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Cloud computing, despite its inherent advantages (e.g., resource efficiency) still faces several challenges. the wide are network used to connect the cloud to end-users could cause high latency, which may not be tolerable for some…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-22 Carla Mouradian , Fereshteh Ebrahimnezhad , Yassine Jebbar , Jasmeen Kaur Ahluwalia , Seyedeh Negar Afrasiabi , Roch H. Glitho , Ashok Moghe

With smart devices, particular smartphones, becoming our everyday companions, the ubiquitous mobile Internet and computing applications pervade people daily lives. With the surge demand on high-quality mobile services at anywhere, how to…

Networking and Internet Architecture · Computer Science 2016-03-31 Tom H. Luan , Longxiang Gao , Zhi Li , Yang Xiang , Guiyi Wei , Limin Sun

In an effort to penetrate the market at an affordable cost, consumer robots tend to provide limited processing capabilities, just enough to serve the purpose they have been designed for. However, a robot, in principle, should be able to…

In recent years, the number of Internet of Things (IoT) devices/sensors has increased to a great extent. To support the computational demand of real-time latency-sensitive applications of largely geo-distributed IoT devices/sensors, a new…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-24 Redowan Mahmud , Ramamohanarao Kotagiri , Rajkumar Buyya

Recent developments in the Internet of Things (IoT) and real-time applications, have led to the unprecedented growth in the connected devices and their generated data. Traditionally, this sensor data is transferred and processed at the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-17 Satish Narayana Srirama

MicroService Architecture (MSA) is gaining rapid popularity for developing large-scale IoT applications for deployment within distributed and resource-constrained Fog computing environments. As a cloud-native application architecture, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-15 Samodha Pallewatta , Vassilis Kostakos , Rajkumar Buyya

Fog computing has been advocated as an enabling technology for computationally intensive services in smart connected vehicles. Most existing works focus on analyzing the queueing and workload processing latencies associated with fog…

Networking and Internet Architecture · Computer Science 2021-06-30 Yong Xiao , Marwan Krunz

Due to the high performance and safety requirements of self-driving applications, the complexity of modern autonomous driving systems (ADS) has been growing, instigating the need for more sophisticated hardware which could add to the energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-20 Luke Chen , Mohanad Odema , Mohammad Abdullah Al Faruque

In decision-making under uncertainty, Contextual Robust Optimization (CRO) provides reliability by minimizing the worst-case decision loss over a prediction set. While recent advances use conformal prediction to construct prediction sets…

Machine Learning · Statistics 2025-12-25 Yajie Bao , Yang Hu , Haojie Ren , Peng Zhao , Changliang Zou

With the rise of the Internet of Things (IoT), fog computing has emerged to help traditional cloud computing in meeting scalability demands. Fog computing makes it possible to fulfill real-time requirements of applications by bringing more…

Networking and Internet Architecture · Computer Science 2024-08-05 Colton Powell , Christopher Desiniotis , Behnam Dezfouli

The fog radio access network (Fog-RAN) has been considered a promising wireless access architecture to help shorten the communication delay and relieve the large data delivery burden over the backhaul links. However, limited by conventional…

Information Theory · Computer Science 2021-03-04 Jun Yu , Rui Wang , Jun Wu

In recent years, there has been a shift in computing architectures, moving away from centralized cloud computing towards decentralized edge and fog computing. This shift is driven by factors such as the increasing volume of data generated…

Cryptography and Security · Computer Science 2024-03-21 Carmine Cesarano

The exponential growth of devices and data at the edges of the Internet is rising scalability and privacy concerns on approaches based exclusively on remote cloud platforms. Data gravity, a fundamental concept in Fog Computing, points…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-03 Lorenzo Valerio , Andrea Passarella , Marco Conti

Developing robot agnostic software frameworks involves synthesizing the disparate fields of robotic theory and software engineering while simultaneously accounting for a large variability in hardware designs and control paradigms. As the…

Robotics · Computer Science 2014-04-16 David Coleman , Ioan Sucan , Sachin Chitta , Nikolaus Correll

In fog computing systems, one key challenge is online task scheduling, i.e., to decide the resource allocation for tasks that are continuously generated from end devices. The design is challenging because of various uncertainties manifested…

Networking and Internet Architecture · Computer Science 2020-08-04 Simeng Bian , Xi Huang , Ziyu Shao

Robots are becoming more and more commonplace in many industry settings. This successful adoption can be partly attributed to (1) their increasingly affordable cost and (2) the possibility of developing intelligent, software-driven robots.…

Computational resource provisioning that is closer to a user is becoming increasingly important, with a rise in the number of devices making continuous service requests and with the significant recent take up of latency-sensitive…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-14 Vishal Sharma , Kathiravan Srinivasan , Dushantha Nalin K. Jayakody , Omer Rana , Ravinder Kumar

Aerial autonomous machines (Drones) has a plethora of promising applications and use cases. While the popularity of these autonomous machines continues to grow, there are many challenges, such as endurance and agility, that could hinder the…

Robotics · Computer Science 2021-09-14 Srivatsan Krishnan , Thierry Tambe , Zishen Wan , Vijay Janapa Reddi

Federated learning (FL) is capable of performing large distributed machine learning tasks across multiple edge users by periodically aggregating trained local parameters. To address key challenges of enabling FL over a wireless fog-cloud…

Machine Learning · Computer Science 2024-10-28 Van-Dinh Nguyen , Symeon Chatzinotas , Bjorn Ottersten , Trung Q. Duong

Research process automation -- the reliable, efficient, and reproducible execution of linked sets of actions on scientific instruments, computers, data stores, and other resources -- has emerged as an essential element of modern science. We…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-08 Ryan Chard , Jim Pruyne , Kurt McKee , Josh Bryan , Brigitte Raumann , Rachana Ananthakrishnan , Kyle Chard , Ian Foster