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This dataset provides shapefile outlines of the 7,150 lakes that had temperature modeled as part of this study. The format is a shapefile for all lakes combined (.shp, .shx, .dbf, and .prj files). A csv file of lake metadata is also included. This dataset is part of a larger data release of lake temperature model inputs and outputs for 7,150 lakes in the U.S. states of Minnesota and Wisconsin (http://dx.doi.org/10.5066/P9CA6XP8).
Categories: Data;
Types: Downloadable,
Map Service,
OGC WFS Layer,
OGC WMS Layer,
Shapefile;
Tags: IA,
IL,
IN,
Illinois,
Indiana, All tags...
Iowa,
MI,
MN,
MO,
Michigan,
Minnesota,
Missouri,
ND,
NE,
Nebraska,
North Dakota,
OH,
Ohio,
SD,
South Dakota,
US,
United States,
WI,
Wisconsin,
climate change,
environment,
hybrid modeling,
inlandWaters,
modeling,
reservoirs,
temperate lakes,
temperature,
thermal profiles,
water,
water resources, Fewer tags
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Atlantic coast piping plover (Charadrius melodus) nest sites are typically found on low-lying beach and dune systems, which respond rapidly to coastal processes like sediment overwash, inlet formation, and island migration that are sensitive to climate-related changes in storminess and the rate of sea-level rise. Data were obtained to understand piping plover habitat distribution and use along their Atlantic Coast breeding range. A smartphone application called iPlover was developed to collect standardized data on habitat characteristics at piping plover nest locations. The application capitalized on a network of trained monitors that observe piping plovers throughout their U.S. Atlantic coast breeding range as...
Types: Citation,
Map Service,
OGC WFS Layer,
OGC WMS Layer,
OGC WMS Service;
Tags: Assateague Island,
Atlantic Margin,
Cape Hatteras,
Cape Lookout,
Chincoteague Island, All tags...
JPEG images,
Long Island,
Maine,
Marthas Vineyard,
Maryland,
Massachusetts,
Monomoy Island,
New Jersey,
New York,
North Carolina,
Parker River,
Rhode Island,
U.S. Atlantic East Coast,
Virginia,
biota,
coasts,
continental United States,
east coast,
geoscientificInformation,
shorebird,
shorebird nesting,
smartphone application, Fewer tags
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This dataset summarized a collection of annual thermal metrics to characterize lake temperature impacts on fish habitat for 7,150 lakes from uncalibrated models (PB0) and 449 from calibrated models (PBALL). The dataset includes over 172 annual thermal metrics.
Categories: Data;
Tags: MN,
Minnesota,
SD,
South Dakota,
US, All tags...
United States,
climate change,
environment,
hybrid modeling,
inlandWaters,
modeling,
reservoirs,
temperate lakes,
temperature,
thermal profiles,
water,
water resources, Fewer tags
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Multiple modeling frameworks were used to predict daily temperatures at 0.5m depth intervals for a set of diverse lakes in the U.S. states of Minnesota and Wisconsin. Process-Based (PB) models were configured and calibrated with training data to reduce root-mean squared error. Uncalibrated models used default configurations (PB0; see Winslow et al. 2016 for details) and no parameters were adjusted according to model fit with observations. Deep Learning (DL) models were Long Short-Term Memory artificial recurrent neural network models which used training data to adjust model structure and weights for temperature predictions (Jia et al. 2019). Process-Guided Deep Learning (PGDL) models were DL models with an added...
Categories: Data;
Tags: 007,
012,
Fish,
MN,
Minnesota, All tags...
Northeast CASC,
Rivers, Streams and Lakes,
US,
United States,
WI,
Water, Coasts and Ice,
Wildlife and Plants,
Wisconsin,
climate change,
deep learning,
environment,
hybrid modeling,
inlandWaters,
machine learning,
modeling,
reservoirs,
temperate lakes,
temperature,
thermal profiles,
water, Fewer tags
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This dataset includes model inputs that describe weather conditions for the 68 lakes included in this study. Weather data comes from gridded estimates (Mitchell et al. 2004). There are two comma-separated files, one for weather data (one row per model timestep) and one for ice-flags, which are used by the process-guided deep learning model to determine whether to apply the energy conservation constraint (the constraint is not applied when the lake is presumed to be ice-covered). The ice-cover flag is a modeled output and therefore not a true measurement (see "Predictions" and "pb0" model type for the source of this prediction). This dataset is part of a larger data release of lake temperature model inputs and outputs...
Categories: Data;
Tags: 007,
012,
Fish,
MN,
Minnesota, All tags...
Northeast CASC,
Rivers, Streams and Lakes,
US,
United States,
WI,
Water, Coasts and Ice,
Wildlife and Plants,
Wisconsin,
climate change,
deep learning,
environment,
hybrid modeling,
inlandWaters,
machine learning,
modeling,
reservoirs,
temperate lakes,
temperature,
thermal profiles,
water, Fewer tags
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