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The growing demand for intelligent services on resource-constrained edge devices has spurred the development of collaborative inference systems that distribute workloads across end devices, edge servers, and the cloud. While most existing…

Machine Learning · Computer Science 2025-08-20 Seohyeon Cha , Kevin Chan , Gustavo de Veciana , Haris Vikalo

Cryptographic operations are an essential component of cloud security architectures; their comprehensive performance characterization across different cloud services, hardware architectures, and programming language implementations remains…

Cryptography and Security · Computer Science 2026-05-26 Jeremiah L. Webb , Laxima Niure Kandel , Deepti Gupta , Lavanya Elluri

Meeting the requirements of future services with time sensitivity and handling sudden load spikes of the services in Fog computing environments are challenging tasks due to the lack of publicly available Fog nodes and their characteristics.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-05 Sudheer Kumar Battula , Saurabh Garg , James Montgomery , Ranesh Naha

Qualifying and ranking threat degrees of vulnerabilities in cloud service are known to be full of challenges. Although there have been several efforts aiming to address this problem, most of them are too simple or cannot be applied into…

Cryptography and Security · Computer Science 2016-12-07 He Zhu

As part of the Internet of Things (IoT) and Industry 4.0 Cloud services are increasingly interacting with low-performance devices that are used in automation. This results in security issues that will be presented in this paper. Particular…

Cryptography and Security · Computer Science 2024-05-21 Michael Molle , Ulrich Raithel , Dirk Kraemer , Norbert Graß , Matthias Söllner , Andreas Aßmuth

The number of mobile devices (e.g., smartphones, wearable technologies) is rapidly growing. In line with this trend, a massive amount of spatial data is being collected since these devices allow users to geo-tag user-generated content.…

Databases · Computer Science 2016-12-20 Afsin Akdogan

Modern cloud OLTP databases have sought performance primarily through user-space optimization - separating storage and compute layers, or distributing transactions across multiple nodes using consensus algorithms. This paper turns attention…

Databases · Computer Science 2026-04-01 Mitsumasa Kondo

Recently, a number of cloud platforms and services have been developed for data intensive computing, including Hadoop, Sector, CloudStore (formerly KFS), HBase, and Thrift. In order to benchmark the performance of these systems, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-07-29 Robert Grossman , Yunhong Gu , Michal Sabala , Collin Bennet , Jonathan Seidman , Joe Mambratti

Cloud performance fluctuates due to factors such as resource contention and workload changes. These factors can be short-term, seasonal, or long-term. Their effects are often intertwined in performance traces, making performance management…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-12 Shimul Debnath , William Hart , Lori Pollock , Donald Lien , Wei Wang

This article presents the ALOJA project and its analytics tools, which leverages machine learning to interpret Big Data benchmark performance data and tuning. ALOJA is part of a long-term collaboration between BSC and Microsoft to automate…

Machine Learning · Computer Science 2015-11-09 Josep Ll. Berral , Nicolas Poggi , David Carrera , Aaron Call , Rob Reinauer , Daron Green

The Computing Continuum (CC) integrates different layers of processing infrastructure, from Edge to Cloud, to optimize service quality through ubiquitous and reliable computation. Compared to central architectures, however, heterogeneous…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-18 Boris Sedlak , Víctor Casamayor Pujol , Ildefons Magrans de Abril , Praveen Kumar Donta , Adel N. Toosi , Schahram Dustdar

Phasor measurement units (PMUs) create ample real-time monitoring opportunities for modern power systems. Among them, line outage detection and identification remains a crucial but challenging task. Current works on outage identification…

Systems and Control · Electrical Eng. & Systems 2022-06-07 Xiaozhou Yang , Nan Chen

Battery-powered IoT devices face challenges like cost, maintenance, and environmental sustainability, prompting the emergence of batteryless energy-harvesting systems that harness ambient sources. However, their intermittent behavior can…

Hardware Architecture · Computer Science 2023-11-29 Sepehr Tabrizchi , Shaahin Angizi , Arman Roohi

Mobile edge computing (MEC) can reduce the latency of cloud computing successfully. However, the edge server may fail due to the hardware of software issues. When the edge server failure happens, the users who offload tasks to this server…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-17 Xin Yuan , Ning Li , Jose Fernan Martinez

Large-scale distributed computing infrastructures such as the Worldwide LHC Computing Grid (WLCG) require comprehensive simulation tools for evaluating performance, testing new algorithms, and optimizing resource allocation strategies.…

The proliferation of cloud-integrated IoT systems has intensified exposure to Distributed Denial of Service (DDoS) attacks due to the expanded attack surface, heterogeneous device behaviors, and limited edge protection. However, DDoS…

Cryptography and Security · Computer Science 2025-08-28 Tongxi Wu , Chenwei Xu , Jin Yang

This paper proposes the preliminary study of the data-driven failure analysis model for the internet of things (IoT) devices. This model focus on the impact of data transferring both get and receiving data in class C of Low Power Wide Area…

Networking and Internet Architecture · Computer Science 2022-07-04 Thanitnan Kammuang , Watthanai Luealamai , Issarapong Khuankrue

Serverless computing has become a new trending paradigm in cloud computing, allowing developers to focus on the development of core application logic and rapidly construct the prototype via the composition of independent functions. With the…

Software Engineering · Computer Science 2023-02-07 Jinfeng Wen , Yi Liu , Zhenpeng Chen , Junkai Chen , Yun Ma

In recent times, I've encountered a principle known as cloud computing, a model that simplifies user access to data and computing power on a demand basis. The main objective of cloud computing is to accommodate users' growing needs by…

Cryptography and Security · Computer Science 2023-05-29 Peyman Khordadpour , Saeed Ahmadi

Modern latency-critical online services often rely on composing results from a large number of server components. Hence the tail latency (e.g. the 99th percentile of response time), rather than the average, of these components determines…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-11-11 Rui Han , Junwei Wang , Siguang Huang , Chenrong Shao , Shulin Zhan , Jianfeng Zhan , Jose Luis Vazquez-Poletti