Technical University of Denmark
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ICD_dataset_A (1.19 MB)
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Synthetic performance data for the KVLCC2

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posted on 2023-01-19, 13:38 authored by Malte Mittendorf, Ulrik Dam NielsenUlrik Dam Nielsen, Harry B. BinghamHarry B. Bingham

The data comprises of two different concept drift scenarios: Sudden (SCD) and Incremental (ICD) concept drift. Moreover, three different datasets per scenario are available, which all show different sources of uncertainty. In fact, dataset A has a negigible degrees of epistemic and aleatoric uncertainty, whereas B introduces epistemic and C shows aleatoric uncertainty. The individual columns are: Speed, draft (fore and aft), significant wave height, peak period, rel. wave direction, rel. wind speed, rel. wind direction, shaft torque, power and rpm, water temperature and finally the biofouling scenario. The columns include a title with corresponding units. The files are saved in binary feather format for efficiency reasons. For more information, please consult the readme file or the upcoming paper.


Funding

Den Danske Maritime Fond (2019-043) & Orients Fond

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