Giter Club home page Giter Club logo

isca's Introduction

Iceland Snow Cover Analysis Project (ISCA)

Overview

The scope of the project is to create a snow cover climatology for Iceland based on Modis Aqua and Terra MOD10.A1 V006 snow cover. The tools applied here can also be applied to make a "operational" product by merging daily AQUA and TERRA snow cover tiles with various temporal settings to reduce missing data due to clouds. The project is written in Matlab but will be move to Python in the near future.

The tools listed here do the following:

  • Merge daily MODIS Aqua and Terra snow cover tiles (Tested for MOD10A1 V006)
  • Apply a temporal aggregate filter with variable number of days that either aggregate to a center date in a Modis data stack or a end date in a Moids data stack
  • Gap fill remaining pixels with machine learning algorythms

Matlab scripts

Modis_Merger.m

Merge TERRA and AQUA data daily files into one combined file

Uses: Modis_make_geo % Reads the coordinates for the HDF tiles used from Modis Modis_make_ins_outs % Makes masks to mask out data dates2header % Date format from hdf to Matlab datenumbers Modis_QAQC % Checks for missing tiles Modis_P_merger_Aqua_Terra % Plotting functions for merged tiles Modis_in_filter_sca % Tools to filter

Input: MODIS MOD10A1, MODIS MYD10A1 Output: MCD10A1_YYYYDOY merged Aqua and Terra tiles for same dates

Add: NetCDF storage

Modis_Aggr.m

Aggregate merged output from Modis_Merger.m with a temporal filter of certain number of days

Input: MCD10A1_YYYYDOY merged Aqua and Terra tiles for same dates Output: MMCDDATA_XXD_YYYYDOY where XX is the number of days for the temporal filter

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.