Rapid and highly variable warming of lake surface waters around the globe CM O'Reilly, S Sharma, DK Gray, SE Hampton, JS Read, RJ Rowley, ... Geophysical Research Letters 42 (24), 10,773-10,781, 2015 | 1303 | 2015 |
Physics-guided neural networks (pgnn): An application in lake temperature modeling A Karpatne, W Watkins, J Read, V Kumar arXiv preprint arXiv:1710.11431 2, 2017 | 520 | 2017 |
Ecosystem consequences of changing inputs of terrestrial dissolved organic matter to lakes: current knowledge and future challenges CT Solomon, SE Jones, BC Weidel, I Buffam, ML Fork, J Karlsson, ... Ecosystems 18, 376-389, 2015 | 510 | 2015 |
Derivation of lake mixing and stratification indices from high-resolution lake buoy data JS Read, DP Hamilton, ID Jones, K Muraoka, LA Winslow, R Kroiss, ... Environmental Modelling & Software 26 (11), 1325-1336, 2011 | 492 | 2011 |
Ecology under lake ice SE Hampton, AWE Galloway, SM Powers, T Ozersky, KH Woo, RD Batt, ... Ecology letters 20 (1), 98-111, 2017 | 386 | 2017 |
The metabolic regimes of flowing waters ES Bernhardt, JB Heffernan, NB Grimm, EH Stanley, JW Harvey, M Arroita, ... Limnology and Oceanography 63 (S1), S99-S118, 2018 | 332 | 2018 |
Lake-size dependency of wind shear and convection as controls on gas exchange JS Read, DP Hamilton, AR Desai, KC Rose, S MacIntyre, JD Lenters, ... Geophysical Research Letters 39, L09405, 2012 | 284 | 2012 |
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 | 279 | 2019 |
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 | 277 | 2019 |
Physics-guided neural networks (pgnn): An application in lake temperature modeling A Daw, A Karpatne, WD Watkins, JS Read, V Kumar Knowledge Guided Machine Learning, 353-372, 2022 | 232 | 2022 |
Lake microbial communities are resilient after a whole-ecosystem disturbance A Shade, JS Read, ND Youngblut, N Fierer, R Knight, TK Kratz, NR Lottig, ... The ISME journal 6 (12), 2153-2167, 2012 | 231 | 2012 |
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 | 229 | 2021 |
A global database of lake surface temperatures collected by in situ and satellite methods from 1985–2009 S Sharma, DK Gray, JS Read, CM O’reilly, P Schneider, A Qudrat, C Gries, ... Scientific data 2 (1), 1-19, 2015 | 209 | 2015 |
Physical responses of small temperate lakes to variation in dissolved organic carbon concentrations JS Read, KC Rose Limnology and Oceanography 58 (3), 921-931, 2013 | 208 | 2013 |
Water quality data for national‐scale aquatic research: The Water Quality Portal EK Read, L Carr, L De Cicco, HA Dugan, PC Hanson, JA Hart, J Kreft, ... Water Resources Research 53 (2), 1735-1745, 2017 | 195 | 2017 |
Projected shifts in fish species dominance in Wisconsin lakes under climate change GJA Hansen, JS Read, JF Hansen, LA Winslow Global change biology 23 (4), 1463-1476, 2017 | 194 | 2017 |
A General Lake Model (GLM 3.0) for linking with high-frequency sensor data from the Global Lake Ecological Observatory Network (GLEON) MR Hipsey, LC Bruce, C Boon, B Busch, CC Carey, DP Hamilton, ... Geoscientific Model Development 12 (1), 473-523, 2019 | 173 | 2019 |
Climate‐induced warming of lakes can be either amplified or suppressed by trends in water clarity KC Rose, LA Winslow, JS Read, GJA Hansen Limnology and Oceanography Letters 1 (1), 44-53, 2016 | 165 | 2016 |
Resistance, resilience and recovery: aquatic bacterial dynamics after water column disturbance A Shade, JS Read, DG Welkie, TK Kratz, CH Wu, KD McMahon Environmental microbiology 13 (10), 2752-2767, 2011 | 160 | 2011 |
Physics-guided architecture (pga) of neural networks for quantifying uncertainty in lake temperature modeling A Daw, RQ Thomas, CC Carey, JS Read, AP Appling, A Karpatne Proceedings of the 2020 siam international conference on data mining, 532-540, 2020 | 144 | 2020 |