Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy

Ya Ju Chien; Yi Ting Chen; Shih Cheng Yu; Meng Lin Ku; Chih Min Yu

doi:10.1109/ICCE53296.2022.9730135

Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy

Ya Ju Chien, Yi Ting Chen, Shih Cheng Yu, Meng Lin Ku, Chih Min Yu

通訊工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

摘要

In this paper, a green wireless environment monitoring system is proposed, in which multiple solar-powered clients with sensor nodes can sense the data from the environments and send them back to a server via time-division multiple access. The age of information (AOI) is considered in the design objective to ensure the freshness of information in solar-powered wireless communications. To this end, a Q-learning (QL) approach is proposed to schedule the data transmission of multiple clients based on solar, channel, battery, and buffer conditions. Real experiments are conducted to validate the effectiveness of the proposed system and compare the age of data performance with the conventional round-robin scheduling.

原文	???core.languages.en_GB???
主出版物標題	2022 IEEE International Conference on Consumer Electronics, ICCE 2022
發行者	Institute of Electrical and Electronics Engineers Inc.
ISBN（電子）	9781665441544
DOIs	https://doi.org/10.1109/ICCE53296.2022.9730135
出版狀態	已出版 - 2022
事件	2022 IEEE International Conference on Consumer Electronics, ICCE 2022 - Virtual, Online, United States 持續時間: 7 1月 2022 → 9 1月 2022

出版系列

名字	Digest of Technical Papers - IEEE International Conference on Consumer Electronics
卷	2022-January
ISSN（列印）	0747-668X

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

???event.eventtypes.event.conference???	2022 IEEE International Conference on Consumer Electronics, ICCE 2022
國家/地區	United States
城市	Virtual, Online
期間	7/01/22 → 9/01/22

存取文件

10.1109/ICCE53296.2022.9730135

1 使用中

多無人機獵能通訊之優化及強化學習：飛行軌跡、節點關聯及功率控制設計
Ku, M.
1/08/21 → 31/07/22
研究計畫: Research

引用此

Chien, Y. J., Chen, Y. T., Yu, S. C., Ku, M. L., & Yu, C. M. (2022). Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy. 於 2022 IEEE International Conference on Consumer Electronics, ICCE 2022 (Digest of Technical Papers - IEEE International Conference on Consumer Electronics; 卷 2022-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE53296.2022.9730135

Chien, Ya Ju ; Chen, Yi Ting ; Yu, Shih Cheng ; Ku, Meng Lin ; Yu, Chih Min. / Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy. 2022 IEEE International Conference on Consumer Electronics, ICCE 2022. Institute of Electrical and Electronics Engineers Inc., 2022. (Digest of Technical Papers - IEEE International Conference on Consumer Electronics).

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title = "Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy",

abstract = "In this paper, a green wireless environment monitoring system is proposed, in which multiple solar-powered clients with sensor nodes can sense the data from the environments and send them back to a server via time-division multiple access. The age of information (AOI) is considered in the design objective to ensure the freshness of information in solar-powered wireless communications. To this end, a Q-learning (QL) approach is proposed to schedule the data transmission of multiple clients based on solar, channel, battery, and buffer conditions. Real experiments are conducted to validate the effectiveness of the proposed system and compare the age of data performance with the conventional round-robin scheduling. ",

author = "Chien, {Ya Ju} and Chen, {Yi Ting} and Yu, {Shih Cheng} and Ku, {Meng Lin} and Yu, {Chih Min}",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; null ; Conference date: 07-01-2022 Through 09-01-2022",

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doi = "10.1109/ICCE53296.2022.9730135",

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Chien, YJ, Chen, YT, Yu, SC, Ku, ML & Yu, CM 2022, Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy. 於 2022 IEEE International Conference on Consumer Electronics, ICCE 2022. Digest of Technical Papers - IEEE International Conference on Consumer Electronics, 卷 2022-January, Institute of Electrical and Electronics Engineers Inc., 2022 IEEE International Conference on Consumer Electronics, ICCE 2022, Virtual, Online, United States, 7/01/22. https://doi.org/10.1109/ICCE53296.2022.9730135

Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy. / Chien, Ya Ju; Chen, Yi Ting; Yu, Shih Cheng; Ku, Meng Lin; Yu, Chih Min.

2022 IEEE International Conference on Consumer Electronics, ICCE 2022. Institute of Electrical and Electronics Engineers Inc., 2022. (Digest of Technical Papers - IEEE International Conference on Consumer Electronics; 卷 2022-January).

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

TY - GEN

T1 - Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy

AU - Chien, Ya Ju

AU - Chen, Yi Ting

AU - Yu, Shih Cheng

AU - Ku, Meng Lin

AU - Yu, Chih Min

PY - 2022

Y1 - 2022

N2 - In this paper, a green wireless environment monitoring system is proposed, in which multiple solar-powered clients with sensor nodes can sense the data from the environments and send them back to a server via time-division multiple access. The age of information (AOI) is considered in the design objective to ensure the freshness of information in solar-powered wireless communications. To this end, a Q-learning (QL) approach is proposed to schedule the data transmission of multiple clients based on solar, channel, battery, and buffer conditions. Real experiments are conducted to validate the effectiveness of the proposed system and compare the age of data performance with the conventional round-robin scheduling.

AB - In this paper, a green wireless environment monitoring system is proposed, in which multiple solar-powered clients with sensor nodes can sense the data from the environments and send them back to a server via time-division multiple access. The age of information (AOI) is considered in the design objective to ensure the freshness of information in solar-powered wireless communications. To this end, a Q-learning (QL) approach is proposed to schedule the data transmission of multiple clients based on solar, channel, battery, and buffer conditions. Real experiments are conducted to validate the effectiveness of the proposed system and compare the age of data performance with the conventional round-robin scheduling.

UR - http://www.scopus.com/inward/record.url?scp=85127044429&partnerID=8YFLogxK

U2 - 10.1109/ICCE53296.2022.9730135

DO - 10.1109/ICCE53296.2022.9730135

M3 - 會議論文篇章

AN - SCOPUS:85127044429

T3 - Digest of Technical Papers - IEEE International Conference on Consumer Electronics

BT - 2022 IEEE International Conference on Consumer Electronics, ICCE 2022

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 7 January 2022 through 9 January 2022

ER -

Chien YJ, Chen YT, Yu SC, Ku ML, Yu CM. Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy. 於 2022 IEEE International Conference on Consumer Electronics, ICCE 2022. Institute of Electrical and Electronics Engineers Inc. 2022. (Digest of Technical Papers - IEEE International Conference on Consumer Electronics). https://doi.org/10.1109/ICCE53296.2022.9730135

Transmission Scheduling for Solar-Powered Wireless Monitoring with Data Immediacy

摘要

出版系列

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指紋

專案

多無人機獵能通訊之優化及強化學習：飛行軌跡、節點關聯及功率控制設計

引用此