====== DLZP Wind Prediction Model ======

===== Background =====
Client is interested in improving their Wind Generation Forecasting, this project was to assist the client in evaluation of their current capabilities and working with them to improve their forecasting accuracy. 

The key steps and deliverables for the client and DLZP Group.
  * Develop a Wind Generation Model that can accurately predict the wind for an area around the wind farm. 
  * Develop a Generation Prediction Model that will ingest the Wind Prediction to accurately predict the actual power generation of a wind turbine or wind turbine farm. 


Some Interesting data sets that we may be able to access to help with the forecasting. 

NEXTRAD
https://registry.opendata.aws/noaa-nexrad/

NREL Wind Integration Data 
https://registry.opendata.aws/nrel-pds-wtk/#usageexamples

NREL Data Sets
https://www.nrel.gov/research/data-tools-alpha.html

Partner Opportunities with NREL 
https://www.labpartnering.org/lab-technologies/048ea3ef-cd28-4767-a91e-abd401cfe981
https://www.labpartnering.org/lab-technologies/345b5ef4-36ff-48f6-ad8c-8117e7a06ae9

Community Earth System Model Large Ensemble (CESM LENS)
https://registry.opendata.aws/ncar-cesm-lens/

NOAA Global Historical Climatology Network Daily (GHCN-D)
https://registry.opendata.aws/noaa-ghcn/

ECMWF ERA5 Reanalysis
https://registry.opendata.aws/ecmwf-era5/

Hourly Load Demand Response US DOE 
https://catalog.data.gov/dataset/demand-response

General Information on Energy Supply - US DOE 
https://catalog.data.gov/organization/735d0118-b2a7-4246-a0e3-608b0fa8d1ec?vocab_category_all=Energy+Supply

General Information on Energy Demand - US DOE 
https://catalog.data.gov/organization/735d0118-b2a7-4246-a0e3-608b0fa8d1ec?vocab_category_all=Energy+Supply&vocab_category_all=Energy+Demand

NOAA Datasets
https://www.ncdc.noaa.gov/data-access/model-data/model-datasets

Data on Electricity Generation
https://www.eia.gov/beta/electricity/data/browser/#/topic/1?agg=2,0,1&fuel=vtvv&geo=g&sec=g&freq=M&start=200101&end=201710&ctype=linechart&ltype=pin&maptype=0&rse=0&pin=

https://www.eia.gov/opendata/