Skip to main content
Log in

Reconstruction of regular time series from bi-monthly temperature data in the Yellow Sea and the northwestern East China Sea

  • Note
  • Published:
Ocean Science Journal Aims and scope Submit manuscript

Abstract

Reconstruction of evenly-spaced, regular time series from routine survey serial data was investigated for precise analysis of spatio-temporal variations in a temperate sea at mid-latitudes where the seasonality dominates the interannual variability. Considering that the annual range of sea surface temperature in the Yellow Sea and the northwestern East China Sea can be as large as 15–20 °C, temperature data collected bi-monthly in these temperate seas were used for the assessment of reconstruction methodology. The cubic spline interpolation with a sampling interval of 0.5 months reconstructed the regular time series closest to the in-situ measurements among various interpolation schemes. Also, two computation methods for the interannual anomaly were compared; the residual method that the long-term monthly means are subtracted from the monthly serial data and the filtering method that high-frequency variations are removed using a low-pass filter. In that the high-frequency variations in frequencies greater than 1 cycle per year are comparable in magnitude to the interannual variation, the residual method proves inadequate in the temperate sea. High-frequency noises can be effectively removed through the use of a proper low-pass filter with bell-shaped weights.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Bendat JS, Piersol AG (1971) Random data: analysis and measurement procedures. Wiley-Interscience, New York, 407 p

    Google Scholar 

  • Bretherton FP, McWilliams JC (1980) Estimations from irregular arrays. Rev Geophys Space Phys 18(4):789–812

    Article  Google Scholar 

  • Capotondi A, Wittenberg A, Masina S (2006) Spatial and temporal structure of Tropical Pacific interannual variability in 20th century coupled simulations. Ocean Model 15:274–298

    Article  Google Scholar 

  • Chang C-P, Zhang Y, Li T (2000) Interannual and interdecadal variations of the East Asian summer monsoon and tropical Pacific SSTs. Part I: Roles of the subtropical ridge. J Climate 13:4310–4325

    Article  Google Scholar 

  • Emery WJ, Thomson RE (1998) Data analysis methods in physical oceanography. Pergamon, 634 p

  • Gordon AL, Giulivi CF (2004) Pacific decadal oscillation and sea level in the Japan/East Sea. Deep-Sea Res I 51(5):653–663

    Article  Google Scholar 

  • Hong, C-H, Cho K-D, Kim H-J (2001) The relationship between ENSO events and sea surface temperature in the East (Japan) Sea. Prog Oceanogr 49(1–4):21–40

    Article  Google Scholar 

  • Hu D, Wang Q (2004) Interannual variability of the southern Yellow Sea cold water mass. Chinese J Oceanol Limnol 22(3):231–236

    Article  Google Scholar 

  • Jenkins GL, Watts DG (1968) Spectral analysis and its applications. Holden-Day, SanFrancisco, 525 p

    Google Scholar 

  • JODC (2010) JODC station data catalogue. http://www.jodc.go.jp/jdoss_stat/catalogue/index_e.html. Accessed 18 Mar 2010

  • KODC (2010) Korea oceanographic data. http://kodc.nfrdi.re.kr/page?id=obs_04_05. Accessed 18 Mar 2010

  • Lee JH (1998) Hydrographic observations in the Yellow Sea. In: Hong G-H, Zhang J, Park B-K (eds) Health of the Yellow Sea, The Earth Love Publication Association, Seoul, pp 13–42

    Google Scholar 

  • Lie H-J (2002) Recent advances in understanding the circulation and hydrography of the East China Sea. Fish Oceanogr 11(6): 318–328

    Article  Google Scholar 

  • Lie H-J, Bang IK, Kang YQ (1986) Empirical orthogonal function analysis of seawater temperature in the southeastern Hwanghae. J Oceanol Soc Korea, 21(4):193–202

    Google Scholar 

  • Lie H-J, Endoh M (1991) Seasonal and interannual variability in temperature of the upper layer of the northwest Pacific. J Phys Oceanogr 21(3):385–397

    Article  Google Scholar 

  • New Generation SST Group (2010) New generation sea surface temperature for open ocean ver. 1.0. http://www.ocean.caos.tohoku.ac.jp/~merge/sstbinary/actvalbm.cgi. Accessed 1 May 2010

  • Park S, Chu PC (2006) Interannual SST variability in the Japan/East Sea and relationship with environmental variables. J Oceanogr 62(2):115–132

    Article  Google Scholar 

  • Park W-S, Oh IS (2000) Interannual and interdecadal variations of sea surface temperature in the East Asian marginal seas. Prog Oceanogr 47(2–4):191–204

    Article  Google Scholar 

  • Shim J-S, Lee D-Y, Kim S-J, Min IK, Jeong J-Y (2009) Application of a large ocean observation buoy in the middle area of the Yellow Sea. Ocean and Polar Res 31(4):401–414

    Article  Google Scholar 

  • Wang B, Wu R, Fu X (2000) Pacific-East Asian teleconnection: how does ENSO affect East Asian Climate? J Climate 13(9):1517–1536

    Article  Google Scholar 

  • Wang C, Weisberg RH, Virmani JI (1999) Western Pacific interannual variability associated with the EL-Nino-Southern Oscillation. J Geophys Res 104(C3):5131–5149

    Article  Google Scholar 

  • White WB, Meyers GA, Donguy JR, Pazan SE (1985) Shortterm climatic variability in the thermal structure of the Pacific Ocean during 1979–1982. J Phys Oceanogr 15(7):917–935

    Article  Google Scholar 

  • Wu R, Wang B (2002) A contrast of the East Asian summer monsoon-ENSO relationship between 1962–77 and 1978–93. J Climate 15(22):3266–3279

    Article  Google Scholar 

  • Wyrtki K (1965) The annual and semiannual variation of sea surface temperature in the North Pacific Ocean. Limnol Oceanogr 10(3):307–313

    Article  Google Scholar 

  • Yoon J, Yeh S-W (2009) Study of the relationship between the East Asian marginal SST and the two different types of El Niño. Ocean and Polar Res 31(1):51–61

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Heung-Jae Lie.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Lie, HJ., Lee, S. Reconstruction of regular time series from bi-monthly temperature data in the Yellow Sea and the northwestern East China Sea. Ocean Sci. J. 45, 139–149 (2010). https://doi.org/10.1007/s12601-010-0012-5

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12601-010-0012-5

Key words

Navigation