This code contains functions to compute optimal offshore energy porfolios {Wind-ATB22 devices}, {Wave- }, and {Ocean Current- Kite Energy Converters} 


#######-------Main
1) Transmission.ipynb: Interactive code to determine transmission system cost/configuration for all locations of interest
2) DownloadWindDataNREL.ipynb: Donwload wind energy data from NREL
3) GetWindEnergyCostGeneration.ipynb: Get costs and energy generation for wind energy on a given region
4) PortfolioOptimization.ipynb: Solve portfolio optimization problems using multiprocessing
5) PlotPortfolioResults.ipynb: Generate plots from the portfolio results
6) DownloadWaveDataWWIII.ipynb: Code to download Hs and Tp (wave data) from wave watch III model
7) Wave_Grib2NPZ.ipynb: Convert GRIB2 to .npz file for the Wave Watch 3 data
8) ExtremeWindWave.ipynb: Extreme value analysis for wind-wave
9) ExtremeWave.ipynb: Extreme value analysis wave only (Hs-Tp)
10) DownloadOceanCurrentHYCOM.ipynb: Download hycom datasets
11)OceanCurrent_NC2NPZ: Process Hycom data and convert to NPZ
12)GetKiteCostGeneration.ipynb: Get generation and cost for different kite designs

#######-------./Tools/
1) TransmissionTools.py: Tools to compute transmission cost and circuit parameters
2) GeneralGeoToos.py: Toods to compute distance and depth for offshore portfolios, and perfrom general plots
3) NREL_hsdsConfiguration.py: Configure NREL API for wind energy download (register Key)
4) WindTurbineTools.py: Tools to compute wind energy and costs
5) Port_Opt_MaxGeneration: Model to solve the portfolio optimization for the max generation constrained to LCOE (can run wind, wave and kite)
6) DownloadWWIII_Wave.py: Code to download Hs and Tp (wave data) from wave watch III model
7) WWaveGrib2Npz.py: Convert GRIB2 to .npz file for the Wave Watch 3 data
8) DownloadHYCOM_OC.py: Download Hycom dataset
9) OC_nc2npz.py: Convet netcdf files from hycom to npz
10)KitePortfolioTools.py: Tools to simulate kite designs

#######-------./InputData/
1) CoastLine: Division for the NC coast and states
2) Transmission: Costs and parameters for AC and DC cables. On Refecens/ you will fid the references used to estimate these values
3) Wind: Turbine Parameters, Turbine costs, wind speed data downloaded from NREL toolkit
4) Wave: Wave Turbine data and Hs and Tp data from WWIIII

#######-------./OutputData/
1) Transmission/Transmission_...: Transmission annualized costs and efficiency for different rate transmission capacities
2) Wind/GenCost_...: Generation and Annualized Costs for different turbine designs:





#####to do things
1- Implement Depth curves on BOEM plots?
2- X,Y resolutions differ on hycom (0.08 and 0.04) approximated as 0.08 for all, add unecessary overlapping constrains 
3- overlap wind kite locations ?! Double check Constraints (Optimization) 1 wind site can accomodate at least one kite
4- Problem with kite costs from matlab
5- Problem with [lb, ub] from matlab kite optimization and power time series