cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/d2nx-zc63
title: "Short term Load Forecasting"

description: "Short-term power load forecasting faces inherent challenges such as non-stationarity and strong randomness. Traditional modeling approaches are limited in their ability to capture spatiotemporal features and address complex uncertainties. To overcome these limitations, this study proposes an innovative predictive framework based on a Crowned Pig Optimization (CPO)-enhanced Convolutional Neural Network\u2013Long Short-Term Memory (CNN-LSTM) hybrid model. In this framework, the Convolutional Neural Network (CNN) autonomously extracts spatial features from power load data, while the Long Short-Term Memory (LSTM) network captures temporal dependencies and long-term trends. Subsequently, the CPO algorithm is employed to optimize critical hyperparameters of the CNN-LSTM model, including the learning rate, number of hidden nodes, and regularization coefficients. This iterative global optimization process reduces the likelihood of local optima and identifies optimal configurations. Comparative experiments with multiple forecasting models demonstrate that the proposed CPO-CNN-LSTM model achieves superior performance in short-term load prediction, exhibiting high accuracy and robust stability. Evaluation metrics, including a Mean Absolute Error (MAE) of 89.0866 and a Mean Squared Error (MSE) of 18,400.8438, confirm the model\u2019s effectiveness. Moreover, the framework demonstrates strong practical applicability, enhanced computational efficiency, and excellent capacity to handle complex power system data. Overall, the proposed model not only improves predictive accuracy and stability but also reduces training time, underscoring its significant potential for real-world smart grid applications."
DOI: 10.15468/dl.cpt6yh
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia leucantha",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039498-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xest2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia leucantha",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039499-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jmzsh
title: Occurrence Download

description: A dataset containing 225431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia peplus"
 ]
}

 The dataset includes 225431 records from 1391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039394-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.968179
title: Soil data and auxiliary climate variables from central Samoylov Island, Lena River Delta, Siberia (2012 – 2021)

description: The Arctic is changing rapidly as strong air temperature warming induces a multitude of feedback mechanisms including changes in the snow cover and warming and thawing of permafrost soils. Due to the high interannual variability, multi-year datasets are needed to asses the complex interaction between climate and soil variables. However, such data series are scarce in the Arctic and some areas such as North-east Siberia are widely understudied. Here we present a comprehensive dataset covering time series of 2012 to 2021 of soil and climate variables at the center of Samoylov Island, Lena River Delta, Siberia (72.3742°N, 126.4959°E). The data cover the spatial variability of a polygonal tundra landscape as one profile was installed at the elevated dry polygon rim and the second at the lower inundated polygon center. The time series include in total 16 soil temperature measurements at depths down to 1m, 4 ground heat flux series, two water level measurements in wells, 9 time series of soil moisture and the associated dielectricity, and 4 time series of soil thermal properties (thermal conductivity and heat capacity). Auxiliary measurements at the soil station include air temperature at 70cm height, 4 component radiation at polygon rim and center, snow depth, and snow dielectricity at two heights. The dataset includes comprehensive metadata and is suitable for integration in physically based climate and permafrost models.
DOI: 10.1594/pangaea.783264
title: Phytoplankton abundance in the Wadden Sea off List, Sylt, North Sea in 2007
DOI: 10.1594/pangaea.942177
title: Meiofauna counts from multi corer samples from a disturbance experiment in the Belgian License area during Island Pride cruise IP21, Clarion-Clipperton zone

description: Overview of higher meiofauna taxa and total counts from samples (0-5 cm) collected during a disturbance experiment (deployment nodule collector prototype, Patania II) in the Belgian License Area (GSR-area) in the Clarion Clipperton Zone on during the IP21 expedition in 2021. Samples are categorized per impact type: pre-impact, post-impact (track, thick sediment cover).
DOI: 10.1594/pangaea.937848
title: Pholis gunnellus in the Sylt Rømø bight in 2020

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.937858
title: Zoarces viviparus in the Sylt Rømø bight in 2020

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.937849
title: Platichthys flesus in the Sylt Rømø bight in 2020

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.937850
title: Pleuronectes platessa in the Sylt Rømø bight in 2020

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.761400
title: Mullus surmuletus in the Sylt Rømø bight in 2010

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.892448
title: Liparis liparis in the Sylt Rømø bight in 2016

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.903635
title: Crangon crangon in the Sylt Rømø bight in 2008

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.910258
title: Rare fish species in the Sylt Rømø bight in 2018

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.883918
title: Liparis liparis in the Sylt Rømø bight in 2015

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.845935
title: Phytoplankton abundance in the Wadden Sea off List, Sylt, North Sea in 1994
DOI: 10.1594/pangaea.892953
title: Carbon and oxygen isotope data for planktonic foraminifera from ODP Site 198-1209, ODP Site 113-690, and DSDP Site 48-401
DOI: 10.1594/pangaea.783257
title: Phytoplankton abundance in the Wadden Sea off List, Sylt, North Sea in 2001
DOI: 10.1594/pangaea.892442
title: Lampetra fluviatilis in the Sylt Rømø bight in 2016

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.848733
title: Phytoplankton biosurface in the Wadden Sea off List, Sylt, North Sea in 2003
DOI: 10.1594/pangaea.848732
title: Phytoplankton biomass as carbon in the Wadden Sea off List, Sylt, North Sea in 2002
DOI: 10.1594/pangaea.886859
title: Pleuronectes platessa in the Sylt Rømø bight in 2011

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.848727
title: Phytoplankton biosurface in the Wadden Sea off List, Sylt, North Sea in 2001
DOI: 10.1594/pangaea.761391
title: Gasterosteus aculeatus in the Sylt Rømø bight in 2010

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.Another version of this dataset has been published, see "Other version reference"
DOI: 10.1594/pangaea.903598
title: Liparis liparis in the Sylt Rømø bight in 2007

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.903609
title: Pleuronectes platessa in the Sylt Rømø bight in 2007

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.904520
title: Gasterosteus aculeatus in the Sylt Rømø bight in 2010, Version 2

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.903631
title: Ammodytes tobianus in the Sylt Rømø bight in 2008

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.
DOI: 10.1594/pangaea.903633
title: Clupea harengus in the Sylt Rømø bight in 2008

description: Due to changing temperature regimes in the North- and the Wadden Sea, a fish survey in the Sylt Rømø bight (SRB) was established in 2007 for at least ten years. The aim is to investigate the Wadden Sea fish fauna with special interest in changes of migration behavior, species composition and feeding habits. Seven stations are sampled monthly inside the SRB. Two additional stations, one outside the bight, one close to the Danish border are sampled as references four times a year. For sampling a mini bottom trawl, total length 17 m, trawl opening 7 m, height 3 m with a mesh size of 36 mm in the wings, 16 mm in the mid part and 6 mm in the cod end is used. At every station one haul in the water column and another at the bottom are sampled, for 15 minutes at a speed of approximately 2 knots. The data will help to give a more detailed picture of food chains and energy flows inside the Wadden Sea.