Publication Type
Conference Proceeding Article
Version
publishedVersion
Publication Date
10-2019
Abstract
We design a system, SolarGest, which can recognize hand gestures near a solar-powered device by analyzing the patterns of the photocurrent. SolarGest is based on the observation that each gesture interferes with incident light rays on the solar panel in a unique way, leaving its distinguishable signature in harvested photocurrent. Using solar energy harvesting laws, we develop a model to optimize design and usage of SolarGest. To further improve the robustness of SolarGest under non-deterministic operating conditions, we combine dynamic time warping with Z-score transformation in a signal processing pipeline to pre-process each gesture waveform before it is analyzed for classification. We evaluate SolarGest with both conventional opaque solar cells as well as emerging see-through transparent cells. Our experiments with 6,960 gesture samples for 6 different gestures reveal that even with transparent cells, SolarGest can detect 96% of the gestures while consuming 44% less power compared to light sensor based systems.
Discipline
Artificial Intelligence and Robotics
Research Areas
Intelligent Systems and Optimization
Publication
Proceedings of the 25th ACM Annual International Conference on Mobile Computing and Networking, Los Cabos, Mexico, 2019 October 21-25
First Page
1
Last Page
15
ISBN
9781450361699
Identifier
10.1145/3300061.3300129
Publisher
ACM
City or Country
Los Cabos, Mexico
Citation
MA, Dong; LAN, Guohao; HASSAN, Mahbub; HU, Wen; UPAMA, B. Mushfika; UDDIN, Ashraf; YOUSEEF; and Moustafa.
SolarGest: Ubiquitous and battery-free gesture recognition using solar cells. (2019). Proceedings of the 25th ACM Annual International Conference on Mobile Computing and Networking, Los Cabos, Mexico, 2019 October 21-25. 1-15.
Available at: https://ink.library.smu.edu.sg/sis_research/7010
Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.