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

Kyung-Chan An; Jun-Ying Li; Chu-Feng Yang; Si En Timothy Ng; Shibi Varku; Qinjie Wu; 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

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

^*Corresponding author for this work

Department of Electrical Engineering

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

3 Citations (Scopus)

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. ©2024 IEEE.

Original language	English
Title of host publication	2024 International Conference on Electronics, Information, and Communication (ICEIC)
Publisher	IEEE
ISBN (Electronic)	979-8-3503-7188-8
ISBN (Print)	979-8-3503-7189-5
DOIs	https://doi.org/10.1109/ICEIC61013.2024.10457182
Publication status	Published - 2024
Event	23rd International Conference on Electronics, Information, and Communication (ICEIC 2024) - Taipei, Taiwan, China Duration: 28 Jan 2024 → 31 Jan 2024 https://iceic.org/2024/ https://ieeexplore.ieee.org/xpl/conhome/10457047/proceeding

Publication series

Name	International Conference on Electronics, Information and Communications
ISSN (Print)	2574-1403
ISSN (Electronic)	2767-7699

Conference

Conference	23rd International Conference on Electronics, Information, and Communication (ICEIC 2024)
Place	Taiwan, China
City	Taipei
Period	28/01/24 → 31/01/24
Internet address	https://iceic.org/2024/ https://ieeexplore.ieee.org/xpl/conhome/10457047/proceeding

Bibliographical note

Research Unit(s) information for this publication is provided by the author(s) concerned.

Funding

An Kyung-Chan and Li Jun-Ying have contributed equally. This research is supported by the National Research Foundation (NRF), Singapore, under its Competitive Research Program (CRP) (NRF-CRP25- 2020-0002).

UN SDGs

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

SDG 7 Affordable and Clean Energy

Research Keywords

hand gesture
single sensor
multi-layer perceptron

Access Output

10.1109/ICEIC61013.2024.10457182

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Cite this

An, K.-C., Li, J.-Y., Yang, C.-F., Ng, S. E. T., Varku, S., Wu, Q., 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) (International Conference on Electronics, Information and Communications). IEEE. https://doi.org/10.1109/ICEIC61013.2024.10457182

@inproceedings{2b08209c919c438d99b38bed188357cf,

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

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. {\textcopyright}2024 IEEE.",

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

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

note = "Research Unit(s) information for this publication is provided by the author(s) concerned.; 23rd 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",

isbn = "979-8-3503-7189-5",

series = "International Conference on Electronics, Information and Communications",

publisher = "IEEE",

booktitle = "2024 International Conference on Electronics, Information, and Communication (ICEIC)",

address = "United States",

url = "https://iceic.org/2024/, https://ieeexplore.ieee.org/xpl/conhome/10457047/proceeding",

}

An, K-C, Li, J-Y, Yang, C-F, Ng, SET, Varku, S, Wu, Q, Kajal, P, Mathews, N, Basu, A & Kim, TT-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). International Conference on Electronics, Information and Communications, IEEE, 23rd International Conference on Electronics, Information, and Communication (ICEIC 2024), Taipei, Taiwan, China, 28/01/24. https://doi.org/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 et al.
2024 International Conference on Electronics, Information, and Communication (ICEIC). IEEE, 2024. (International Conference on Electronics, Information and Communications).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

TY - GEN

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

AU - An, Kyung-Chan

AU - Li, Jun-Ying

AU - Yang, Chu-Feng

AU - Ng, Si En Timothy

AU - Varku, Shibi

AU - Wu, Qinjie

AU - Kajal, Priyanka

AU - Mathews, Nripan

AU - Basu, Arindam

AU - Kim, Tony Tae-Hyoung

N1 - Research Unit(s) information for this publication is provided by the author(s) concerned.

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. ©2024 IEEE.

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. ©2024 IEEE.

KW - hand gesture

KW - single sensor

KW - multi-layer perceptron

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UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85189238657&origin=recordpage

U2 - 10.1109/ICEIC61013.2024.10457182

DO - 10.1109/ICEIC61013.2024.10457182

M3 - RGC 32 - Refereed conference paper (with host publication)

SN - 979-8-3503-7189-5

T3 - International Conference on Electronics, Information and Communications

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

PB - IEEE

T2 - 23rd International Conference on Electronics, Information, and Communication (ICEIC 2024)

Y2 - 28 January 2024 through 31 January 2024

ER -

An KC, Li JY, Yang CF, Ng SET, Varku S, Wu Q 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). IEEE. 2024. (International Conference on Electronics, Information and Communications). Epub 2024 Mar 19. 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

Funding

UN SDGs

Research Keywords

Access Output

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