In this paper, we investigate the benefits of dynamic sensor selection in order to use efficiently available energy while achieving a desired activity ...
We now have demonstrated the advantage of a dynamic sensor selection scheme for accuracy-power trade-off in activity recognition. The implementation of this ...
In this paper, we investigate the benefits of dynamic sensor selection in order to use efficiently available energy while achieving a desired activity ...
Results show that the system's lifetime can be significantly extended while keeping high recognition accuracies, and how this approach can be implemented in ...
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Activity recognition from on-body sensors: accuracy-power trade-off by dynamic sensor selection. P Zappi, C Lombriser, T Stiefmeier, E Farella, D Roggen, L ...
We present an gesture recognition system minimizing power while maintaining a run-time application defined performance target through dynamic sensor selection.
Activity recognition from an on-body sensor network enables context-aware applications in wearable computing. A guaranteed classification accuracy is desirable ...
Oct 22, 2024 · It is realized by applying machine learning techniques to data from on-body sensor nodes. We present an gesture recognition system minimizing ...
The proposed dynamic sensor selection method showed the trade-off between the classification accuracy and the battery lifetime by minimising the number of motes ...
Therefore, selecting sensors/features dynamically for each instance has been proposed to gain a better trade-off between accuracy and sensor number. Bloom et al ...