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Recognizing Hand Gestures Using Solar Cells

delete2023-07-01
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OA
AI
马
马冬 (Dong Ma)
G
Guohao Lan *
C
Changshuo Hu
M
Mahbub Hassan
W
Wen Hu
M
Mushfika Baishakhi Upama
A
Ashraf Uddin
M
Moustafa Youssef
DOI:10.1109/TMC.2022.3148143delete
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Abstract

Abstract

En 中文
We design a system, Solar Gest, which can recognize hand gestures near a solar-powered device by analyzing the patterns of the photocurrent. Solar Gest is based on the observation that each gesture interferes with incident light rays on the solar panel in a unique way, leaving its discernible signature in harvested photocurrent. Using solar energy harvesting laws, we develop a model to optimize design and usage of Solar Gest. To further improve the robustness of Solar Gest 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 Solar Gest with both conventional opaque solar cells as well as emerging see-through transparent cells. Our experiments demonstrate that Solar Gest achieves 99% for six gestures with a single cell and 95% for fifteen gesture with a 2x2 solar cell array. The power measuement study suggests that Solar Gest consume 44% less power compared to light sensor based systems.
Keywords:
Photovoltaic cells
Photoconductivity
Gesture recognition
Solar panels
Energy harvesting
Three-dimensional displays
Standards
Solar energy harvesting
visible light sensing
gesture recognition

Journal

IEEE Transactions on Mobile Computing cover
IEEE Transactions on Mobile Computing
IF:
9.2
Papers:
5.9K
Citations:
1.8W

Organization

D
Delft University of Technology
Scholars:
2.6W
Papers: 2.5W
Citations: 3.8W
S
Singapore Management University
Scholars:
1.5K
Papers: 2.5K
Citations: 3.5K
E
egyptian knowledge bank (ekb)
Scholars:
11.6W
Papers: 9.3W
Citations: 84
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