Clustering of Ultra Wide Band Signals

被引:0
|
作者
Wang, Dan [1 ]
Chen, Long [1 ]
Piscarreta, Daniel [2 ]
Tam, Kam Weng [2 ]
机构
[1] Univ Macau, Dept Comp & Informat Sci, Macau, Peoples R China
[2] Univ Macau, Dept Elect & Comp Engn, Macau, Peoples R China
关键词
Spectral clustering; UWB; NJW; LIHI;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The ULTRA-WIDE BAND (UWB) signals transmit a large amount of information over a short distance with low power and the signals reflected by the inspected materials can be obtained without contacts of the materials. As a result, the reflected UWB signals offer us one potential contactless material identification or classification tool. In this paper, we study the UWB signals collected in a series of liquid material classification tests. We apply the spectral clustering algorithms to group the UWB signals into some desired number of classes. The results demonstrate the potential of UWB based material classification. The data preprocessing and clustering algorithm selection problems are explored as well.
引用
收藏
页码:138 / 143
页数:6
相关论文
共 50 条
  • [1] Classification and Regression of Ultra Wide Band Signals
    Wang, Dan
    Chen, Long
    Piscarreta, Daniel
    Tam, Kam Weng
    2015 CHINESE AUTOMATION CONGRESS (CAC), 2015, : 1907 - 1912
  • [2] Outdoor propagation analysis of ultra wide band signals
    Schiavone, G
    Wahid, P
    Palaniappan, R
    Tracy, J
    Van Doorn, E
    Lonske, B
    PASSIVE MILLIMETER-WAVE IMAGING TECHNOLOGY VI AND RADAR SENSOR TECHNOLOGY VII, 2003, 5077 : 215 - 222
  • [3] COHERENT PROCESSING OF ULTRA-WIDE-BAND RADAR SIGNALS
    IVERSON, DE
    IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 1994, 141 (03) : 171 - 179
  • [4] Transmission Characterisitcs of Ultra-wide Band Impulse Signals
    Wang Yang
    Zhang Qinyu
    Zhang Naitong
    Chen Peipei
    2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 550 - +
  • [5] Position Estimation via Ultra-Wide-Band Signals
    Gezici, Sinan
    Poor, H. Vincent
    PROCEEDINGS OF THE IEEE, 2009, 97 (02) : 386 - 403
  • [6] From Ultra-Wide-Band signals to coherent frequency synthesis
    Siligaris, Alexandre
    Jany, Clement
    2014 IEEE INTERNATIONAL CONFERENCE ON ULTRA-WIDEBAND (ICUWB), 2014, : 175 - 179
  • [7] Propagation of ultra wide-band signals in lossy dispersive media
    Pinhasi, Yosef
    Yahalom, Asher
    Petnev, Sergey
    2008 IEEE INTERNATIONAL CONFERENCE ON MICROWAVES, COMMUNICATIONS, ANTENNAS AND ELECTRONIC SYSTEMS, 2008, : 96 - 105
  • [8] Polarization structure of ultra-wide-band radar signals.
    Sarytchev, VA
    Katchalova, GB
    ULTRA-WIDEBAND, SHORT-PULSE ELECTROMAGNETICS 3, 1997, : 477 - 483
  • [9] Ultra wide band filter with wide stop band
    Packiaraj, D.
    Ramesh, M.
    Kalghatgi, A. T.
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2007, 49 (02) : 436 - 439
  • [10] Upper bounds on lifetime of ordinary clustering ultra wide band sensor networks
    Xu J.
    Hong Y.-F.
    Wang C.
    Bai X.-Z.
    Ruan Jian Xue Bao/Journal of Software, 2011, 22 (02): : 313 - 322