Mobility Digital Twin: Concept, Architecture, Case Study, and Future Challenges

计算机科学 云计算 建筑 微服务 钥匙(锁) 人工智能 万维网 计算机安全 操作系统 艺术 视觉艺术
作者
Ziran Wang,Rohit Kumar Gupta,Kyungtae Han,Haoxin Wang,Akila Ganlath,Nejib Ammar,Prashant Tiwari
出处
期刊:IEEE Internet of Things Journal [Institute of Electrical and Electronics Engineers]
卷期号:9 (18): 17452-17467 被引量:138
标识
DOI:10.1109/jiot.2022.3156028
摘要

A Digital Twin is a digital replica of a living or nonliving physical entity, and this emerging technology attracted extensive attention from different industries during the past decade. Although a few Digital Twin studies have been conducted in the transportation domain very recently, there is no systematic research with a holistic framework connecting various mobility entities together. In this study, a mobility digital twin (MDT) framework is developed, which is defined as an artificial intelligence (AI)-based data-driven cloud–edge–device framework for mobility services. This MDT consists of three building blocks in the physical space (namely, Human , Vehicle , and Traffic ), and their associated Digital Twins in the digital space. An example cloud–edge architecture is built with Amazon Web Services (AWS) to accommodate the proposed MDT framework and to fulfill its digital functionalities of storage, modeling, learning, simulation, and prediction. A case study of the personalized adaptive cruise control (P-ACC) system is conducted, which integrates the key microservices of all three digital building blocks of the MDT framework: 1) the Human Digital Twin with user management and driver type classification; 2) the Vehicle Digital Twin with cloud-based advanced driver-assistance systems (ADAS); and 3) the Traffic Digital Twin with traffic flow monitoring and variable speed limit. Future challenges of the proposed MDT framework are discussed toward the end of the article, including standardization, AI for computing, public or private cloud service, and network heterogeneity.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
整齐的一手完成签到,获得积分10
1秒前
星辰大海应助bao采纳,获得10
4秒前
6秒前
6秒前
萌新完成签到,获得积分10
6秒前
9秒前
丘比特应助CCCCCC1997采纳,获得10
9秒前
愉快问枫应助忆往昔采纳,获得10
10秒前
春儿发布了新的文献求助20
10秒前
张英俊发布了新的文献求助10
14秒前
希望天下0贩的0应助JL采纳,获得10
15秒前
zzz发布了新的文献求助10
16秒前
琼仔仔完成签到 ,获得积分10
17秒前
19秒前
zzz完成签到,获得积分10
23秒前
春儿完成签到,获得积分20
26秒前
傲娇老五完成签到 ,获得积分10
27秒前
29秒前
许ye完成签到,获得积分10
29秒前
30秒前
小欧医生完成签到,获得积分10
32秒前
34秒前
今后应助月亮夏的夏采纳,获得10
35秒前
37秒前
朴实山兰完成签到,获得积分10
39秒前
小京子发布了新的文献求助10
40秒前
机灵的如柏完成签到,获得积分10
41秒前
在水一方应助从容的盼晴采纳,获得10
42秒前
42秒前
123发布了新的文献求助10
44秒前
44秒前
忆往昔完成签到,获得积分10
45秒前
45秒前
脑洞疼应助tao采纳,获得200
45秒前
样子完成签到,获得积分10
47秒前
47秒前
熊猫完成签到,获得积分0
47秒前
西溪完成签到,获得积分10
48秒前
joyboysimba发布了新的文献求助10
51秒前
华仔应助hoojack采纳,获得10
53秒前
高分求助中
Rock-Forming Minerals, Volume 3C, Sheet Silicates: Clay Minerals 2000
The late Devonian Standard Conodont Zonation 2000
Nickel superalloy market size, share, growth, trends, and forecast 2023-2030 2000
The Lali Section: An Excellent Reference Section for Upper - Devonian in South China 1500
Very-high-order BVD Schemes Using β-variable THINC Method 910
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 800
PraxisRatgeber: Mantiden: Faszinierende Lauerjäger 800
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3262667
求助须知:如何正确求助?哪些是违规求助? 2903265
关于积分的说明 8324749
捐赠科研通 2573377
什么是DOI,文献DOI怎么找? 1398211
科研通“疑难数据库(出版商)”最低求助积分说明 654024
邀请新用户注册赠送积分活动 632642