Adaptive Framing and Virtual Channel Scheduling Algorithm Based on Advanced Orbiting System for Consumer Sustainability in Industry 5.0

被引:0
作者
Bie, Yuxia [1 ]
Zhang, Zhongyuan [1 ]
Srivastava, Gautam [2 ,3 ,4 ]
Hu, Zhi [5 ]
Laghari, Asif Ali [5 ]
Sampedro, Gabriel Avelino [6 ,7 ]
Abbas, Sidra [8 ]
机构
[1] Shenyang Aerosp Univ, Coll Elect Informat Engn, Shenyang 110136, Peoples R China
[2] Brandon Univ, Dept Math & Comp Sci, Brandon, MB R7A 6A9, Canada
[3] China Med Univ, Res Ctr Interneural Comp, Taichung 404, Taiwan
[4] Lebanese Amer Univ, Dept Comp Sci & Math, Beirut 03797, Lebanon
[5] Shenyang Normal Univ, Software Coll, Shenyang 110134, Peoples R China
[6] Univ Philippines Open Univ, Fac Informat & Commun Studies, Banos 4031, Philippines
[7] Salle Univ, Ctr Computat Imaging & Visual Innovat, Manila 1004, Philippines
[8] COMSATS Univ Islamabad, Dept Comp Sci, Islamabad 56300, Pakistan
基金
中国国家自然科学基金;
关键词
Scheduling; Delays; Scheduling algorithms; Multiplexing; Job shop scheduling; Heuristic algorithms; Adaptation models; AOS; adaptive frame generation algorithm; differential evolution algorithm; virtual channel scheduling; DQN;
D O I
10.1109/TCE.2024.3372854
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Based on the development needs of Industry 5.0, Advanced On-orbit Systems (AOS) can be integrated with terrestrial 5G networks, with large-scale Internet of Things (IoT) links as well as with flexible deployment and resource optimization, enabling efficient transmission of multiple types of industrial data, human-machine collaboration, and improving the flexibility, innovation as well as efficiency of production processes. This paper first proposes an AOS adaptive framing algorithm based on an optimization threshold. The algorithm adaptively adjusts frame waiting time according to packet arrival conditions and optimizes the frame waiting time threshold using a differential evolution algorithm. Furthermore, an AOS virtual channel scheduling algorithm based on a Deep QNetwork (DQN) is proposed. The algorithm considers the service priority, scheduling delay and frame residual to find the optimal virtual channel scheduling order. Through simulation, it can be seen that the adaptive framing algorithm based on optimized threshold values can effectively reduce average framing time and average packet delay while ensuring efficiency of frame reuse. Moreover, the virtual channel scheduling algorithm based on DQN can better meet the needs of the network, effectively reducing average scheduling delay and frame residual. The combination of AOS framing and virtual channel scheduling can improve transmission efficiency and optimize system performance.
引用
收藏
页码:4882 / 4893
页数:12
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