Non-uniform Time Slice Parallel Simulation Method Based on Offline Learning for IEEE 802.11ax

Yangyang Xin; Mao Yang; Zhongjiang Yan; Bo Li

doi:10.1007/978-3-031-31275-5_17

Non-uniform Time Slice Parallel Simulation Method Based on Offline Learning for IEEE 802.11ax

Yangyang Xin, Mao Yang, Zhongjiang Yan, Bo Li

School of Electronics and Information

Northwestern Polytechnical University Xian

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

With the rapid development of wireless networks, wireless local area networks (WLAN) are becoming more and more complex and densely deployed, resulting in a significant increase in the time consumption of traditional serial simulations. Aiming at the time consumption problem of traditional discrete-event-based WLAN serial simulation, A parallel simulation method is proposed based on offline learning with non-uniform time slices, which effectively reduces the time consumption. Firstly, the parallel simulation task is modeled as a problem of completing the simulation task within a given time consumption threshold constraint based on the processes pool. Secondly, the time consumption factor is obtained by offline learning of the simulation platform. Thirdly, the parallel simulation algorithm of non-uniform time slice division (NUTSD) based on the time consumption factor is proposed to analyze and solve the problem. Finally, the method is simulated and verified. The simulation results show that this method can greatly reduce time consumption.

Original language	English
Title of host publication	Smart Grid and Internet of Things - 6th EAI International Conference, SGIoT 2022, Proceedings
Editors	Der-Jiunn Deng, Han-Chieh Chao, Jyh-Cheng Chen
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	161-171
Number of pages	11
ISBN (Print)	9783031312748
DOIs	https://doi.org/10.1007/978-3-031-31275-5_17
State	Published - 2023
Event	6th International Conference on Smart Grid and Internet of Things, SGIoT 2022 - TaiChung, Taiwan, Province of China Duration: 19 Nov 2022 → 20 Nov 2022

Publication series

Name	Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
Volume	497 LNICST
ISSN (Print)	1867-8211
ISSN (Electronic)	1867-822X

Conference

Conference	6th International Conference on Smart Grid and Internet of Things, SGIoT 2022
Country/Territory	Taiwan, Province of China
City	TaiChung
Period	19/11/22 → 20/11/22

Keywords

Non-Uniform Time Slice
Offline Learning
Parallel Simulation
Processes Pool
WLAN

Access to Document

10.1007/978-3-031-31275-5_17

Cite this

Xin, Y., Yang, M., Yan, Z., & Li, B. (2023). Non-uniform Time Slice Parallel Simulation Method Based on Offline Learning for IEEE 802.11ax. In D.-J. Deng, H.-C. Chao, & J.-C. Chen (Eds.), Smart Grid and Internet of Things - 6th EAI International Conference, SGIoT 2022, Proceedings (pp. 161-171). (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; Vol. 497 LNICST). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-31275-5_17

Xin, Yangyang ; Yang, Mao ; Yan, Zhongjiang et al. / Non-uniform Time Slice Parallel Simulation Method Based on Offline Learning for IEEE 802.11ax. Smart Grid and Internet of Things - 6th EAI International Conference, SGIoT 2022, Proceedings. editor / Der-Jiunn Deng ; Han-Chieh Chao ; Jyh-Cheng Chen. Springer Science and Business Media Deutschland GmbH, 2023. pp. 161-171 (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST).

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abstract = "With the rapid development of wireless networks, wireless local area networks (WLAN) are becoming more and more complex and densely deployed, resulting in a significant increase in the time consumption of traditional serial simulations. Aiming at the time consumption problem of traditional discrete-event-based WLAN serial simulation, A parallel simulation method is proposed based on offline learning with non-uniform time slices, which effectively reduces the time consumption. Firstly, the parallel simulation task is modeled as a problem of completing the simulation task within a given time consumption threshold constraint based on the processes pool. Secondly, the time consumption factor is obtained by offline learning of the simulation platform. Thirdly, the parallel simulation algorithm of non-uniform time slice division (NUTSD) based on the time consumption factor is proposed to analyze and solve the problem. Finally, the method is simulated and verified. The simulation results show that this method can greatly reduce time consumption.",

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author = "Yangyang Xin and Mao Yang and Zhongjiang Yan and Bo Li",

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Xin, Y, Yang, M, Yan, Z & Li, B 2023, Non-uniform Time Slice Parallel Simulation Method Based on Offline Learning for IEEE 802.11ax. in D-J Deng, H-C Chao & J-C Chen (eds), Smart Grid and Internet of Things - 6th EAI International Conference, SGIoT 2022, Proceedings. Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST, vol. 497 LNICST, Springer Science and Business Media Deutschland GmbH, pp. 161-171, 6th International Conference on Smart Grid and Internet of Things, SGIoT 2022, TaiChung, Taiwan, Province of China, 19/11/22. https://doi.org/10.1007/978-3-031-31275-5_17

Non-uniform Time Slice Parallel Simulation Method Based on Offline Learning for IEEE 802.11ax. / Xin, Yangyang; Yang, Mao; Yan, Zhongjiang et al.
Smart Grid and Internet of Things - 6th EAI International Conference, SGIoT 2022, Proceedings. ed. / Der-Jiunn Deng; Han-Chieh Chao; Jyh-Cheng Chen. Springer Science and Business Media Deutschland GmbH, 2023. p. 161-171 (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; Vol. 497 LNICST).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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Y1 - 2023

N2 - With the rapid development of wireless networks, wireless local area networks (WLAN) are becoming more and more complex and densely deployed, resulting in a significant increase in the time consumption of traditional serial simulations. Aiming at the time consumption problem of traditional discrete-event-based WLAN serial simulation, A parallel simulation method is proposed based on offline learning with non-uniform time slices, which effectively reduces the time consumption. Firstly, the parallel simulation task is modeled as a problem of completing the simulation task within a given time consumption threshold constraint based on the processes pool. Secondly, the time consumption factor is obtained by offline learning of the simulation platform. Thirdly, the parallel simulation algorithm of non-uniform time slice division (NUTSD) based on the time consumption factor is proposed to analyze and solve the problem. Finally, the method is simulated and verified. The simulation results show that this method can greatly reduce time consumption.

AB - With the rapid development of wireless networks, wireless local area networks (WLAN) are becoming more and more complex and densely deployed, resulting in a significant increase in the time consumption of traditional serial simulations. Aiming at the time consumption problem of traditional discrete-event-based WLAN serial simulation, A parallel simulation method is proposed based on offline learning with non-uniform time slices, which effectively reduces the time consumption. Firstly, the parallel simulation task is modeled as a problem of completing the simulation task within a given time consumption threshold constraint based on the processes pool. Secondly, the time consumption factor is obtained by offline learning of the simulation platform. Thirdly, the parallel simulation algorithm of non-uniform time slice division (NUTSD) based on the time consumption factor is proposed to analyze and solve the problem. Finally, the method is simulated and verified. The simulation results show that this method can greatly reduce time consumption.

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Xin Y, Yang M, Yan Z, Li B. Non-uniform Time Slice Parallel Simulation Method Based on Offline Learning for IEEE 802.11ax. In Deng DJ, Chao HC, Chen JC, editors, Smart Grid and Internet of Things - 6th EAI International Conference, SGIoT 2022, Proceedings. Springer Science and Business Media Deutschland GmbH. 2023. p. 161-171. (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST). doi: 10.1007/978-3-031-31275-5_17