North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting
Dataset created for Multivariate Probabilistic Regression with Natural Gradient Boosting application section. Supplied for replication. Variables in the dataset: Tx, Ty, Wx, Wy: Wind Stress (Pa) (T), Wind Speed (m/s) (W) in the longitudinal (x) and latitudinal (y) directions. u_av, v_av: surface geo...
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ftzenodo:oai:zenodo.org:5644972 2023-05-15T17:33:42+02:00 North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting Michael O'Malley 2021-11-04 https://zenodo.org/record/5644972 https://doi.org/10.5281/zenodo.5644972 unknown info:eu-repo/grantAgreement/RCUK/EPSRC/EP%2FL015692%2F1/ doi:10.5281/zenodo.5644921 https://zenodo.org/record/5644972 https://doi.org/10.5281/zenodo.5644972 oai:zenodo.org:5644972 info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/4.0/legalcode info:eu-repo/semantics/other dataset 2021 ftzenodo https://doi.org/10.5281/zenodo.564497210.5281/zenodo.5644921 2023-03-11T02:03:06Z Dataset created for Multivariate Probabilistic Regression with Natural Gradient Boosting application section. Supplied for replication. Variables in the dataset: Tx, Ty, Wx, Wy: Wind Stress (Pa) (T), Wind Speed (m/s) (W) in the longitudinal (x) and latitudinal (y) directions. u_av, v_av: surface geostrophic sea water velocity (m/s) longitudinal and latitudinal respectively. lon,lat: The longitude (-180,180) and latitude (-90,90) of the drifters. t: day of year (0,366). u, v: The velocities of the drifters (m/s). Note u, v, Tx, Ty, Wx, Wy are all filtered as described in the papers supplemental information. If used the following must be acknowledged or cited appropriately. You must follows the terms of the use of the following sources: The Global Drifter Program https://www.aoml.noaa.gov/phod/gdp/interpolated/data/all.php (lon, lat, u, v) CMEMS datasets which are interpolated to the drifter locations: 1. GLOBAL OCEAN GRIDDED L4 SEA SURFACE HEIGHTS AND DERIVED VARIABLES REPROCESSED (COPERNICUS CLIMATE SERVICE) https://resources.marine.copernicus.eu/product-detail/SEALEVEL_GLO_PHY_CLIMATE_L4_REP_OBSERVATIONS_008_057/INFORMATION (u_av, v_av) 2. Global Ocean Wind L4 Reprocessed 6 hourly Observations https://resources.marine.copernicus.eu/product-detail/WIND_GLO_WIND_L4_REP_OBSERVATIONS_012_006/INFORMATION (Wx, Wy, Tx, Ty) Note this dataset will not be regularly updated. Any changes in the source products will not be brought into this dataset. Dataset North Atlantic Zenodo |
institution |
Open Polar |
collection |
Zenodo |
op_collection_id |
ftzenodo |
language |
unknown |
description |
Dataset created for Multivariate Probabilistic Regression with Natural Gradient Boosting application section. Supplied for replication. Variables in the dataset: Tx, Ty, Wx, Wy: Wind Stress (Pa) (T), Wind Speed (m/s) (W) in the longitudinal (x) and latitudinal (y) directions. u_av, v_av: surface geostrophic sea water velocity (m/s) longitudinal and latitudinal respectively. lon,lat: The longitude (-180,180) and latitude (-90,90) of the drifters. t: day of year (0,366). u, v: The velocities of the drifters (m/s). Note u, v, Tx, Ty, Wx, Wy are all filtered as described in the papers supplemental information. If used the following must be acknowledged or cited appropriately. You must follows the terms of the use of the following sources: The Global Drifter Program https://www.aoml.noaa.gov/phod/gdp/interpolated/data/all.php (lon, lat, u, v) CMEMS datasets which are interpolated to the drifter locations: 1. GLOBAL OCEAN GRIDDED L4 SEA SURFACE HEIGHTS AND DERIVED VARIABLES REPROCESSED (COPERNICUS CLIMATE SERVICE) https://resources.marine.copernicus.eu/product-detail/SEALEVEL_GLO_PHY_CLIMATE_L4_REP_OBSERVATIONS_008_057/INFORMATION (u_av, v_av) 2. Global Ocean Wind L4 Reprocessed 6 hourly Observations https://resources.marine.copernicus.eu/product-detail/WIND_GLO_WIND_L4_REP_OBSERVATIONS_012_006/INFORMATION (Wx, Wy, Tx, Ty) Note this dataset will not be regularly updated. Any changes in the source products will not be brought into this dataset. |
format |
Dataset |
author |
Michael O'Malley |
spellingShingle |
Michael O'Malley North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting |
author_facet |
Michael O'Malley |
author_sort |
Michael O'Malley |
title |
North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting |
title_short |
North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting |
title_full |
North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting |
title_fullStr |
North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting |
title_full_unstemmed |
North Atlantic Ocean Drifter Dataset for Multivariate Probabilistic Regression with Natural Gradient Boosting |
title_sort |
north atlantic ocean drifter dataset for multivariate probabilistic regression with natural gradient boosting |
publishDate |
2021 |
url |
https://zenodo.org/record/5644972 https://doi.org/10.5281/zenodo.5644972 |
genre |
North Atlantic |
genre_facet |
North Atlantic |
op_relation |
info:eu-repo/grantAgreement/RCUK/EPSRC/EP%2FL015692%2F1/ doi:10.5281/zenodo.5644921 https://zenodo.org/record/5644972 https://doi.org/10.5281/zenodo.5644972 oai:zenodo.org:5644972 |
op_rights |
info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/4.0/legalcode |
op_doi |
https://doi.org/10.5281/zenodo.564497210.5281/zenodo.5644921 |
_version_ |
1766132282931806208 |