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Next-generation distributed computing networks (e.g., edge and fog computing) enable the efficient delivery of delay-sensitive, compute-intensive applications by facilitating access to computation resources in close proximity to end users.…

Networking and Internet Architecture · Computer Science 2022-05-31 Yang Cai , Jaime Llorca , Antonia M. Tulino , Andreas F. Molisch

Edge Computing is a promising technology to provide new capabilities in technological fields that require instantaneous data processing. Researchers in areas such as machine and deep learning use extensively edge and cloud computing for…

Centralized cloud computing with 100+ milliseconds network latencies cannot meet the tens of milliseconds to sub-millisecond response times required for emerging 5G applications like autonomous driving, smart manufacturing, tactile…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-06 Kunal Rao , Giuseppe Coviello , Wang-Pin Hsiung , Srimat Chakradhar

Through connecting intelligent vehicles as well as the roadside infrastructure, the perception range of vehicles can be significantly extended, and hidden objects at blind spots can be efficiently detected and avoided. To realize this,…

Networking and Internet Architecture · Computer Science 2020-04-03 Ivan Wang-Hei Ho , Sid Chi-Kin Chau , Elmer R. Magsino , Kanghao Jia

In an increasingly connected world, wireless networks' monitoring and characterization are of vital importance. Service and application providers need to have a detailed understanding of network performance to offer new solutions tailored…

Networking and Internet Architecture · Computer Science 2023-11-14 Inhar Yeregui , Juncal Uriol , Roberto Viola , Pablo Angueira , Jasone Astorga , Jon Montalban

This conceptual paper discusses how different aspects involving the autonomous operation of robots and vehicles will change when they have access to next-generation mobile networks. 5G and beyond connectivity is bringing together a myriad…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-03 Jorge Peña Queralta , Li Qingqing , Zhuo Zou , Tomi Westerlund

To simultaneously enable multiple autonomous driving services on affordable embedded systems, we designed and implemented {\pi}-Edge, a complete edge computing framework for autonomous robots and vehicles. The contributions of this paper…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-16 Jie Tang , Shaoshan Liu , Bo Yu , Weisong Shi

Autonomous driving perceives surroundings with line-of-sight sensors that are compromised under environmental uncertainties. To achieve real time global information in high definition map, we investigate to share perception information…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-12 Qiang Liu , Tao Han , Jiang , Xie , BaekGyu Kim

Mobility analytics using data generated from the Internet of Mobile Things (IoMT) is facing many challenges which range from the ingestion of data streams coming from a vast number of fog nodes and IoMT devices to avoiding overflowing the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-13 Ikechukwu Maduako , Hung Cao , Lilian Hernandez , Monica Wachowicz

Edge computing has emerged as a distributed computing paradigm to overcome practical scalability limits of cloud computing. The main principle of edge computing is to leverage on computational resources outside of the cloud for performing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-07 João Leitão , Pedro Ákos Costa , Maria Cecília Gomes , Nuno Preguiça

Integrating large language models (LLMs) into autonomous driving enhances personalization and adaptability in open-world scenarios. However, traditional edge computing models still face significant challenges in processing complex driving…

Robotics · Computer Science 2024-08-20 Jiao Chen , Suyan Dai , Fangfang Chen , Zuohong Lv , Jianhua Tang

Vehicles embed lots of sensors supporting driving and safety. Combined with connectivity, they bring new possibilities for Connected, Cooperative and Automated Mobility (CCAM) services that exploit local and global data for a wide…

Networking and Internet Architecture · Computer Science 2023-08-30 Felipe Mogollón , Zaloa Fernández , Josu Pérez , Ángel Martín

Mobility-as-a-Service (MaaS) is a paradigm that encourages the shift from private cars to more sustainable alternative mobility services. MaaS provides services that enhances and enables multiple modes of transport to operate seamlessly and…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-22 Igor Mikolasek , Saeedeh Ghanadbashi , Nima Afraz , Fatemeh Golpayegani

Under several emerging application scenarios, such as in smart cities, operational monitoring of large infrastructure, wearable assistance, and Internet of Things, continuous data streams must be processed under very short delays. Several…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-05 Marcos Dias de Assuncao , Alexandre da Silva Veith , Rajkumar Buyya

Intelligent transportation systems (ITSs) will be a major component of tomorrow's smart cities. However, realizing the true potential of ITSs requires ultra-low latency and reliable data analytics solutions that can combine, in real-time, a…

Information Theory · Computer Science 2017-12-13 Aidin Ferdowsi , Ursula Challita , Walid Saad

The rapid urbanization growth has underscored the need for innovative solutions to enhance transportation efficiency and safety. Intelligent Transportation Systems (ITS) have emerged as a promising solution in this context. However,…

Cloud computing has been a main-stream computing service for years. Recently, with the rapid development in urbanization, massive video surveillance data are produced at an unprecedented speed. A traditional solution to deal with the big…

Signal Processing · Electrical Eng. & Systems 2020-05-18 Ruimin Ke , Yifan Zhuang , Ziyuan Pu , Yinhai Wang

Cars capture and generate huge volumes of data in real-time about the driving dynamics, the environment, and the driver and passengers' activities. Due to the proliferation of cooperative, connected and automated mobility (CCAM), the value…

Computer Vision and Pattern Recognition · Computer Science 2022-04-14 Gorka Velez , Edoardo Bonetto , Daniele Brevi , Angel Martin , Gianluca Rizzi , Oscar Castañeda , Arslane Hamza Cherif , Marcos Nieto , Oihana Otaegui

Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-20 Quoc Lap Trieu , Bahman Javadi , Jim Basilakis , Adel N. Toosi

Vehicular social networking is an emerging application of the promising Internet of Vehicles (IoV) which aims to achieve the seamless integration of vehicular networks and social networks. However, the unique characteristics of vehicular…

Networking and Internet Architecture · Computer Science 2024-10-28 Nyothiri Aung , Sahraoui Dhelim , Liming Chen , Wenyin Zhang , Abderrahmane Lakas , Huansheng Ning