[HTML][HTML] Impact of deep learning-based dropout on shallow neural networks applied to stream temperature modelling
AP Piotrowski, JJ Napiorkowski, AE Piotrowska - Earth-Science Reviews, 2020 - Elsevier
Although deep learning applicability in various fields of earth sciences is rapidly increasing,
shallow multilayer-perceptron neural networks remain widely used for regression problems …
shallow multilayer-perceptron neural networks remain widely used for regression problems …
The NorWeST summer stream temperature model and scenarios for the western US: A crowd‐sourced database and new geospatial tools foster a user community …
Thermal regimes are fundamental determinants of aquatic ecosystems, which makes
description and prediction of temperatures critical during a period of rapid global change …
description and prediction of temperatures critical during a period of rapid global change …
Climate change effects on stream and river temperatures across the northwest US from 1980–2009 and implications for salmonid fishes
DJ Isaak, S Wollrab, D Horan, G Chandler - Climatic change, 2012 - Springer
Thermal regimes in rivers and streams are fundamentally important to aquatic ecosystems
and are expected to change in response to climate forcing as the Earth's temperature …
and are expected to change in response to climate forcing as the Earth's temperature …
The reference condition: predicting benchmarks for ecological and water-quality assessments
Benchmarks provide context and are a critical element of all ecological assessments. Over
the last 25 y, hundreds of papers have been published on various aspects of ecological …
the last 25 y, hundreds of papers have been published on various aspects of ecological …
[HTML][HTML] A spatio-temporal statistical model of maximum daily river temperatures to inform the management of Scotland's Atlantic salmon rivers under climate change
The thermal suitability of riverine habitats for cold water adapted species may be reduced
under climate change. Riparian tree planting is a practical climate change mitigation …
under climate change. Riparian tree planting is a practical climate change mitigation …
Stream temperature prediction in ungauged basins: review of recent approaches and description of a new physics-derived statistical model
A Gallice, B Schaefli, M Lehning… - Hydrology and Earth …, 2015 - hess.copernicus.org
The development of stream temperature regression models at regional scales has regained
some popularity over the past years. These models are used to predict stream temperature …
some popularity over the past years. These models are used to predict stream temperature …
Comparing various artificial neural network types for water temperature prediction in rivers
AP Piotrowski, MJ Napiorkowski, JJ Napiorkowski… - Journal of …, 2015 - Elsevier
A number of methods have been proposed for the prediction of streamwater temperature
based on various meteorological and hydrological variables. The present study shows a …
based on various meteorological and hydrological variables. The present study shows a …
Controls of summer stream temperature in the Pacific Northwest
TD Mayer - Journal of Hydrology, 2012 - Elsevier
This is a regional study of the landscape, stream, and channel factors that control summer
stream temperatures in the Pacific Northwest. The study focusses on two characteristics of …
stream temperatures in the Pacific Northwest. The study focusses on two characteristics of …
A regional neural network ensemble for predicting mean daily river water temperature
JT DeWeber, T Wagner - Journal of Hydrology, 2014 - Elsevier
Water temperature is a fundamental property of river habitat and often a key aspect of river
resource management, but measurements to characterize thermal regimes are not available …
resource management, but measurements to characterize thermal regimes are not available …
Empirical stream thermal sensitivities may underestimate stream temperature response to climate warming
Stream temperature has been increasing in tandem with air temperature, with potentially
negative impacts on cold‐water fish such as salmon. Assessing future stream temperature …
negative impacts on cold‐water fish such as salmon. Assessing future stream temperature …