Sea Ice Suite ================================ Last update: 1/27/2021 This POD calculates maps of the sea ice concentration (SIC) for the period 1979-2014 for one ensemble member from a model compared to observations for the following quantities: - **mean**: the mean (obviously) by month :math:`\%`. - **trend**: the linear trend by month :math:`\% s^{-1}`. - **standard deviation**: the standard deviation by month :math:`\%`. - **standard deviation after detrending**: the standard deviation of detrended data by month :math:`\%`. - **one-lag correlation**: the correlation at a lag of one month and one year of detrended data by month :math:`\fraction`. For a one-month lag, the map for January shows the correlation of January and February. The map for February shows the correlation of February and March. And so forth. For a one-year lag, the map for January shows the correlation of January and January a year later. And so forth. All calculated are maps shown for each month. Observations of sea ice concentration are from HadISST1.1 (Rayner et al, 2003). Version & Contact info ---------------------- - Version 1 (1/26/2021) - PI (Cecilia Bitz, University of Washington, bitz@uw.edu) - Developer/point of contact (Cecilia Bitz, University of Washington, bitz@uw.edu) - Other contributors: Lettie Roach Open source copyright agreement ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ The MDTF framework is distributed under the LGPLv3 license (see LICENSE.txt). Functionality ------------- The current package consists of two files: 1. seaice_suite_sic_mean_sigma.py which loads data, calculates statistics, regrids to grid of observations and plots everything. 2. seaice_MLD_stats.py contains functions for computing the linear regression and lagged correlation used in this POD and also our mixed-layer depth POD. Required programming language and libraries ------------------------------------------- Python version 3, numpy, pandas, scipy, netCDF4, cftime, xarray, dask, esmpy, xesmf, matplotlib, cartopy Required model output variables ------------------------------- Monthly mean sea ice concentration on the original model grid for 1979-2014 from a historical simulation. References ---------- 1. Roach, L., C.M. Bitz, et al. In preparation. 2. Rayner, N. A.; Parker, D. E.; Horton, E. B.; Folland, C. K.; Alexander, L. V.; Rowell, D. P.; Kent, E. C.; Kaplan, A. (2003) Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century J. Geophys. Res.Vol. 108, No. D14, 4407 10.1029/2002JD002670 (pdf ~9Mb)