메뉴 건너뛰기




Volumn 32, Issue 4, 2012, Pages 624-634

An EMD and PCA hybrid approach for separating noise from signal, and signal in climate change detection

Author keywords

Background noise; Climate change detection; Empirical mode decomposition; Global surface temperature anomaly

Indexed keywords

BACKGROUND NOISE; CLIMATE CHANGE DETECTION; CLIMATE SIGNALS; DATA SETS; EMPIRICAL MODE DECOMPOSITION; FORCINGS; GLOBAL SURFACE TEMPERATURE; HIGH FREQUENCY COMPONENTS; HIGH FREQUENCY HF; HYBRID APPROACH; LOW-FREQUENCY COMPONENTS; OCEANIC CIRCULATIONS; RANDOM COMPONENTS; RANDOM NOISE; SIGNALTONOISE RATIO (SNR); SOLAR ACTIVITY; STATISTICAL DETECTION; SYNTHETIC APPLICATION;

EID: 84858295509     PISSN: 08998418     EISSN: 10970088     Source Type: Journal    
DOI: 10.1002/joc.2299     Document Type: Article
Times cited : (24)

References (51)
  • 1
    • 0141990498 scopus 로고    scopus 로고
    • Estimating signal amplitudes in optimal fingerprinting, part I: theory
    • Allen MR, Stott PA. 2003. Estimating signal amplitudes in optimal fingerprinting, part I: theory. Climate Dynamics 21(5-6): 477-491.
    • (2003) Climate Dynamics , vol.21 , Issue.5-6 , pp. 477-491
    • Allen, M.R.1    Stott, P.A.2
  • 2
    • 0032841193 scopus 로고    scopus 로고
    • Checking for model consistency in optimal fingerprinting
    • Allen MR, Tett SFB. 1999. Checking for model consistency in optimal fingerprinting. Climate Dynamics 15(6): 419-434.
    • (1999) Climate Dynamics , vol.15 , Issue.6 , pp. 419-434
    • Allen, M.R.1    Tett, S.F.B.2
  • 4
    • 0020441376 scopus 로고
    • Optimal Weighting of Data to Detect Climatic Change: Application to the Carbon Dioxide Problem
    • Bell TL. 1982. Optimal Weighting of Data to Detect Climatic Change: Application to the Carbon Dioxide Problem. Journal of Geophysical Research 87(13): 11161-11170.
    • (1982) Journal of Geophysical Research , vol.87 , Issue.13 , pp. 11161-11170
    • Bell, T.L.1
  • 5
    • 36349024681 scopus 로고    scopus 로고
    • Human contribution to the lengthening of the growing season during 1950-99
    • Christidis N, Stott PA, Brown S, Karoly DJ, Caesar J. 2007. Human contribution to the lengthening of the growing season during 1950-99. Journal of Climate 20(21): 5441-5454.
    • (2007) Journal of Climate , vol.20 , Issue.21 , pp. 5441-5454
    • Christidis, N.1    Stott, P.A.2    Brown, S.3    Karoly, D.J.4    Caesar, J.5
  • 6
    • 84858279761 scopus 로고    scopus 로고
    • Humanitarian Implications of Climate Change: Mapping emerging trends and risk hotspots, UN Office for the Coordination of Humanitarian Affairs and CARE.
    • Ehrhart C, Andrew T, Mark dB, Alyson W. 2009. Humanitarian Implications of Climate Change: Mapping emerging trends and risk hotspots, UN Office for the Coordination of Humanitarian Affairs and CARE.
    • (2009)
    • Ehrhart, C.1    Andrew, T.2    Mark, dB.3    Alyson, W.4
  • 9
    • 33749632745 scopus 로고    scopus 로고
    • Simulated global-mean sea level changes over the last half-millennium
    • Gregory JM, Lowe JA, Tett SFB. 2006. Simulated global-mean sea level changes over the last half-millennium. Journal of Climate 19(18): 4576-4591.
    • (2006) Journal of Climate , vol.19 , Issue.18 , pp. 4576-4591
    • Gregory, J.M.1    Lowe, J.A.2    Tett, S.F.B.3
  • 11
    • 41749116136 scopus 로고    scopus 로고
    • Singular Spectrum Analysis: Methodology and Comparison
    • Hassani H. 2007. Singular Spectrum Analysis: Methodology and Comparison. Journal of Data Science 5: 239-257.
    • (2007) Journal of Data Science , vol.5 , pp. 239-257
    • Hassani, H.1
  • 12
    • 0000416744 scopus 로고
    • On the signal-to-noise problem in atmospheric response studies
    • Shaw, DB (ed). Royal Meteorological Society
    • Hasselmann K. 1979. On the signal-to-noise problem in atmospheric response studies. In: Meteorology over the tropical Oceans, Shaw, DB (ed). Royal Meteorological Society: pp. 251-259.
    • (1979) Meteorology over the tropical Oceans , pp. 251-259
    • Hasselmann, K.1
  • 13
    • 0027847782 scopus 로고
    • Optimal Fingerprints for the Detection of Time-Dependent Climate-Change
    • Hasselmann K. 1993. Optimal Fingerprints for the Detection of Time-Dependent Climate-Change. Journal of Climate 6(10): 1957-1971.
    • (1993) Journal of Climate , vol.6 , Issue.10 , pp. 1957-1971
    • Hasselmann, K.1
  • 14
    • 0031395486 scopus 로고    scopus 로고
    • Multi-pattern fingerprint method for detection and attribution of climate change
    • Hasselmann K. 1997. Multi-pattern fingerprint method for detection and attribution of climate change. Climate Dynamics 13(9): 601-611.
    • (1997) Climate Dynamics , vol.13 , Issue.9 , pp. 601-611
    • Hasselmann, K.1
  • 18
    • 85115665605 scopus 로고    scopus 로고
    • Hilbert-Huang Transform and Its Applications
    • World Scientific Publishing Company Hackensack: NJ
    • Huang NE, Shen SP. 2005. Hilbert-Huang Transform and Its Applications, Hilbert-Huang Transform and Its Applications. World Scientific Publishing Company Hackensack: NJ, pp. 324.
    • (2005) Hilbert-Huang Transform and Its Applications , pp. 324
    • Huang, N.E.1    Shen, S.P.2
  • 19
    • 54949146599 scopus 로고    scopus 로고
    • A review on Hilbert-Huang transform: method and its applications to geophysical studies
    • DOI:10.1029/2007RG000228.
    • Huang NE, Wu ZH. 2008. A review on Hilbert-Huang transform: method and its applications to geophysical studies. Reviews of Geophysics 46(2): RG2006, DOI:10.1029/2007RG000228.
    • (2008) Reviews of Geophysics , vol.46 , Issue.2
    • Huang, N.E.1    Wu, Z.H.2
  • 23
    • 77956016665 scopus 로고    scopus 로고
    • Long-term prediction of precipitation and hydrologic extremes with nonstationary oscillation processes
    • DOI:10.1029/2009JD012801.
    • Lee T, Ouarda TBMJ. 2010. Long-term prediction of precipitation and hydrologic extremes with nonstationary oscillation processes. Journal of Geophysical Research-Atmospheres, 115(D13107):DOI:10.1029/2009JD012801.
    • (2010) Journal of Geophysical Research-Atmospheres , vol.115 , Issue.D13107
    • Lee, T.1    Ouarda, T.B.M.J.2
  • 24
    • 46949097683 scopus 로고    scopus 로고
    • Improved methods for analysis of decadal elevation-change time series over Antarctica
    • Li YH, Davis CH. 2006. Improved methods for analysis of decadal elevation-change time series over Antarctica. Ieee-Inst Electrical Electronics Engineers Inc. 44(10): 2687-2697.
    • (2006) Ieee-Inst Electrical Electronics Engineers Inc. , vol.44 , Issue.10 , pp. 2687-2697
    • Li, Y.H.1    Davis, C.H.2
  • 25
    • 0028604099 scopus 로고
    • Global-scale modes of surface temperature variability on interannual to century timescales
    • DOI:10.1029/94JD02396.
    • Mann ME, Park J. 1994. Global-scale modes of surface temperature variability on interannual to century timescales. Journal of Geophysical Research 99(D12): 25819-25833, DOI:10.1029/94JD02396.
    • (1994) Journal of Geophysical Research , vol.99 , Issue.D12 , pp. 25819-25833
    • Mann, M.E.1    Park, J.2
  • 26
    • 42549090140 scopus 로고    scopus 로고
    • Human induced Arctic moistening
    • Min S-K, Zhang X, Zwiers F. 2008. Human induced Arctic moistening. Science 320: 518-520.
    • (2008) Science , vol.320 , pp. 518-520
    • Min, S.-K.1    Zhang, X.2    Zwiers, F.3
  • 27
    • 0029412486 scopus 로고
    • Detection of Forced Climate Signals. 2. Simulation Results
    • North GR, Kim KY. 1995. Detection of Forced Climate Signals. 2. Simulation Results. Journal of Climate 8(3): 409-417.
    • (1995) Journal of Climate , vol.8 , Issue.3 , pp. 409-417
    • North, G.R.1    Kim, K.Y.2
  • 29
    • 0031872743 scopus 로고    scopus 로고
    • Detecting climate signals in the surface temperature record
    • North GR, Stevens MJ. 1998. Detecting climate signals in the surface temperature record. Journal of Climate 11(4): 563-577.
    • (1998) Journal of Climate , vol.11 , Issue.4 , pp. 563-577
    • North, G.R.1    Stevens, M.J.2
  • 31
    • 15244339250 scopus 로고    scopus 로고
    • Persistence of the Gleissberg 88-year solar cycle over the last ∼12, 000 years Evidence from cosmogenic isotopes
    • DOI:10.1029/2002JA009390.
    • Peristykh AN, Damon PE. 2003. Persistence of the Gleissberg 88-year solar cycle over the last ∼12, 000 years Evidence from cosmogenic isotopes. Journal of Geophysical Research A: Space Physics 108(A1): 1003, DOI:10.1029/2002JA009390.
    • (2003) Journal of Geophysical Research A: Space Physics , vol.108 , Issue.A1 , pp. 1003
    • Peristykh, A.N.1    Damon, P.E.2
  • 33
    • 32144435750 scopus 로고    scopus 로고
    • Statistical procedures for estimating and detecting climate changes
    • Shen SSP. 2006. Statistical procedures for estimating and detecting climate changes. Advances in Atmospheric Sciences 23(1): 61-68.
    • (2006) Advances in Atmospheric Sciences , vol.23 , Issue.1 , pp. 61-68
    • Shen, S.S.P.1
  • 34
    • 85115691555 scopus 로고    scopus 로고
    • HHT Analysis of the Nonlinear and Non-stationary Annual Cycle of Daily Surface Air Temparatue Data
    • Huang NE, Shen SP (eds), World Scientific Publishing Company: Hackensack, NJ.
    • Shen SSP, Shu T, Huang NE, Wu Z, North GR, Karl TR, Easterling DR. 2005. HHT Analysis of the Nonlinear and Non-stationary Annual Cycle of Daily Surface Air Temparatue Data. In Hilbert-Huang Transform and Its Applications Huang NE, Shen SP (eds), World Scientific Publishing Company: Hackensack, NJ.
    • (2005) Hilbert-Huang Transform and Its Applications
    • Shen, S.S.P.1    Shu, T.2    Huang, N.E.3    Wu, Z.4    North, G.R.5    Karl, T.R.6    Easterling, D.R.7
  • 35
    • 0242277084 scopus 로고    scopus 로고
    • Hilbert-Huang transform and wavelet analysis of time history signal
    • Shi CX, Luo QF. 2003. Hilbert-Huang transform and wavelet analysis of time history signal. Acta Seismologica Sinica 16(4): 422-429.
    • (2003) Acta Seismologica Sinica , vol.16 , Issue.4 , pp. 422-429
    • Shi, C.X.1    Luo, Q.F.2
  • 36
    • 0030405222 scopus 로고    scopus 로고
    • Detection of the climate response to the solar cycle
    • Stevens MJ, North GR. 1996. Detection of the climate response to the solar cycle. Journal of the Atmospheric Sciences 53(18): 2594-2608.
    • (1996) Journal of the Atmospheric Sciences , vol.53 , Issue.18 , pp. 2594-2608
    • Stevens, M.J.1    North, G.R.2
  • 38
    • 0000066448 scopus 로고    scopus 로고
    • Multitaper Analysis of Nonstationary and Nonlinear Time Series Data
    • Fitzgerald W, Smith R, Walden A, Young P. (eds), Cambridge University Press: Cambridge, UK
    • Thomson DJ. 2001. Multitaper Analysis of Nonstationary and Nonlinear Time Series Data. In Nonlinear and Nonstationary Signal Processing, Fitzgerald W, Smith R, Walden A, Young P. (eds), Cambridge University Press: Cambridge, UK, pp. 317-394.
    • (2001) Nonlinear and Nonstationary Signal Processing , pp. 317-394
    • Thomson, D.J.1
  • 39
    • 0032761511 scopus 로고    scopus 로고
    • Detecting the nonstationary response of ENSO to greenhouse warming
    • Timmermann A. 1999. Detecting the nonstationary response of ENSO to greenhouse warming. Journal of the Atmospheric Sciences 56(14): 2313-2325.
    • (1999) Journal of the Atmospheric Sciences , vol.56 , Issue.14 , pp. 2313-2325
    • Timmermann, A.1
  • 40
    • 1542680533 scopus 로고    scopus 로고
    • A practical guide to wavelet analysis. Bulletin of the American
    • Torrence C, Compo GP. 1998. A practical guide to wavelet analysis. Bulletin of the American Meteorological Society 79(1): 61-78.
    • (1998) Meteorological Society , vol.79 , Issue.1 , pp. 61-78
    • Torrence, C.1    Compo, G.P.2
  • 43
    • 85115709743 scopus 로고    scopus 로고
    • Statistical significance test of intrinsic mode functions
    • Huang NE, Shen SP (eds), World Scientific Publishing Company: Hackensack, NJ
    • Wu ZH, Huang NE. 2005. Statistical significance test of intrinsic mode functions. In Hilbert-Huang Transform and Its Applications, Huang NE, Shen SP (eds), World Scientific Publishing Company: Hackensack, NJ, pp. 125-148.
    • (2005) Hilbert-Huang Transform and Its Applications , pp. 125-148
    • Wu, Z.H.1    Huang, N.E.2
  • 44
    • 80052078099 scopus 로고    scopus 로고
    • Ensemble Empirical Mode Decomposition: A Noise-Assisted Data Analysis Method
    • Wu ZH, Huang NE. 2009. Ensemble Empirical Mode Decomposition: A Noise-Assisted Data Analysis Method. Advances in Adaptive Data Analysis 1(1): 41.
    • (2009) Advances in Adaptive Data Analysis , vol.1 , Issue.1 , pp. 41
    • Wu, Z.H.1    Huang, N.E.2
  • 47
    • 0346044575 scopus 로고    scopus 로고
    • Interannual and decadal variability of landfalling tropical cyclones in the southeast coastal states of the United States
    • Xie L, Pietrafesa LJ, Wu KJ. 2002. Interannual and decadal variability of landfalling tropical cyclones in the southeast coastal states of the United States. Advances in Atmospheric Sciences 19(4): 677-686.
    • (2002) Advances in Atmospheric Sciences , vol.19 , Issue.4 , pp. 677-686
    • Xie, L.1    Pietrafesa, L.J.2    Wu, K.J.3
  • 48
    • 0030731329 scopus 로고    scopus 로고
    • ENSO-like interdecadal variability: 1900-93
    • Zhang Y, Wallace JM, Battisti DS. 1997. ENSO-like interdecadal variability: 1900-93. Journal of Climate 10(5): 1004-1020.
    • (1997) Journal of Climate , vol.10 , Issue.5 , pp. 1004-1020
    • Zhang, Y.1    Wallace, J.M.2    Battisti, D.S.3
  • 50
    • 0000169221 scopus 로고    scopus 로고
    • Climate Change Detection: A review of Techniques and Applications
    • Proceedings of the First GKSS Spring School on Environmental Research, von Storch H, Raschke E, Floeser G (eds), Springer Verlag: New York
    • Zwiers FW. 1999. Climate Change Detection: A review of Techniques and Applications. In Anthropogenic Climate Change. Proceedings of the First GKSS Spring School on Environmental Research, von Storch H, Raschke E, Floeser G (eds), Springer Verlag: New York, pp. 161-203.
    • (1999) Anthropogenic Climate Change , pp. 161-203
    • Zwiers, F.W.1
  • 51
    • 0031399542 scopus 로고    scopus 로고
    • Errors in estimating spherical harmonic coefficients from partially sampled GCM output
    • Zwiers FW, Shen SS. 1997. Errors in estimating spherical harmonic coefficients from partially sampled GCM output. Climate Dynamics 13(10): 703-716.
    • (1997) Climate Dynamics , vol.13 , Issue.10 , pp. 703-716
    • Zwiers, F.W.1    Shen, S.S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.