The original paper is in English. Non-English content has been machine-translated and may contain typographical errors or mistranslations. ex. Some numerals are expressed as "XNUMX".
Copyrights notice
The original paper is in English. Non-English content has been machine-translated and may contain typographical errors or mistranslations. Copyrights notice
Dalam kertas kerja ini, sistem Cawan Kebahagiaan (H-cups) dicadangkan untuk menyampaikan gerakan pegangan cawan cawan berpasangan secara dua hala antara dua pengguna jauh. Untuk mencapai matlamat ini, sistem H-cups menggunakan tiga komponen penting. Pertama, cawan berpasangan dibenamkan dengan pecutan dan penderia giro untuk menghantar isyarat pecutan dan sudut tiga dimensi kepada aplikasi pengecam gerakan. Aplikasi ini direka pada telefon Android. Penderia kemudian menerima gerakan yang dikenali dari jauh dan memancarkan warna tertentu pada RGB-LED cawan tempatan melalui Bluetooth. Kedua, aplikasi mempertimbangkan pengecaman gerakan memegang cawan daripada cawan berdasarkan ingatan jangka pendek (LSTM) dan menghantar gerakan yang diiktiraf tempatan melalui pelayan perantaraan untuk dihantar ke cawan berpasangan jauh melalui internet. Akhir sekali, pelayan perantaraan ditubuhkan dan digunakan untuk menukar dan memajukan gerakan memegang cawan yang diiktiraf antara dua cawan berpasangan, di mana lima gerakan memegang cawan, termasuk minum, goncangan mendatar, goncang menegak, bergoyang dan menaikkan roti bakar dicadangkan dan diiktiraf oleh LSTM. Keputusan eksperimen menunjukkan bahawa ketepatan pengecaman bagi gerakan memegang cawan boleh mencapai 97.3% apabila menggunakan kaedah kami.
Che-Wen CHEN
National Cheng Kung University
Shih-Pang TSENG
Tajen University
Pin-Chieh CHEN
National Cheng Kung University
Jhing-Fa WANG
National Cheng Kung University
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Salinan
Che-Wen CHEN, Shih-Pang TSENG, Pin-Chieh CHEN, Jhing-Fa WANG, "On the Design of a Happiness Cups System: A Smart Device for Health Care and Happiness Improvement Using LSTM" in IEICE TRANSACTIONS on Information,
vol. E103-D, no. 5, pp. 916-927, May 2020, doi: 10.1587/transinf.2019DAP0001.
Abstract: In this paper, a Happiness Cups (H-cups) system is proposed to bi-directionally convey the holding-cup motions of paired cups between two remote users. To achieve this goal, the H-cups system uses three important components. Firstly, paired cups are embedded with accelerometers and gyro sensors to transmit the three-dimensional acceleration and angular signals to a motion recognizer application. This application is designed on an Android phone. The sensors then receive the remotely recognized motions and flash a specific color on the local cup's RGB-LED via Bluetooth. Secondly, the application considers holding-cup motion recognition from the cup based on long short-term memory (LSTM) and sends the local recognized motion through an intermediate server to transmit to the remote paired cup via the internet. Finally, an intermediate server is established and used to exchange and forward the recognized holding-cup motions between two paired cups, in which five holding-cup motions, including drinking, horizontal shaking, vertical shaking, swaying and raising toasts are proposed and recognized by LSTM. The experimental results indicate that the recognition accuracy of the holding-cup motion can reach 97.3% when using our method.
URL: https://global.ieice.org/en_transactions/information/10.1587/transinf.2019DAP0001/_p
Salinan
@ARTICLE{e103-d_5_916,
author={Che-Wen CHEN, Shih-Pang TSENG, Pin-Chieh CHEN, Jhing-Fa WANG, },
journal={IEICE TRANSACTIONS on Information},
title={On the Design of a Happiness Cups System: A Smart Device for Health Care and Happiness Improvement Using LSTM},
year={2020},
volume={E103-D},
number={5},
pages={916-927},
abstract={In this paper, a Happiness Cups (H-cups) system is proposed to bi-directionally convey the holding-cup motions of paired cups between two remote users. To achieve this goal, the H-cups system uses three important components. Firstly, paired cups are embedded with accelerometers and gyro sensors to transmit the three-dimensional acceleration and angular signals to a motion recognizer application. This application is designed on an Android phone. The sensors then receive the remotely recognized motions and flash a specific color on the local cup's RGB-LED via Bluetooth. Secondly, the application considers holding-cup motion recognition from the cup based on long short-term memory (LSTM) and sends the local recognized motion through an intermediate server to transmit to the remote paired cup via the internet. Finally, an intermediate server is established and used to exchange and forward the recognized holding-cup motions between two paired cups, in which five holding-cup motions, including drinking, horizontal shaking, vertical shaking, swaying and raising toasts are proposed and recognized by LSTM. The experimental results indicate that the recognition accuracy of the holding-cup motion can reach 97.3% when using our method.},
keywords={},
doi={10.1587/transinf.2019DAP0001},
ISSN={1745-1361},
month={May},}
Salinan
TY - JOUR
TI - On the Design of a Happiness Cups System: A Smart Device for Health Care and Happiness Improvement Using LSTM
T2 - IEICE TRANSACTIONS on Information
SP - 916
EP - 927
AU - Che-Wen CHEN
AU - Shih-Pang TSENG
AU - Pin-Chieh CHEN
AU - Jhing-Fa WANG
PY - 2020
DO - 10.1587/transinf.2019DAP0001
JO - IEICE TRANSACTIONS on Information
SN - 1745-1361
VL - E103-D
IS - 5
JA - IEICE TRANSACTIONS on Information
Y1 - May 2020
AB - In this paper, a Happiness Cups (H-cups) system is proposed to bi-directionally convey the holding-cup motions of paired cups between two remote users. To achieve this goal, the H-cups system uses three important components. Firstly, paired cups are embedded with accelerometers and gyro sensors to transmit the three-dimensional acceleration and angular signals to a motion recognizer application. This application is designed on an Android phone. The sensors then receive the remotely recognized motions and flash a specific color on the local cup's RGB-LED via Bluetooth. Secondly, the application considers holding-cup motion recognition from the cup based on long short-term memory (LSTM) and sends the local recognized motion through an intermediate server to transmit to the remote paired cup via the internet. Finally, an intermediate server is established and used to exchange and forward the recognized holding-cup motions between two paired cups, in which five holding-cup motions, including drinking, horizontal shaking, vertical shaking, swaying and raising toasts are proposed and recognized by LSTM. The experimental results indicate that the recognition accuracy of the holding-cup motion can reach 97.3% when using our method.
ER -