Plasmonic enhanced terahertz time-domain spectroscopy system for identification of common explosives

被引:0
作者
Demirag, Yigit [1 ]
Butun, Bayram [2 ]
Ozbay, Ekmel [1 ,2 ,3 ]
机构
[1] Bilkent Univ, Dept Elect & Elect Engn, Ankara, Turkey
[2] Bilkent Univ, Nanotechnol Res Ctr, Ankara, Turkey
[3] Bilkent Univ, Dept Phys, Ankara, Turkey
来源
NEXT-GENERATION SPECTROSCOPIC TECHNOLOGIES X | 2017年 / 10210卷
关键词
Terahertz; spectroscopy; classification; algorithm; explosive; THZ;
D O I
10.1117/12.2264953
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this study, we present a classification algorithm for terahertz time-domain spectroscopy systems (THz-TDS) that can be trained to identify most commonly used explosives (C4, HMX, RDX, PETN, TNT, composition-B and blackpowder) and some non-explosive samples (lactose, sucrose, PABA). Our procedure can be used in any THz-TDS system that detects either transmission or reflection spectra at room conditions. After preprocessing the signal in low THz regime (0.1 3 THz), our algorithm takes advantages of a latent space transformation based on principle component analysis in order to classify explosives with low false alarm rate.
引用
收藏
页数:6
相关论文
共 9 条
  • [1] [Anonymous], 2012, MACHINE LEARNING PRO
  • [2] Burnett A, 2005, ANAL DRUGS ABUSE EXP, V6120, P1
  • [3] Absorption coefficients of selected explosives and related compounds in the range of 0.1-2.8 THz
    Chen, Jian
    Chen, Yunqing
    Zhao, Hongwei
    Bastiaans, Glenn J.
    Zhang, X.-C.
    [J]. OPTICS EXPRESS, 2007, 15 (19) : 12060 - 12067
  • [4] Terahertz spectroscopy of explosives and drugs
    Davies, A. Giles
    Burnett, Andrew D.
    Fan, Wenhui
    Linfield, Edmund H.
    Cunningham, John E.
    [J]. MATERIALS TODAY, 2008, 11 (03) : 18 - 26
  • [5] Detection and identification of explosive RDX by THz diffuse reflection spectroscopy
    Liu, HB
    Chen, YQ
    Bastiaans, GJ
    Zhang, XC
    [J]. OPTICS EXPRESS, 2006, 14 (01) : 415 - 423
  • [6] The HITRAN2012 molecular spectroscopic database
    Rothman, L. S.
    Gordon, I. E.
    Babikov, Y.
    Barbe, A.
    Benner, D. Chris
    Bernath, P. F.
    Birk, M.
    Bizzocchi, L.
    Boudon, V.
    Brown, L. R.
    Campargue, A.
    Chance, K.
    Cohen, E. A.
    Coudert, L. H.
    Devi, V. M.
    Drouin, B. J.
    Fayt, A.
    Flaud, J. -M.
    Gamache, R. R.
    Harrison, J. J.
    Hartmann, J. -M.
    Hill, C.
    Hodges, J. T.
    Jacquemart, D.
    Jolly, A.
    Lamouroux, J.
    Le Roy, R. J.
    Li, G.
    Long, D. A.
    Lyulin, O. M.
    Mackie, C. J.
    Massie, S. T.
    Mikhailenko, S.
    Mueller, H. S. P.
    Naumenko, O. V.
    Nikitin, A. V.
    Orphal, J.
    Perevalov, V.
    Perrin, A.
    Polovtseva, E. R.
    Richard, C.
    Smith, M. A. H.
    Starikova, E.
    Sung, K.
    Tashkun, S.
    Tennyson, J.
    Toon, G. C.
    Tyuterev, Vl. G.
    Wagner, G.
    [J]. JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2013, 130 : 4 - 50
  • [7] Terahertz atmospheric attenuation and continuum effects
    Slocum, David M.
    Goyette, Thomas M.
    Slingerland, Elizabeth J.
    Giles, Robert H.
    Nixon, William E.
    [J]. TERAHERTZ PHYSICS, DEVICES, AND SYSTEMS VII: ADVANCED APPLICATIONS IN INDUSTRY AND DEFENSE, 2013, 8716
  • [8] Stephani Henrike, 2010, Proceedings of the 2010 20th International Conference on Pattern Recognition (ICPR 2010), P4468, DOI 10.1109/ICPR.2010.1085
  • [9] Stephani H, 2009, XIX IMEKO WORLD CONGRESS: FUNDAMENTAL AND APPLIED METROLOGY, PROCEEDINGS, P2329