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Research Derby project to study the connection between MJO, chlorophyll-a, and SST

Jupyter Notebook 99.97% Python 0.03%
madden-julianoscillation climatescience datascience phytoplankton sst chlorophyll-a mjo

mjo_chlorophyll_a_sst's Introduction

MJO_chlorophyll_a_SST

Research Derby project to study the connection between MJO, chlorophyll-a, and SST

Research question: What impact does the MJO have on sea surface temperature and phytoplankton biomass in the Northeast Pacific Ocean during the summers of 2010 to 2020?

The goal of this project is to identify the impact that the Madden-Julian Oscillation has on phytoplankton biomass (using chlorophyll-a as a proxy) and sea surface temperature. Team members: Cassia Cai, Pedro Angulo-Umana, Maochuan Zhang, and Yasmine Hentati.

Data used:

  1. Chlorophyll-a concentrations
  2. MJO index
  3. ERA5 daily Precipitation
  4. ERA5 daily sea surface temperature
  5. ERA5 daily wind u- and v-components

All analysis will be completed in Jupyter Notebooks.

Tasks:

  1. Load data for a specific region (160°W to 120°W, 35°N to 60°N)
  2. Correlation, lead-lag, time series analysis and other useul visualizations and/or statistics

Preliminary figures:

Screen Shot 2022-03-31 at 3 09 02 PM

Screen Shot 2022-03-31 at 3 09 57 PM

References

  1. Lee, R. W., Woolnough, S. J., Charlton‐Perez, A. J., & Vitart, F. (2019). ENSO modulation of MJO teleconnections to the North Atlantic and Europe. Geophysical Research Letters, 46(22), 13535-13545.
  2. Huang, Z., & Feng, M. (2021). MJO induced diurnal sea surface temperature variations off the northwest shelf of Australia observed from Himawari geostationary satellite. Deep Sea Research Part II: Topical Studies in Oceanography, 183, 104925.
  3. Zhang, C., Gottschalck, J., Maloney, E. D., Moncrieff, M. W., Vitart, F., Waliser, D. E., ... & Wheeler, M. C. (2013). Cracking the MJO nut. Geophysical Research Letters, 40(6), 1223-1230.
  4. Zhou, L., Wang, S., Du, M., Chen, Q., He, C., Zhang, J., ... & Gong, Y. (2021). The influence of ENSO and MJO on drought in different ecological geographic regions in China. Remote Sensing, 13(5), 875.
  5. Bui, H. X. (2020). Increased impacts on US West Coast. Nature Climate Change, 10(7), 603-604.
  6. Chang, M. Y., Li, T., Lin, P. L., & Chang, T. H. (2019). Forecasts of MJO events during DYNAMO with a coupled atmosphere-ocean model: Sensitivity to cumulus parameterization scheme. Journal of Meteorological Research, 33(6), 1016-1030.
  7. Waliser, D. E., Murtugudde, R., Strutton, P., & Li, J. L. (2005). Subseasonal organization of ocean chlorophyll: Prospects for prediction based on the Madden‐Julian oscillation. Geophysical research letters, 32(23).
  8. Haryanto, Y. D., Fitrianti, N., Hartoko, A., Anggoro, S., & Zainuri, M. (2017, February). MJO (Madden-Julian Oscillation) Analysis of the Chlorophyll-a Distribution in Western Waters Bengkulu. In IOP Conference Series: Earth and Environmental Science (Vol. 55, No. 1, p. 012061). IOP Publishing.

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