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".
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The original paper is in English. Non-English content has been machine-translated and may contain typographical errors or mistranslations. Copyrights notice
Neste artigo, um sistema Happiness Cups (H-cups) é proposto para transmitir bidirecionalmente os movimentos de segurar copos emparelhados entre dois usuários remotos. Para atingir este objetivo, o sistema H-cups utiliza três componentes importantes. Em primeiro lugar, os copos emparelhados são incorporados com acelerômetros e sensores giroscópios para transmitir a aceleração tridimensional e os sinais angulares para um aplicativo de reconhecimento de movimento. Este aplicativo foi desenvolvido em um telefone Android. Os sensores então recebem os movimentos reconhecidos remotamente e piscam uma cor específica no LED RGB do copo local via Bluetooth. Em segundo lugar, o aplicativo considera o reconhecimento de movimento do copo com base na memória de longo e curto prazo (LSTM) e envia o movimento local reconhecido através de um servidor intermediário para transmitir ao copo remoto emparelhado via Internet. Finalmente, um servidor intermediário é estabelecido e usado para trocar e encaminhar os movimentos reconhecidos de segurar a xícara entre duas xícaras emparelhadas, nos quais cinco movimentos de segurar a xícara, incluindo beber, sacudir horizontal, sacudir vertical, balançar e levantar brindes são propostos e reconhecidos por LSTM. Os resultados experimentais indicam que a precisão do reconhecimento do movimento do copo pode chegar a 97.3% quando se utiliza o nosso método.
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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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
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@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},}
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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 -