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Data-informed reservoir computing for efficient time-series prediction.
Chaos. 2023 Jul 1;33(7):073109. doi: 10.1063/5.0152311.
Chaos. 2023.
PMID: 37408150
Using data assimilation to train a hybrid forecast system that combines machine-learning and knowledge-based components.
Wikner A, Pathak J, Hunt BR, Szunyogh I, Girvan M, Ott E.
Wikner A, et al.
Chaos. 2021 May;31(5):053114. doi: 10.1063/5.0048050.
Chaos. 2021.
PMID: 34240950
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Combining machine learning with knowledge-based modeling for scalable forecasting and subgrid-scale closure of large, complex, spatiotemporal systems.
Wikner A, Pathak J, Hunt B, Girvan M, Arcomano T, Szunyogh I, Pomerance A, Ott E.
Wikner A, et al.
Chaos. 2020 May;30(5):053111. doi: 10.1063/5.0005541.
Chaos. 2020.
PMID: 32491877
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Hybrid forecasting of chaotic processes: Using machine learning in conjunction with a knowledge-based model.
Pathak J, Wikner A, Fussell R, Chandra S, Hunt BR, Girvan M, Ott E.
Pathak J, et al. Among authors: wikner a.
Chaos. 2018 Apr;28(4):041101. doi: 10.1063/1.5028373.
Chaos. 2018.
PMID: 31906641
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Lower bone strength in young patients with Fontan circulation compared to controls.
Wikner A, Johansson K, Enocson E, Sthen Bergdahl M, Hansson L, Rydberg A, Sandberg C.
Wikner A, et al.
Cardiol Young. 2024 Mar 7:1-6. doi: 10.1017/S1047951124000404. Online ahead of print.
Cardiol Young. 2024.
PMID: 38450512
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Stabilizing machine learning prediction of dynamics: Novel noise-inspired regularization tested with reservoir computing.
Wikner A, Harvey J, Girvan M, Hunt BR, Pomerance A, Antonsen T, Ott E.
Wikner A, et al.
Neural Netw. 2024 Feb;170:94-110. doi: 10.1016/j.neunet.2023.10.054. Epub 2023 Nov 7.
Neural Netw. 2024.
PMID: 37977092
Free article.
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Laparoscopic ventral and incisional hernia repair using intraperitoneal onlay mesh with peritoneal bridging.
Ali F, Sandblom G, Wikner A, Wallin G.
Ali F, et al. Among authors: wikner a.
Hernia. 2022 Apr;26(2):635-646. doi: 10.1007/s10029-021-02502-9. Epub 2021 Sep 24.
Hernia. 2022.
PMID: 34559335
Free PMC article.
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