Synapse
⌘+K
Synapse
PulseExploreClubsResearchersJournals
Instagram
HomeClubsExplore
October 11, 2025IEEE Transactions on Neural Systems and Rehabilitation EngineeringOpen Access

Reinforcement Learning Identifies Age-Related Balance Strategy Shifts

View Full Paper
Ask AI
Bookmark
Share

Authors

HWHuiyi WangJKJózsef KövecsesGDGuillaume Durandau

Discussion

Loading...

Member takes

Overview

Neuromusculoskeletal modeling demonstrates changes in balance strategies due to sarcopenia, suggesting adaptive mechanisms.

Key Points

  • The study shows that increasing levels of sarcopenia alter balance strategies in agents.
  • An ankle and hip balancing strategy was reproduced effectively by both healthy and sarcopenic agents in simulated environments.
  • Neuromusculoskeletal modeling using reinforcement learning provided insights into balance dynamics that are ethically challenging in human trials.
  • This research emphasizes that understanding muscle actuator dynamics is crucial for developing strategies for fall prevention.

Cite This Study

Wang et al. (2025) studied this question.

synapsesocial.com/papers/68ea72339f1bd4df558ced4fhttps://doi.org/10.1109/tnsre.2025.3619868
View Full Paper
Ask AI
Bookmark
Share

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Delayed center of mass feedback in elderly humans leads to greater muscle co-contraction and altered balance strategy under perturbed balance: A predictive musculoskeletal simulation study2024 · 4 citations
  2. 2The impact of muscle mass, strength, and physical functioning on postural balance in older adults with sarcopenia.2025 · 9 citations
  3. 3Investigating Biomechanical Postural Control Strategies in Healthy Aging Adults and Survivors of Stroke2024 · 3 citations
  4. 4Machine Learning for Movement Pattern Changes during Kinect-Based Mixed Reality Exercise Programs in Women with Possible Sarcopenia: Pilot Study2024
  5. 5Leveraging Anticipation to Investigate Proactive and Reactive Balance Responses with Clinical Applications in Aging and Dementia with Lewy Bodies2026