Research map: Physical PPG signal synthesis via reinforcement learning-based LED control

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  1. Photoplethysmography and its application in clinical physiological measurement · John Allen · 2007 · 3979 citations · Cited by this paper
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  17. Wearable Photoplethysmographic Sensors—Past and Present · TOSHIYO TAMURA · 2014 · 914 citations · Cited by this paper
  18. Atrial fibrillation detection using beat-to-beat RR intervals and deep learning in large databases · 2026 · Related
  19. Optimal and Autonomous Control Using Reinforcement Learning: A Survey · Bahare Kiumarsi · 2017 · 912 citations · Cited by this paper
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  21. Challenges of real-world reinforcement learning: definitions, benchmarks and analysis · Gabriel Dulac-Arnold · 2021 · 642 citations · Cited by this paper
  22. The use of photoplethysmography for assessing hypertension · Mohamed Elgendi · 2019 · 627 citations · Cited by this paper
  23. Data Informativity: A New Perspective on Data-Driven Analysis and Control · Henk J. van Waarde · 2020 · 523 citations · Cited by this paper
  24. On the need for time series data mining benchmarks · Eamonn Keogh · 2002 · 445 citations · Cited by this paper
  25. Photoplethysmography · Aymen Awad Alian · 2014 · 301 citations · Cited by this paper
  26. Review of Machine Learning Techniques for EEG Based Brain Computer Interface · Swati Aggarwal · 2022 · 272 citations · Cited by this paper
  27. Deep Learning in Physiological Signal Data: A Survey · Beanbonyka Rim · 2020 · 256 citations · Cited by this paper
  28. Photoplethysmography in Wearable Devices: A Comprehensive Review of Technological Advances, Current Challenges, and Future Directions · Kwang Bok Kim · 2023 · 210 citations · Cited by this paper
  29. Reinforcement learning application in diabetes blood glucose control: A systematic review · Miguel Angel Tejedor · 2020 · 174 citations · Cited by this paper
  30. Reinforcement learning based adaptive PID controller design for control of linear/nonlinear unstable processes · T. Shuprajhaa · 2022 · 130 citations · Cited by this paper
  31. Regional steel price index forecasts with neural networks: evidence from east, south, north, central south, northeast, southwest, and northwest China · Xiaojie Xu · 2023 · 125 citations · Cited by this paper
  32. MPC Implementation of a Quasi-Time-Optimal Speed Control for a PMSM Drive, With Inner Modulated-FS-MPC Torque Control · Esteban J. Fuentes · 2016 · 117 citations · Cited by this paper
  33. Offline reinforcement learning for safer blood glucose control in people with type 1 diabetes · Harry Emerson · 2023 · 75 citations · Cited by this paper
  34. Delay-aware model-based reinforcement learning for continuous control · Baiming Chen · 2021 · 71 citations · Cited by this paper
  35. Deep Time Series Forecasting With Shape and Temporal Criteria · Vincent Le Guen · 2022 · 64 citations · Cited by this paper
  36. Surrogate Modeling of Nonlinear Dynamic Systems: A Comparative Study · Ying Zhao · 2022 · 62 citations · Cited by this paper
  37. Skin inhomogeneity as a source of error in remote PPG-imaging · Andreia Moço · 2016 · 58 citations · Cited by this paper
  38. pyPPG: a Python toolbox for comprehensive photoplethysmography signal analysis · Márton Áron Goda · 2024 · 49 citations · Cited by this paper
  39. Comparing Deep Reinforcement Learning Algorithms’ Ability to Safely Navigate Challenging Waters · Thomas Nakken Larsen · 2021 · 42 citations · Cited by this paper

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