Jacob Zwart
Jacob Zwart
Data Scientist, US Geological Survey
Vahvistettu sähköpostiosoite verkkotunnuksessa - Kotisivu
Physics guided RNNs for modeling dynamical systems: A case study in simulating lake temperature profiles
X Jia, J Willard, A Karpatne, J Read, J Zwart, M Steinbach, V Kumar
Proceedings of the 2019 SIAM international conference on data mining, 558-566, 2019
Process‐guided deep learning predictions of lake water temperature
JS Read, X Jia, J Willard, AP Appling, JA Zwart, SK Oliver, A Karpatne, ...
Water Resources Research 55 (11), 9173-9190, 2019
Physics-guided machine learning for scientific discovery: An application in simulating lake temperature profiles
X Jia, J Willard, A Karpatne, JS Read, JA Zwart, M Steinbach, V Kumar
ACM/IMS Transactions on Data Science 2 (3), 1-26, 2021
Global patterns and drivers of ecosystem functioning in rivers and riparian zones
SD Tiegs, DM Costello, MW Isken, G Woodward, PB McIntyre, ...
Science Advances 5 (1), eaav0486, 2019
LakeMetabolizer: an R package for estimating lake metabolism from free-water oxygen using diverse statistical models
LA Winslow, JA Zwart, RD Batt, HA Dugan, RI Woolway, JR Corman, ...
Inland Waters 6 (4), 622-636, 2016
The importance of lake‐specific characteristics for water quality across the continental United States
EK Read, VP Patil, SK Oliver, AL Hetherington, JA Brentrup, JA Zwart, ...
Ecological Applications 25 (4), 943-955, 2015
rLakeAnalyzer: Lake physics tools
L Winslow, J Read, R Woolway, J Brentrup, T Leach, J Zwart, S Albers, ...
Zenodo. Available online: https://zenodo. org/record/1003169#. Ws82F9NubEY …, 2019
A framework for understanding variation in pelagic gross primary production of lake ecosystems
PT Kelly, CT Solomon, JA Zwart, SE Jones
Ecosystems 21, 1364-1376, 2018
Metabolic and physiochemical responses to a whole‐lake experimental increase in dissolved organic carbon in a north‐temperate lake
JA Zwart, N Craig, PT Kelly, SD Sebestyen, CT Solomon, BC Weidel, ...
Limnology and Oceanography 61 (2), 723-734, 2016
The influence of hydrologic residence time on lake carbon cycling dynamics following extreme precipitation events
JA Zwart, SD Sebestyen, CT Solomon, SE Jones
Ecosystems 20, 1000-1014, 2017
Delving deeper: Metabolic processes in the metalimnion of stratified lakes
DP Giling, PA Staehr, HP Grossart, MR Andersen, B Boehrer, C Escot, ...
Limnology and Oceanography 62 (3), 1288-1306, 2017
Physics-guided recurrent graph model for predicting flow and temperature in river networks
X Jia, J Zwart, J Sadler, A Appling, S Oliver, S Markstrom, J Willard, S Xu, ...
Proceedings of the 2021 SIAM International Conference on Data Mining (SDM …, 2021
Experimental whole‐lake increase of dissolved organic carbon concentration produces unexpected increase in crustacean zooplankton density
PT Kelly, N Craig, CT Solomon, BC Weidel, JA Zwart, SE Jones
Global Change Biology 22 (8), 2766-2775, 2016
Consequences of gas flux model choice on the interpretation of metabolic balance across 15 lakes
HA Dugan, RI Woolway, AB Santoso, JR Corman, A Jaimes, ER Nodine, ...
Inland Waters 6 (4), 581-592, 2016
Phytoplankton traits predict ecosystem function in a global set of lakes
JA Zwart, CT Solomon, SE Jones
Ecology 96 (8), 2257-2264, 2015
Can machine learning accelerate process understanding and decision‐relevant predictions of river water quality?
C Varadharajan, AP Appling, B Arora, DS Christianson, VC Hendrix, ...
Hydrological Processes 36 (4), e14565, 2022
Hydrologic setting constrains lake heterotrophy and terrestrial carbon fate
SE Jones, JA Zwart, PT Kelly, CT Solomon
Limnology and Oceanography Letters 3 (3), 256-264, 2018
Light climate and dissolved organic carbon concentration influence species-specific changes in fish zooplanktivory
BC Weidel, K Baglini, SE Jones, PT Kelly, CT Solomon, JA Zwart
Inland Waters 7 (2), 210-217, 2017
rLakeAnalyzer: Package for the analysis of lake physics
L Winslow, J Read, R Woolway, J Brentrup, T Leach, J Zwart
R package version 1 (6), 2015
Experimental whole-lake dissolved organic carbon increase alters fish diet and density but not growth or productivity
S Koizumi, N Craig, JA Zwart, PT Kelly, JP Ziegler, BC Weidel, SE Jones, ...
Canadian journal of fisheries and aquatic sciences 75 (11), 1859-1867, 2018
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Artikkelit 1–20