Modeling Quality of IoT Experience in Autonomous Vehicles

被引:28
|
作者
Minovski, Dimitar [1 ,2 ]
Ahlund, Christer [1 ]
Mitra, Karan [1 ]
机构
[1] Lulea Univ Technol, Dept Pervas & Mobile Comp, S-93187 Skelleftea, Sweden
[2] InfoVista Sweden AB, Dept Res, S-93162 Skelleftea, Sweden
关键词
Quality of service; Measurement; Artificial intelligence (AI); Internet of Things (IoT); Quality of Experience (QoE); Quality of Service (QoS); vehicle-to-everything (V2X); BIG DATA; ANOMALY DETECTION; SMART CITIES; NETWORKS; INTELLIGENCE; CLASSIFICATION; RECOGNITION; CHALLENGES; INTERNET; SYSTEM;
D O I
10.1109/JIOT.2020.2975418
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Today's research on Quality of Experience (QoE) mainly addresses multimedia services. With the introduction of the Internet of Things (IoT), there is a need for new ways of evaluating the QoE. Emerging IoT services, such as autonomous vehicles (AVs), are more complex and involve additional quality requirements, such as those related to machine-to-machine communication that enables self-driving. In fully autonomous cases, it is the intelligent machines operating the vehicles. Thus, it is not clear how intelligent machines will impact end-user QoE, but also how end users can alter and affect a self-driving vehicle. This article argues for a paradigm shift in the QoE area to cover the relationship between humans and intelligent machines. We introduce the term Quality of IoT-experience (QoIoT) within the context of AV, where the quality evaluation, besides end users, considers quantifying the perspectives of intelligent machines with objective metrics. Hence, we propose a novel architecture that considers Quality of Data (QoD), Quality of Network (QoN), and Quality of Context (QoC) to determine the overall QoIoT in the context of AVs. Finally, we present a case study to illustrate the use of QoIoT.
引用
收藏
页码:3833 / 3849
页数:17
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