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Volumn 11, Issue 1, 2011, Pages 35-44

Denoising by singular value decomposition and its application to electronic nose data processing

Author keywords

Denoising; electronic nose data processing; odor classification; singular value decomposition (SVD)

Indexed keywords

CLASSIFICATION EFFICIENCY; CONDUCTING COMPOSITES; DATA ANALYSIS; DATA MATRICES; DATA SETS; DE-NOISING; DELIVERY SYSTEMS; DENOISING METHODS; ELECTRONIC NOSE; ELECTRONIC NOSE SYSTEMS; FEATURE SPACE; NOISE REMOVAL; ODOR CLASSIFICATION; PUBLIC DOMAINS; REDUCING NOISE; SINGULAR VALUE DECOMPOSITION (SVD); SINGULAR VALUES; SINGULAR VECTORS; SURFACE ACOUSTIC WAVE SENSORS; SVD DECOMPOSITION;

EID: 78149239858     PISSN: 1530437X     EISSN: None     Source Type: Journal    
DOI: 10.1109/JSEN.2010.2049351     Document Type: Article
Times cited : (130)

References (37)
  • 2
    • 0033280572 scopus 로고    scopus 로고
    • Electronic noses: A review of signal processing techniques
    • E. L. Hines, E. Llobet, and J. W. Gardner, "Electronic noses: A review of signal processing techniques", Proc. Inst. Elect. Eng., vol. 146, no. 6, pp. 297-310, 1999.
    • (1999) Proc. Inst. Elect. Eng. , vol.146 , Issue.6 , pp. 297-310
    • Hines, E.L.1    Llobet, E.2    Gardner, J.W.3
  • 3
    • 33947090750 scopus 로고
    • Pattern recognition - A powerful approach to interpreting chemical data
    • Aug
    • B. R. Kowalski and C. F. Bender, "Pattern recognition - A powerful approach to interpreting chemical data", J. Amer. Chem. Soc., vol. 94, no. 16, pp. 5632-5639, Aug. 1972.
    • (1972) J. Amer. Chem. Soc. , vol.94 , Issue.16 , pp. 5632-5639
    • Kowalski, B.R.1    Bender, C.F.2
  • 4
    • 0001017161 scopus 로고
    • Chemical piezoelectric sensor and sensor array characterization
    • W. P. Carey and B. R. Kowalski, "Chemical piezoelectric sensor and sensor array characterization", Anal. Chem., vol. 58, pp. 3077-3084, 1986.
    • (1986) Anal. Chem. , vol.58 , pp. 3077-3084
    • Carey, W.P.1    Kowalski, B.R.2
  • 5
    • 78149237576 scopus 로고
    • The use of pattern recognition techniques applied to signals generated by multi-element gas sensor array as a means of compensating for poor individual element response
    • A. W. J. Cranny and J. K. Atkinson, J. W. Gardner and P. N. Bartlett, Eds., in, Dordrecht, The Netherlands
    • A. W. J. Cranny and J. K. Atkinson, J. W. Gardner and P. N. Bartlett, Eds., "The use of pattern recognition techniques applied to signals generated by multi-element gas sensor array as a means of compensating for poor individual element response", in Proc. NATO Advanced Research Workshop on Sensors and Sensory Systems for an Electronic Nose, Dordrecht, The Netherlands, 1992, pp. 197-216.
    • (1992) Proc. NATO Advanced Research Workshop on Sensors and Sensory Systems for an Electronic Nose , pp. 197-216
  • 6
    • 40449096268 scopus 로고    scopus 로고
    • Electronic nose: Current status and future trends
    • F. Rock, N. Barsan, and U. Weimar, "Electronic nose: Current status and future trends", Chem. Rev., vol. 108, no. 2, pp. 705-725, 2008.
    • (2008) Chem. Rev. , vol.108 , Issue.2 , pp. 705-725
    • Rock, F.1    Barsan, N.2    Weimar, U.3
  • 7
    • 33845520883 scopus 로고    scopus 로고
    • Data analysis for electronic nose systems
    • S. M. Scott, D. James, and Z. Ali, "Data analysis for electronic nose systems", Michrochim. Acta., vol. 156, pp. 183-207, 2007.
    • (2007) Michrochim. Acta. , vol.156 , pp. 183-207
    • Scott, S.M.1    James, D.2    Ali, Z.3
  • 9
    • 0034228462 scopus 로고    scopus 로고
    • Computational methods for the analysis of chemical sensors array data from volatile analytes
    • P. C. Jurs, G. A. Bakken, and H. E. McClelland, "Computational methods for the analysis of chemical sensors array data from volatile analytes", Chem. Rev., vol. 100, no. 7, pp. 2649-2678, 2000.
    • (2000) Chem. Rev. , vol.100 , Issue.7 , pp. 2649-2678
    • Jurs, P.C.1    Bakken, G.A.2    McClelland, H.E.3
  • 14
    • 0020139061 scopus 로고
    • Data adaptive signal estimation by singular value decomposition of a data matrix
    • D. W. Tufts, R. Kumarsen, and I. Kirsteins, "Data adaptive signal estimation by singular value decomposition of a data matrix", Proc. IEEE, vol. 70, pp. 684-685, 1982. (Pubitemid 12532416)
    • (1982) Proceedings of the IEEE , vol.70 , Issue.6 , pp. 684-685
    • Tufts, D.W.1    Kumaresan, R.2    Kirsteins, I.3
  • 16
    • 0038329324 scopus 로고    scopus 로고
    • Adaptive singular value decomposition in wavelet domain for image denoising
    • Z. Hou, "Adaptive singular value decomposition in wavelet domain for image denoising", Pattern Recognit., vol. 36, pp. 1747-1763, 2003.
    • (2003) Pattern Recognit. , vol.36 , pp. 1747-1763
    • Hou, Z.1
  • 19
    • 0024012257 scopus 로고
    • Statistical analysis of effective singular values in matrix rank determination
    • K. Konstantinides and K. Yao, "Statistical analysis of effective singular values in matrix rank determination", IEEE Trans. Acoust., Speech, Signal Processing, vol. 36, pp. 757-763, 1988.
    • (1988) IEEE Trans. Acoust., Speech, Signal Processing , vol.36 , pp. 757-763
    • Konstantinides, K.1    Yao, K.2
  • 20
    • 0029405853 scopus 로고
    • Filtering random noise from deterministic signals via data compression
    • B. K. Natarajan, "Filtering random noise from deterministic signals via data compression", IEEE Trans. Signal Processing, vol. 43, pp. 2595-2605, 1995.
    • (1995) IEEE Trans. Signal Processing , vol.43 , pp. 2595-2605
    • Natarajan, B.K.1
  • 21
    • 0031103561 scopus 로고    scopus 로고
    • Noise estimation and filtering using block-based singular value decomposition
    • K. Konstantinides, B. Natarajan, and G. S. Yovanof, "Noise estimation and filtering using block-based singular value decomposition", IEEE Trans. Image Processing, vol. 6, pp. 479-483, 1997.
    • (1997) IEEE Trans. Image Processing , vol.6 , pp. 479-483
    • Konstantinides, K.1    Natarajan, B.2    Yovanof, G.S.3
  • 22
    • 47049091887 scopus 로고    scopus 로고
    • A time-frequency approach for noise reduction
    • H. Hassanpour, "A time-frequency approach for noise reduction", Digital Signal Process., vol. 18, pp. 728-738, 2008.
    • (2008) Digital Signal Process. , vol.18 , pp. 728-738
    • Hassanpour, H.1
  • 23
    • 0032099750 scopus 로고    scopus 로고
    • The MDL criterion for rank determination via effective singular values
    • Jun
    • C. J. Zarowski, "The MDL criterion for rank determination via effective singular values", IEEE Trans. Signal Process., vol. 46, pp. 1741-1744, Jun. 1998.
    • (1998) IEEE Trans. Signal Process. , vol.46 , pp. 1741-1744
    • Zarowski, C.J.1
  • 24
    • 0027665717 scopus 로고
    • Subspace based signal analysis using singular value decomposition
    • A. Van der Veen, E. F. Deprettere, and A. L. Swindlehurst, "Subspace based signal analysis using singular value decomposition", Proc. IEEE, vol. 81, pp. 1277-1308, 1993.
    • (1993) Proc. IEEE , vol.81 , pp. 1277-1308
    • Van Der Veen, A.1    Deprettere, E.F.2    Swindlehurst, A.L.3
  • 25
    • 0032094906 scopus 로고    scopus 로고
    • FIR filter representations of reducedrank noise reduction
    • Jun
    • P. C. Hansen and S. H. Jensen, "FIR filter representations of reducedrank noise reduction", IEEE Trans. Signal Process., vol. 46, no. 6, pp. 1737-1741, Jun. 1998.
    • (1998) IEEE Trans. Signal Process. , vol.46 , Issue.6 , pp. 1737-1741
    • Hansen, P.C.1    Jensen, S.H.2
  • 26
    • 0019715474 scopus 로고
    • On the relationships between SVD, KLT and PCA
    • J. J. Gerbrands, "On the relationships between SVD, KLT and PCA", Pattern Recognit., vol. 14, no. 1-6, pp. 375-381, 1981.
    • (1981) Pattern Recognit. , vol.14 , Issue.1-6 , pp. 375-381
    • Gerbrands, J.J.1
  • 27
    • 2542430932 scopus 로고    scopus 로고
    • Singular value decomposition and principal component analysis
    • D. P. Berrar, W. Dubitzky, and M. Granzow, Eds. Norwell, MA: Kluwer
    • M. E. Wall, A. Rechtsteiner, and L. M. Rocha, "Singular value decomposition and principal component analysis", in A Practical Approach to Microarray Data Analysis, D. P. Berrar, W. Dubitzky, and M. Granzow, Eds. Norwell, MA: Kluwer, 2003, vol. LANL LA-UR-02-4001, pp. 91-109.
    • (2003) A Practical Approach to Microarray Data Analysis , vol.LANL LA-UR-02-4001 , pp. 91-109
    • Wall, M.E.1    Rechtsteiner, A.2    Rocha, L.M.3
  • 28
    • 0037142494 scopus 로고    scopus 로고
    • Selection of number of principal components for de-noising signals
    • Jun
    • G. S. Koutsogiannis and J. J. Soraghan, "Selection of number of principal components for de-noising signals", Electron. Lett., vol. 38, no. 13, pp. 664-666, Jun. 2002.
    • (2002) Electron. Lett. , vol.38 , Issue.13 , pp. 664-666
    • Koutsogiannis, G.S.1    Soraghan, J.J.2
  • 29
    • 33644673645 scopus 로고    scopus 로고
    • Multivariate denoising using wavelets and principal component analysis
    • M. Aminghafari, N. Cheze, and J. M. Poggi, "Multivariate denoising using wavelets and principal component analysis", Comput. Statist. Data Anal., vol. 50, pp. 2381-2398, 2006.
    • (2006) Comput. Statist. Data Anal. , vol.50 , pp. 2381-2398
    • Aminghafari, M.1    Cheze, N.2    Poggi, J.M.3
  • 30
    • 0036430903 scopus 로고    scopus 로고
    • Noise reduction in BOLD-based fMRI using component analysis
    • C. G. Thomas, R. A. Harshman, and R. Menon, "Noise reduction in BOLD-based fMRI using component analysis", NeuroImage, vol. 17, pp. 1521-1537, 2002.
    • (2002) NeuroImage , vol.17 , pp. 1521-1537
    • Thomas, C.G.1    Harshman, R.A.2    Menon, R.3
  • 32
    • 0024289506 scopus 로고
    • Detection of hazardous vapors including mixtures using pattern recognition analysis of responses from surface acoustic wave devices
    • S. L. Rose-Pehrson, J. W. Grate, D. S. Ballantine Jr., and P. C. Jurs, "Detection of hazardous vapors including mixtures using pattern recognition analysis of responses from surface acoustic wave devices", Anal. Chem., vol. 60, no. 24, pp. 2801-2811, 1988.
    • (1988) Anal. Chem. , vol.60 , Issue.24 , pp. 2801-2811
    • Rose-Pehrson, S.L.1    Grate, J.W.2    Ballantine Jr., D.S.3    Jurs, P.C.4
  • 33
    • 0001476271 scopus 로고    scopus 로고
    • Array based vapor sensing using chemically sensitive carbon black-polymer resistors
    • M. C. Lonergan, E. J. Severin, B. J. Doleman, S. A. Beaber, R. H. Grubbs, and N. S. Lewis, "Array based vapor sensing using chemically sensitive carbon black-polymer resistors", Chem. Mater., vol. 8, pp. 2298-2312, 1996.
    • (1996) Chem. Mater. , vol.8 , pp. 2298-2312
    • Lonergan, M.C.1    Severin, E.J.2    Doleman, B.J.3    Beaber, S.A.4    Grubbs, R.H.5    Lewis, N.S.6
  • 34
    • 0031165648 scopus 로고    scopus 로고
    • Qualitative and quantitative analysis of volatile organic compounds using transient and steady state response of thick film tin oxide gas sensor array
    • E. Llobet, J. Brezmes, X. Vilanova, J. E. Sueiras, and X. Correig, "Qualitative and quantitative analysis of volatile organic compounds using transient and steady state response of thick film tin oxide gas sensor array", Sens. Actuators B: Chem., vol. 41, pp. 13-21, 1997.
    • (1997) Sens. Actuators B: Chem. , vol.41 , pp. 13-21
    • Llobet, E.1    Brezmes, J.2    Vilanova, X.3    Sueiras, J.E.4    Correig, X.5
  • 35
    • 68149131968 scopus 로고    scopus 로고
    • Bio-benchmarking of electronic nose sensors
    • Jul
    • A. Z. Berna, A. R. Anderson, and S. C. Trowell, "Bio-benchmarking of electronic nose sensors", Chem. Sensing, vol. 4, no. 7, pp. 1-9, Jul. 2009.
    • (2009) Chem. Sensing , vol.4 , Issue.7 , pp. 1-9
    • Berna, A.Z.1    Anderson, A.R.2    Trowell, S.C.3
  • 37
    • 0038329324 scopus 로고    scopus 로고
    • Adaptive singular value decomposition in wavelet domain for image denoising
    • Z. Hou, "Adaptive singular value decomposition in wavelet domain for image denoising", Pattern Recognit., vol. 36, pp. 1747-1763, 2003.
    • (2003) Pattern Recognit. , vol.36 , pp. 1747-1763
    • Hou, Z.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.