLASMAS, 1994, 1 (08) : 2591 - 2602
  • [14] MICROSTRUCTURAL DYNAMICS - A MONTE-CARLO APPROACH
    GREST, GS
    ANDERSON, MP
    SROLOVITZ, DJ
    JOURNAL OF METALS, 1985, 37 (08): : A29 - A29
  • [15] DIRECTED PERCOLATION - A MONTE-CARLO APPROACH
    WILLIAMS, JK
    MACKENZIE, ND
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1984, 17 (17): : 3343 - 3351
  • [16] MONTE-CARLO APPROACH TO OPTIMAL DRILLING
    REED, RL
    SOCIETY OF PETROLEUM ENGINEERS JOURNAL, 1972, 12 (05): : 423 - &
  • [17] A Monte-Carlo method for initializing distributed tracking algorithms
    Borkar, Milind
    Cevher, Volkan
    McClellan, James H.
    2006 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-13, 2006, : 4583 - 4586
  • [18] IMPROVED MONTE-CARLO TRACKING TECHNIQUE FOR SLAB CELLS
    GELBARD, EM
    MILTON, LJ
    TRANSACTIONS OF THE AMERICAN NUCLEAR SOCIETY, 1978, 30 (NOV): : 251 - 252
  • [19] Ball tracking with velocity based on Monte-Carlo localization
    Inoue, Jun
    Ishino, Akira
    Shinohara, Ayumi
    INTELLIGENT AUTONOMOUS SYSTEMS 9, 2006, : 686 - +
  • [20] A combined Monte-Carlo localization and tracking algorithm for RoboCup
    Heinemann, Patrick
    Haase, Juergen
    Zell, Andreas
    2006 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-12, 2006, : 1535 - +