A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction

An Kyung-Chan; Li Jun-Ying; Yang Chu-Feng; Ng Si En Timothy; Shibi Varku; Wu Qinjie; Priyanka Kajal; Nripan Mathews; Arindam Basu; Tony Tae Hyoung Kim

doi:10.1109/ICEIC61013.2024.10457182

A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction

An Kyung-Chan^*, Li Jun-Ying^*, Yang Chu-Feng, Ng Si En Timothy, Shibi Varku, Wu Qinjie, Priyanka Kajal, Nripan Mathews, Arindam Basu, Tony Tae Hyoung Kim

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

This work presents a hand gesture recognition system for a single photovoltaic(PV) cell and provides a comparison and insight into several gesture recognition algorithms. The photovoltaic cell based on halide perovskites is used for a single sensor for hand gesture recognition. The multi-layer perceptron(MLP) classification algorithm was selected to recognize hand gestures from a PV cell after testing and comparing different algorithms. Using the proposed MLP classification algorithm, our proposed hand-gesture recognition system can provide 100% accuracy on our collected dataset.

Original language	English
Title of host publication	2024 International Conference on Electronics, Information, and Communication, ICEIC 2024
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350371888
DOIs	https://doi.org/10.1109/ICEIC61013.2024.10457182
Publication status	Published - 2024
Externally published	Yes
Event	2024 International Conference on Electronics, Information, and Communication, ICEIC 2024 - Taipei, Taiwan, Province of China Duration: Jan 28 2024 → Jan 31 2024

Publication series

Name	2024 International Conference on Electronics, Information, and Communication, ICEIC 2024

Conference

Conference	2024 International Conference on Electronics, Information, and Communication, ICEIC 2024
Country/Territory	Taiwan, Province of China
City	Taipei
Period	1/28/24 → 1/31/24

Bibliographical note

Publisher Copyright:
© 2024 IEEE.

ASJC Scopus Subject Areas

Computer Networks and Communications
Computer Science Applications
Hardware and Architecture
Information Systems
Energy Engineering and Power Technology
Electrical and Electronic Engineering

Keywords

hand gesture
multi-layer perceptron
single sensor

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1109/ICEIC61013.2024.10457182

Cite this

Kyung-Chan, A., Jun-Ying, L., Chu-Feng, Y., Timothy, N. S. E., Varku, S., Qinjie, W., Kajal, P., Mathews, N., Basu, A., & Kim, T. T. H. (2024). A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction. In 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024 (2024 International Conference on Electronics, Information, and Communication, ICEIC 2024). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICEIC61013.2024.10457182

Kyung-Chan, An ; Jun-Ying, Li ; Chu-Feng, Yang et al. / A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction. 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024. Institute of Electrical and Electronics Engineers Inc., 2024. (2024 International Conference on Electronics, Information, and Communication, ICEIC 2024).

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abstract = "This work presents a hand gesture recognition system for a single photovoltaic(PV) cell and provides a comparison and insight into several gesture recognition algorithms. The photovoltaic cell based on halide perovskites is used for a single sensor for hand gesture recognition. The multi-layer perceptron(MLP) classification algorithm was selected to recognize hand gestures from a PV cell after testing and comparing different algorithms. Using the proposed MLP classification algorithm, our proposed hand-gesture recognition system can provide 100% accuracy on our collected dataset.",

keywords = "hand gesture, multi-layer perceptron, single sensor",

author = "An Kyung-Chan and Li Jun-Ying and Yang Chu-Feng and Timothy, {Ng Si En} and Shibi Varku and Wu Qinjie and Priyanka Kajal and Nripan Mathews and Arindam Basu and Kim, {Tony Tae Hyoung}",

note = "Publisher Copyright: {\textcopyright} 2024 IEEE.; 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024 ; Conference date: 28-01-2024 Through 31-01-2024",

year = "2024",

doi = "10.1109/ICEIC61013.2024.10457182",

language = "English",

series = "2024 International Conference on Electronics, Information, and Communication, ICEIC 2024",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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Kyung-Chan, A, Jun-Ying, L, Chu-Feng, Y, Timothy, NSE, Varku, S, Qinjie, W, Kajal, P, Mathews, N, Basu, A & Kim, TTH 2024, A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction. in 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024. 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024, Institute of Electrical and Electronics Engineers Inc., 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024, Taipei, Taiwan, Province of China, 1/28/24. https://doi.org/10.1109/ICEIC61013.2024.10457182

A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction. / Kyung-Chan, An; Jun-Ying, Li; Chu-Feng, Yang et al.
2024 International Conference on Electronics, Information, and Communication, ICEIC 2024. Institute of Electrical and Electronics Engineers Inc., 2024. (2024 International Conference on Electronics, Information, and Communication, ICEIC 2024).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction

AU - Kyung-Chan, An

AU - Jun-Ying, Li

AU - Chu-Feng, Yang

AU - Timothy, Ng Si En

AU - Varku, Shibi

AU - Qinjie, Wu

AU - Kajal, Priyanka

AU - Mathews, Nripan

AU - Basu, Arindam

AU - Kim, Tony Tae Hyoung

PY - 2024

Y1 - 2024

N2 - This work presents a hand gesture recognition system for a single photovoltaic(PV) cell and provides a comparison and insight into several gesture recognition algorithms. The photovoltaic cell based on halide perovskites is used for a single sensor for hand gesture recognition. The multi-layer perceptron(MLP) classification algorithm was selected to recognize hand gestures from a PV cell after testing and comparing different algorithms. Using the proposed MLP classification algorithm, our proposed hand-gesture recognition system can provide 100% accuracy on our collected dataset.

AB - This work presents a hand gesture recognition system for a single photovoltaic(PV) cell and provides a comparison and insight into several gesture recognition algorithms. The photovoltaic cell based on halide perovskites is used for a single sensor for hand gesture recognition. The multi-layer perceptron(MLP) classification algorithm was selected to recognize hand gestures from a PV cell after testing and comparing different algorithms. Using the proposed MLP classification algorithm, our proposed hand-gesture recognition system can provide 100% accuracy on our collected dataset.

KW - hand gesture

KW - multi-layer perceptron

KW - single sensor

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M3 - Conference contribution

AN - SCOPUS:85189238657

T3 - 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024

BT - 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024

Y2 - 28 January 2024 through 31 January 2024

ER -

Kyung-Chan A, Jun-Ying L, Chu-Feng Y, Timothy NSE, Varku S, Qinjie W et al. A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction. In 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024. Institute of Electrical and Electronics Engineers Inc. 2024. (2024 International Conference on Electronics, Information, and Communication, ICEIC 2024). doi: 10.1109/ICEIC61013.2024.10457182

A Dynamic Gesture Recognition Algorithm Using Single Halide Perovskite Photovoltaic Cell for Human-Machine Interaction

Abstract

Publication series

Conference

Bibliographical note

ASJC Scopus Subject Areas

Keywords

UN SDGs

Access to Document

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Cite this