Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming

Real-time communications characterized by low-latency, deterministic, and reliable behavior are crucial for the advancement of emerging technologies. Consequently, Time-Sensitive Networking (TSN) has been developed to address the distinct demands of sectors such as automation and autonomous vehicles...

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Main Authors: Akram, Bilal Omar, Noordin, Nor Kamariah, Hashim, Fazirulhisyam, Rasid, Mohd Fadlee A., Salman, Mustafa Ismael, Abdulghani, Abdulrahman M.
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers 2023
Online Access:http://psasir.upm.edu.my/id/eprint/108752/
http://psasir.upm.edu.my/id/eprint/108752/1/Joint%20scheduling%20and%20routing%20optimization.pdf
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author Akram, Bilal Omar
Noordin, Nor Kamariah
Hashim, Fazirulhisyam
Rasid, Mohd Fadlee A.
Salman, Mustafa Ismael
Abdulghani, Abdulrahman M.
author_facet Akram, Bilal Omar
Noordin, Nor Kamariah
Hashim, Fazirulhisyam
Rasid, Mohd Fadlee A.
Salman, Mustafa Ismael
Abdulghani, Abdulrahman M.
author_sort Akram, Bilal Omar
building UPM Institutional Repository
collection Online Access
description Real-time communications characterized by low-latency, deterministic, and reliable behavior are crucial for the advancement of emerging technologies. Consequently, Time-Sensitive Networking (TSN) has been developed to address the distinct demands of sectors such as automation and autonomous vehicles applications. This is currently achieved through various methods that emphasize the scheduling of critical data traffic. However, many of these methods determine routes independently, potentially impacting the schedulability of transmissions. Additionally, there is a noticeable lack of emphasis on the scheduling and routing of low-priority transmissions within TSN. In this paper, we introduce the Optimized Hybrid Deterministic Scheduling and Routing (OHDSR) approach. This method takes into account the priority of communications to jointly optimize the scheduling and routing of Time-Triggered (TT) communications, while also catering to low-priority Best-Effort (BE) communications. Extensive experimental evaluations show the high efficiency of our proposed method. It ensures not only the prompt delivery of TT communications but also the delivery of BE communications within suitable time frames, with a maximum difference of 14.29% from TT communications, meeting their respective deadlines. Moreover, the evaluation demonstrates the high scalability of the proposed approach, providing improved response times compared to the latest work for both routing and scheduling.
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spelling upm-1087522024-10-11T08:31:57Z http://psasir.upm.edu.my/id/eprint/108752/ Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming Akram, Bilal Omar Noordin, Nor Kamariah Hashim, Fazirulhisyam Rasid, Mohd Fadlee A. Salman, Mustafa Ismael Abdulghani, Abdulrahman M. Real-time communications characterized by low-latency, deterministic, and reliable behavior are crucial for the advancement of emerging technologies. Consequently, Time-Sensitive Networking (TSN) has been developed to address the distinct demands of sectors such as automation and autonomous vehicles applications. This is currently achieved through various methods that emphasize the scheduling of critical data traffic. However, many of these methods determine routes independently, potentially impacting the schedulability of transmissions. Additionally, there is a noticeable lack of emphasis on the scheduling and routing of low-priority transmissions within TSN. In this paper, we introduce the Optimized Hybrid Deterministic Scheduling and Routing (OHDSR) approach. This method takes into account the priority of communications to jointly optimize the scheduling and routing of Time-Triggered (TT) communications, while also catering to low-priority Best-Effort (BE) communications. Extensive experimental evaluations show the high efficiency of our proposed method. It ensures not only the prompt delivery of TT communications but also the delivery of BE communications within suitable time frames, with a maximum difference of 14.29% from TT communications, meeting their respective deadlines. Moreover, the evaluation demonstrates the high scalability of the proposed approach, providing improved response times compared to the latest work for both routing and scheduling. Institute of Electrical and Electronics Engineers 2023-12-15 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/108752/1/Joint%20scheduling%20and%20routing%20optimization.pdf Akram, Bilal Omar and Noordin, Nor Kamariah and Hashim, Fazirulhisyam and Rasid, Mohd Fadlee A. and Salman, Mustafa Ismael and Abdulghani, Abdulrahman M. (2023) Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming. IEEE Access, 11. pp. 142764-142779. ISSN 2169-3536 https://ieeexplore.ieee.org/document/10360820/ 10.1109/access.2023.3343409
spellingShingle Akram, Bilal Omar
Noordin, Nor Kamariah
Hashim, Fazirulhisyam
Rasid, Mohd Fadlee A.
Salman, Mustafa Ismael
Abdulghani, Abdulrahman M.
Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming
title Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming
title_full Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming
title_fullStr Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming
title_full_unstemmed Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming
title_short Joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming
title_sort joint scheduling and routing optimization for deterministic hybrid traffic in time-sensitive networks using constraint programming
url http://psasir.upm.edu.my/id/eprint/108752/
http://psasir.upm.edu.my/id/eprint/108752/
http://psasir.upm.edu.my/id/eprint/108752/
http://psasir.upm.edu.my/id/eprint/108752/1/Joint%20scheduling%20and%20routing%20optimization.pdf