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Outsourcing anomaly detection to third-parties can allow data owners to overcome resource constraints (e.g., in lightweight IoT devices), facilitate collaborative analysis (e.g., under distributed or multi-party scenarios), and benefit from…

Internet of things (IoT) connects all items to the Internet through information-sensing devices to exchange information for intelligent identification and management. Sybil attack is a famous and crippling attack in IoT. Most of the…

密码学与安全 · 计算机科学 2022-04-26 Manli Yuan , Liwei Lin , Zhengyu Wu , Xiucai Ye

Edge/fog computing, as a distributed computing paradigm, satisfies the low-latency requirements of ever-increasing number of IoT applications and has become the mainstream computing paradigm behind IoT applications. However, because large…

分布式、并行与集群计算 · 计算机科学 2023-10-24 Zhiyu Wang , Mohammad Goudarzi , Mingming Gong , Rajkumar Buyya

With the development of Internet of Things (IoT) and communication technology, the number of next-generation IoT devices has increased explosively, and the delay requirement for content requests is becoming progressively higher.…

网络与互联网体系结构 · 计算机科学 2019-10-31 Yixue Hao , Miao Li , Di Wu , Min Chen , Mohammad Mehedi Hassan , Giancarlo Fortino

Edge computing promises to reshape the centralized nature of today's cloud-based applications by bringing computing resources, at least in part, closer to the user. Reasons include the increasing need for real-time (short-delay,…

分布式、并行与集群计算 · 计算机科学 2021-05-31 Christian Meurisch

API economy is driving the digital transformation of business applications across the hybrid Cloud and edge environments. For such transformations to succeed, end-to-end testing of the application API composition is required. Testing of API…

We present FLIC, a distributed software data caching framework for fogs that reduces network traffic and latency. FLICis targeted toward city-scale deployments of cooperative IoT devices in which each node gathers and shares data with…

分布式、并行与集群计算 · 计算机科学 2020-03-30 Jack West , Neil Kingensmith , George K. Thiruvathukal

Heavy data load and wide cover range have always been crucial problems for internet of things (IoT). However, in mobile-edge computing (MEC) network, the huge data can be partly processed at the edge. In this paper, a MEC-based big data…

网络与互联网体系结构 · 计算机科学 2019-05-08 Shuo Wan , Jiaxun Lu , Pingyi Fan , Khaled B. Letaief

Mobile edge computing (MEC) has empowered mobile devices (MDs) in supporting artificial intelligence (AI) applications through collaborative efforts with proximal MEC servers. Unfortunately, despite the great promise of device-edge…

系统与控制 · 电气工程与系统科学 2024-12-31 Wenhao Zhuang , Yuyi Mao

Deploying deep neural networks (DNNs) on IoT and mobile devices is a challenging task due to their limited computational resources. Thus, demanding tasks are often entirely offloaded to edge servers which can accelerate inference, however,…

计算机视觉与模式识别 · 计算机科学 2022-06-20 Arian Bakhtiarnia , Nemanja Milošević , Qi Zhang , Dragana Bajović , Alexandros Iosifidis

Distributed deep learning (DDL) training systems are designed for cloud and data-center environments that assumes homogeneous compute resources, high network bandwidth, sufficient memory and storage, as well as independent and identically…

分布式、并行与集群计算 · 计算机科学 2024-01-30 Sahil Tyagi , Martin Swany

This paper optimizes the configuration of large-scale data centers toward cost-effective, reliable and sustainable cloud supply chains. The problem involves placing incoming racks of servers within a data center to maximize demand coverage…

Code offloading is promising to accelerate mobile applications and save energy of mobile devices by shifting some computation to cloud. However, existing code offloading systems suffer from a long communication delay between mobile devices…

分布式、并行与集群计算 · 计算机科学 2018-07-02 Li Lin , Xiaofei Liao

Edge-centric distributed computations have appeared as a recent technique to improve the shortcomings of think-like-a-vertex algorithms on large scale-free networks. In order to increase parallelism on this model, edge partitioning -…

数据结构与算法 · 计算机科学 2018-10-12 Sebastian Schlag , Christian Schulz , Daniel Seemaier , Darren Strash

After the advent of the Internet of Things and 5G networks, edge computing became the center of attraction. The tasks demanding high computation are generally offloaded to the cloud since the edge is resource-limited. The Edge Cloud is a…

分布式、并行与集群计算 · 计算机科学 2025-10-21 Hassan Asghar , Eun-Sung Jung

Multi-access Edge Computing (MEC) is a 5G-enabling solution that aims to bring cloud-computing capabilities closer to the end-users. This paper focuses on mitigation techniques against Distributed Denial-of-Service (DDoS) attacks in the…

密码学与安全 · 计算机科学 2021-11-11 Marian Gusatu , Ruxandra F. Olimid

Edge computing enables data processing and storage closer to where the data are created. Given the largely distributed compute environment and the significantly dispersed data distribution, there are increasing demands of data sharing and…

分布式、并行与集群计算 · 计算机科学 2023-06-05 Zheng Li , Diego Seco , José Fuentes-Sepúlveda

Edge computing pushes computation closer to data sources, but it also expands the attack surface on resource-constrained devices. This work explores the deployment of the Lightweight Deep Anomaly Detection for Network Traffic (LDPI)…

密码学与安全 · 计算机科学 2025-11-13 Everton de Matos , Hazaa Alameri , Willian Tessaro Lunardi , Martin Andreoni , Eduardo Viegas

The parallel and distributed processing are becoming de facto industry standard, and a large part of the current research is targeted on how to make computing scalable and distributed, dynamically, without allocating the resources on…

分布式、并行与集群计算 · 计算机科学 2024-04-10 Rajendra Purohit , K R Chowdhary , S D Purohit

In the last five years, edge computing has attracted tremendous attention from industry and academia due to its promise to reduce latency, save bandwidth, improve availability, and protect data privacy to keep data secure. At the same time,…

人工智能 · 计算机科学 2019-06-06 Xingzhou Zhang , Yifan Wang , Sidi Lu , Liangkai Liu , Lanyu Xu , Weisong Shi