Improving Initial Transients of Online Learning Echo State Network Control System with Feedback Adjustments

Autor: Shen, Junyi

Echo state networks (ESNs) have become increasingly popular in online learning control systems due to their ease of training. However, online learning ESN controllers often suffer from slow convergence during the initial transient phase. Existing sol

Externí odkaz: http://arxiv.org/abs/2409.08228

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A Remote Patient Monitoring System With Feedback Mechanisms Using a Smartwatch: Concept, Implementation, and Evaluation Based on the activeDCM Randomized Controlled Trial

Autor: Reto Wettstein, Farbod Sedaghat-Hamedani, Oliver Heinze, Ali Amr, Christoph Reich, Theresa Betz, Elham Kayvanpour, Angela Merzweiler, Christopher Büsch, Isabell Mohr, Birgit Friedmann-Bette, Norbert Frey, Martin Dugas, Benjamin Meder

Publikováno v: JMIR mHealth and uHealth, Vol 12, p e58441 (2024)

BackgroundTechnological advances allow for recording and sharing health-related data in a patient-centric way using smartphones and wearables. Secure sharing of such patient-generated data with physicians would enable close management of individual h

Externí odkaz: https://doaj.org/article/48b182485d5e4254940adee40f01d89a

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A Remote Patient Monitoring System With Feedback Mechanisms Using a Smartwatch: Concept, Implementation, and Evaluation Based on the activeDCM Randomized Controlled Trial.

Autor: Wettstein R; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany., Sedaghat-Hamedani F; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; German Centre for Cardiovascular Research, Heidelberg-Mannheim, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany., Heinze O; RheinMain University of Applied Sciences, Wiesbaden, Germany., Amr A; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; German Centre for Cardiovascular Research, Heidelberg-Mannheim, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany., Reich C; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; German Centre for Cardiovascular Research, Heidelberg-Mannheim, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany., Betz T; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany.; Department of Sports Medicine, Medical Clinic, Heidelberg University Hospital, Heidelberg, Germany., Kayvanpour E; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; German Centre for Cardiovascular Research, Heidelberg-Mannheim, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany., Merzweiler A; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany., Büsch C; Institute of Medical Biometry, Heidelberg University, Heidelberg, Germany., Mohr I; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany., Friedmann-Bette B; Department of Sports Medicine, Medical Clinic, Heidelberg University Hospital, Heidelberg, Germany., Frey N; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; German Centre for Cardiovascular Research, Heidelberg-Mannheim, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany., Dugas M; Institute of Medical Informatics, Heidelberg University Hospital, Heidelberg, Germany., Meder B; Institute for Cardiomyopathies Heidelberg, Heidelberg University Hospital, Heidelberg, Germany.; German Centre for Cardiovascular Research, Heidelberg-Mannheim, Germany.; Department of Internal Medicine III, Heidelberg University Hospital, Heidelberg, Germany.

Publikováno v: JMIR mHealth and uHealth [JMIR Mhealth Uhealth] 2024 Nov 22; Vol. 12, pp. e58441. Date of Electronic Publication: 2024 Nov 22.