Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks

Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks

Abstract: 

This is the images and the image masks used in the paper "Z. Petrou and Y. Tian, Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks,IEEE Transactions on Geoscience and Remote Sensing."

Instructions: 

The dataset contains the images and the corresponding sea-ice masks used in the experiments in the manuscript, for the AMSR-E, AMSR2, and ASCAT sensors. The processed png 8-bit images are provided. In particular:- AMSRE_2011.zip contains the data from the AMSR-E sensor:  - images: the directory contains the brightness temperature images    Naming convention: AMSRE_YYYYMMDD.png, where YYYY, MM, and DD stand for the year, month, and day of the month, respectively;  - masks: contains the sea-ice masks (sea ice: 1, non-sea ice: 0)    Naming convention: AMSRE_YYYYMMDD_mask.png- AMSR2_2018.zip contains the data from the AMSR2 sensor:  - images: the directory contains the brightness temperature images    Naming convention: AMSR2_YYYYMMDD.png, where YYYY, MM, and DD stand for the year, month, and day of the month, respectively;  - masks: contains the sea-ice masks (sea ice concentration: 1-255, non-sea ice: 0)    Naming convention: AMSR2_YYYYMMDD_mask.png- ASCAT_2017.zip contains the data from the ASCAT sensor:  - images: the directory contains the brightness temperature images    Naming convention: ASCAT_YYYYDOY.png, where YYYY is the year and DOY the day of the year (e.g. Feb 19 is 050, Feb 20 is 051, etc.);  - masks: contains the sea-ice masks (non-ice ocean: 0, sea-ice: 128, land: 255)    Naming convention: ASCAT_YYYYDOY_mask.png

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[1] Yingli Tian, Zisis Petrou, "Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks", IEEE Dataport, 2019. [Online]. Available: http://dx.doi.org/10.21227/dq5z-1k95. Accessed: Aug. 18, 2019.
@data{dq5z-1k95-19,
doi = {10.21227/dq5z-1k95},
url = {http://dx.doi.org/10.21227/dq5z-1k95},
author = {Yingli Tian; Zisis Petrou },
publisher = {IEEE Dataport},
title = {Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks},
year = {2019} }
TY - DATA
T1 - Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks
AU - Yingli Tian; Zisis Petrou
PY - 2019
PB - IEEE Dataport
UR - 10.21227/dq5z-1k95
ER -
Yingli Tian, Zisis Petrou. (2019). Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks. IEEE Dataport. http://dx.doi.org/10.21227/dq5z-1k95
Yingli Tian, Zisis Petrou, 2019. Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks. Available at: http://dx.doi.org/10.21227/dq5z-1k95.
Yingli Tian, Zisis Petrou. (2019). "Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks." Web.
1. Yingli Tian, Zisis Petrou. Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks [Internet]. IEEE Dataport; 2019. Available from : http://dx.doi.org/10.21227/dq5z-1k95
Yingli Tian, Zisis Petrou. "Data for Prediction of Sea Ice Motion with Convolutional Long Short-Term Memory Networks." doi: 10.21227/dq5z-1k95