TCV-D:车载任务卸载中的路径选择方法

IF 5.8 2区 计算机科学 Q1 TELECOMMUNICATIONS Vehicular Communications Pub Date : 2024-03-29 DOI:10.1016/j.vehcom.2024.100770
Niharika Keshari, Dinesh Singh
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引用次数: 0

摘要

车辆任务卸载技术通过使用单跳或多跳通信将任务请求车辆(TRV)的任务卸载到车载雾节点(VFN)或路侧单元(RSU),从而增强了运输系统。由于 TRV 单跳范围内的 VFN/RSU 数量有限,因此采用多跳路径将任务从 TRV 卸载到 VFN/RSU。然而,多跳路径选择方法存在一些问题,例如由于车辆速度变化而导致频繁重新连接、错过任务截止日期时卸载成功率较低、当 TRV 的通信范围内没有 VFN/RSU 时中断时间增加,以及卸载任务的车辆选择效率低下导致路径寿命延长。为解决这些问题,我们提出了一种名为基于时间计算方差的截止时间敏感路径选择(TCV-D)的新方法,该方法考虑了 k 跳邻居的上下文信息。该方法提供四种卸载模式:直接模式、RSU 模式、VFN 模式和搜索模式,取决于单跳和多跳场景中 RSU/VFN 的可用性。为确保在最后期限内交付任务,如果直接向目的地交付任务会超出最后期限限制,建议的方法会由任务转发车或任务转发车的邻居代替指定的 VFN/RSU 执行任务。广泛的结果分析表明,与现有的基于 k 跳限制卸载时间的路径选择(k-hop-limited-OTS)方法相比,该方法有了很大改进,包括减少了 60% 的重新连接,减少了 35% 的路径寿命时间,减少了 30% 的中断时间,以及提高了 84% 的成功卸载率。
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TCV-D: An Approach for Path Selection in Vehicular Task Offloading

The vehicular task offloading technology enhances the transportation system by offloading tasks of task-requesting vehicles (TRV) to either vehicular fog nodes (VFN) or road-side units (RSU) using single-hop or multi-hop communication. Due to the limited availability of VFN/RSU within a single-hop of TRV, a multi-hop path is employed for offloading tasks from TRV to VFN/RSU. However, the multi-hop path selection approaches have several issues, such as frequent re-connections due to varying vehicle speed, lower successful offloading when task deadline is missed, increased outage time when no VFN/RSU is within communication range of TRV, and inefficient vehicle selection to offload task leading to longer path lifetime. To address these issues, we have proposed a novel approach called Time-Computation-Variance based deadline sensitive path selection (TCV-D), which considers contextual information from k-hop neighbors. The approach offers four offloading modes: Direct mode, RSU mode, VFN mode, and Search mode, depending on the availability of RSUs/VFNs in single and multi-hop scenarios. To ensure tasks are delivered within deadlines, the proposed approach executes tasks by task forwarding vehicle or neighbor of task forwarding vehicle instead of designated VFN/RSU if delivering the task directly to the destination would exceed the deadline constraint. Extensive result analysis demonstrates substantial improvements compared to the existing k-hop-limited offloading time-based path selection (k-hop-limited-OTS) approach, including a 60% reduction in re-connections, a 35% decrease in path life time, a 30% decrease in outage time, and an 84% increase in successful offloading ratio, approximately.

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来源期刊
Vehicular Communications
Vehicular Communications Engineering-Electrical and Electronic Engineering
CiteScore
12.70
自引率
10.40%
发文量
88
审稿时长
62 days
期刊介绍: Vehicular communications is a growing area of communications between vehicles and including roadside communication infrastructure. Advances in wireless communications are making possible sharing of information through real time communications between vehicles and infrastructure. This has led to applications to increase safety of vehicles and communication between passengers and the Internet. Standardization efforts on vehicular communication are also underway to make vehicular transportation safer, greener and easier. The aim of the journal is to publish high quality peer–reviewed papers in the area of vehicular communications. The scope encompasses all types of communications involving vehicles, including vehicle–to–vehicle and vehicle–to–infrastructure. The scope includes (but not limited to) the following topics related to vehicular communications: Vehicle to vehicle and vehicle to infrastructure communications Channel modelling, modulating and coding Congestion Control and scalability issues Protocol design, testing and verification Routing in vehicular networks Security issues and countermeasures Deployment and field testing Reducing energy consumption and enhancing safety of vehicles Wireless in–car networks Data collection and dissemination methods Mobility and handover issues Safety and driver assistance applications UAV Underwater communications Autonomous cooperative driving Social networks Internet of vehicles Standardization of protocols.
期刊最新文献
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