Gesture Recognition on Textile-Based Pressure Sensor Array

Ilknur Celik; Munire Sibel Cetin; Kadir Ozlem Cetin; Ozgur Atalay; Asli Tuncay Atalay; Gokhan Ince

doi:10.1109/EEITE61750.2024.10654416

Gesture Recognition on Textile-Based Pressure Sensor Array

Ilknur Celik, Munire Sibel Cetin, Kadir Ozlem Cetin, Ozgur Atalay, Asli Tuncay Atalay, Gokhan Ince

Istanbul Technical University

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

Özet

Wearable technologies are in pursuit of designing portable devices worn by people. In this paper, gesture recognition on a sleeve having a capacitive textile-based pressure sensor array has been developed. Machine learning models are generated to recognize a set of gestures by accumulating capacitance values read from a sensor array during the execution of gestures. The performance of the gesture recognition system is evaluated in the experiments conducted with human test subjects. Real-time gesture prediction is achieved using the trained model. The performed gestures and predicted data are collected and analyzed, resulting in accuracies up to 86'.

Orijinal dil	İngilizce
Ana bilgisayar yayını başlığı	EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education
Yayınlayan	Institute of Electrical and Electronics Engineers Inc.
ISBN (Elektronik)	9798350372878
DOI'lar	https://doi.org/10.1109/EEITE61750.2024.10654416
Yayın durumu	Yayınlandı - 2024
Etkinlik	5th International Conference in Electronic Engineering, Information Technology and Education, EEITE 2024 - Chania, Greece Süre: 29 May 2024 → 31 May 2024

Yayın serisi

Adı	EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	5th International Conference in Electronic Engineering, Information Technology and Education, EEITE 2024
Ülke/Bölge	Greece
Şehir	Chania
Periyot	29/05/24 → 31/05/24

Bibliyografik not

Publisher Copyright:
© 2024 IEEE.

Belgeye Erişim

10.1109/EEITE61750.2024.10654416

Diğer Dosyalar ve Linkler

Link to publication in Scopus

Alıntı Yap

Celik, I., Cetin, M. S., Cetin, K. O., Atalay, O., Atalay, A. T., & Ince, G. (2024). Gesture Recognition on Textile-Based Pressure Sensor Array. In EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education (EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EEITE61750.2024.10654416

Celik, Ilknur ; Cetin, Munire Sibel ; Cetin, Kadir Ozlem et al. / Gesture Recognition on Textile-Based Pressure Sensor Array. EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education. Institute of Electrical and Electronics Engineers Inc., 2024. (EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education).

@inproceedings{71c022c8e76f4426ab01375b6246f875,

title = "Gesture Recognition on Textile-Based Pressure Sensor Array",

abstract = "Wearable technologies are in pursuit of designing portable devices worn by people. In this paper, gesture recognition on a sleeve having a capacitive textile-based pressure sensor array has been developed. Machine learning models are generated to recognize a set of gestures by accumulating capacitance values read from a sensor array during the execution of gestures. The performance of the gesture recognition system is evaluated in the experiments conducted with human test subjects. Real-time gesture prediction is achieved using the trained model. The performed gestures and predicted data are collected and analyzed, resulting in accuracies up to 86'.",

keywords = "Capacitive pressure sensor, etextile, gesture recognition, human-computer interaction, sensor array",

author = "Ilknur Celik and Cetin, {Munire Sibel} and Cetin, {Kadir Ozlem} and Ozgur Atalay and Atalay, {Asli Tuncay} and Gokhan Ince",

note = "Publisher Copyright: {\textcopyright} 2024 IEEE.; 5th International Conference in Electronic Engineering, Information Technology and Education, EEITE 2024 ; Conference date: 29-05-2024 Through 31-05-2024",

year = "2024",

doi = "10.1109/EEITE61750.2024.10654416",

language = "English",

series = "EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education",

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

booktitle = "EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education",

address = "United States",

}

Celik, I, Cetin, MS, Cetin, KO , Atalay, O , Atalay, AT & Ince, G 2024, Gesture Recognition on Textile-Based Pressure Sensor Array. in EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education. EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education, Institute of Electrical and Electronics Engineers Inc., 5th International Conference in Electronic Engineering, Information Technology and Education, EEITE 2024, Chania, Greece, 29/05/24. https://doi.org/10.1109/EEITE61750.2024.10654416

Gesture Recognition on Textile-Based Pressure Sensor Array. / Celik, Ilknur; Cetin, Munire Sibel; Cetin, Kadir Ozlem et al.
EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education. Institute of Electrical and Electronics Engineers Inc., 2024. (EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education).

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

TY - GEN

T1 - Gesture Recognition on Textile-Based Pressure Sensor Array

AU - Celik, Ilknur

AU - Cetin, Munire Sibel

AU - Cetin, Kadir Ozlem

AU - Atalay, Ozgur

AU - Atalay, Asli Tuncay

AU - Ince, Gokhan

PY - 2024

Y1 - 2024

N2 - Wearable technologies are in pursuit of designing portable devices worn by people. In this paper, gesture recognition on a sleeve having a capacitive textile-based pressure sensor array has been developed. Machine learning models are generated to recognize a set of gestures by accumulating capacitance values read from a sensor array during the execution of gestures. The performance of the gesture recognition system is evaluated in the experiments conducted with human test subjects. Real-time gesture prediction is achieved using the trained model. The performed gestures and predicted data are collected and analyzed, resulting in accuracies up to 86'.

AB - Wearable technologies are in pursuit of designing portable devices worn by people. In this paper, gesture recognition on a sleeve having a capacitive textile-based pressure sensor array has been developed. Machine learning models are generated to recognize a set of gestures by accumulating capacitance values read from a sensor array during the execution of gestures. The performance of the gesture recognition system is evaluated in the experiments conducted with human test subjects. Real-time gesture prediction is achieved using the trained model. The performed gestures and predicted data are collected and analyzed, resulting in accuracies up to 86'.

KW - Capacitive pressure sensor

KW - etextile

KW - gesture recognition

KW - human-computer interaction

KW - sensor array

UR - http://www.scopus.com/inward/record.url?scp=85204533778&partnerID=8YFLogxK

U2 - 10.1109/EEITE61750.2024.10654416

DO - 10.1109/EEITE61750.2024.10654416

M3 - Conference contribution

AN - SCOPUS:85204533778

T3 - EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education

BT - EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 5th International Conference in Electronic Engineering, Information Technology and Education, EEITE 2024

Y2 - 29 May 2024 through 31 May 2024

ER -

Celik I, Cetin MS, Cetin KO , Atalay O , Atalay AT , Ince G. Gesture Recognition on Textile-Based Pressure Sensor Array. In EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education. Institute of Electrical and Electronics Engineers Inc. 2024. (EEITE 2024 - Proceedings of 2024 5th International Conference in Electronic Engineering, Information Technology and Education). doi: 10.1109/EEITE61750.2024.10654416

Gesture Recognition on Textile-Based Pressure Sensor Array

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