https://github.com/anacost/annmaster

Estimating net surface radiation by using ANN

https://github.com/anacost/annmaster

Science Score: 23.0%

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Last synced: 6 months ago · JSON representation

Repository

Estimating net surface radiation by using ANN

Basic Info
  • Host: GitHub
  • Owner: anacost
  • License: mit
  • Language: Jupyter Notebook
  • Default Branch: master
  • Size: 5.87 MB
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Created over 7 years ago · Last pushed over 7 years ago
Metadata Files
Readme License

README.md

ANNMaster

Estimating net surface radiation by using ANN

sensitivitymetdata.txt: 1. X - date and time: 2017-08-03 00:00:00 to 2017-09-08 23:30:00 2. Rldownwell - Longwave incoming radiation in W/m^2 3. ATmbar - Atmospheric pressure in mbar 4. Rsdownwell - Shortwave incoming radiation in W/m^2 5. rH - Relative humidity in % 6. Tb1477 - Air temperature in degree Celsius at 10m height 7. Dg1477 - Wind direction in degree 8. F1sg_1477 - Wind speed in m/s 9. Rnet - Net surface radiation in W/m^2

The goal is to estimate Rnet. Assumption is that tiff files contain information related to Rnet.

Simple perceptron: https://machinelearningmastery.com/implement-perceptron-algorithm-scratch-python/

Free Datasets: https://archive.ics.uci.edu/ml/datasets.html

First test to make:

  • Rl_downwell - Longwave incoming radiation in W/m^2
  • Rs_downwell - Shortwave incoming radiation in W/m^2

And possibly add:

  • Dg1477 - Wind direction in degree
  • F1sg1477 - Wind speed in m/s

On site: 10-20 August.

Owner

  • Name: Ana Conrado
  • Login: anacost
  • Kind: user

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Anne Fouilloux a****u@g****o 9
Anne Fouilloux a****u@u****o 7
eiriknr 3****r 5
Ana Costa a****t 4
Ana Costa a****s@s****o 1
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