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In the Internet of Things (IoT) environment, edge computing can be initiated at anytime and anywhere. However, in an IoT, edge computing sessions are often ephemeral, i.e., they last for a short period of time and can often be discontinued…

信息论 · 计算机科学 2022-09-20 Gilsoo Lee , Walid Saad , Mehdi Bennis

Emerging technologies that generate a huge amount of data such as the Internet of Things (IoT) services need latency aware computing platforms to support time-critical applications. Due to the on-demand services and scalability features of…

分布式、并行与集群计算 · 计算机科学 2020-12-24 Ranesh Kumar Naha , Saurabh Garg , Andrew Chan

Large-scale Internet of Things (IoT) networks enable intelligent services such as smart cities and autonomous driving, but often face resource constraints. Collecting heterogeneous sensory data, especially in small-scale datasets, is…

机器学习 · 计算机科学 2026-04-14 Haihui Xie , Wenkun Wen , Shuwu Chen , Zhaogang Shu , Minghua Xia

The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge…

机器学习 · 计算机科学 2025-08-01 Ghazal Sobhani , Md. Monzurul Amin Ifath , Tushar Sharma , Israat Haque

The Internet of Things (IoT) has become the forefront of bridging different technologies together. It brings rise to online computational services that make mundane tasks convenient. However, the volume of devices connecting to the network…

网络与互联网体系结构 · 计算机科学 2019-10-18 Marc Jayson Baucas , Petros Spachos

Severe constraints on memory and computation characterizing the Internet-of-Things (IoT) units may prevent the execution of Deep Learning (DL)-based solutions, which typically demand large memory and high processing load. In order to…

机器学习 · 计算机科学 2021-07-30 Simone Disabato , Manuel Roveri , Cesare Alippi

IoT applications usually rely on cloud computing services to perform data analysis such as filtering, aggregation, classification, pattern detection, and prediction. When applied to specific domains, the IoT needs to deal with unique…

信号处理 · 电气工程与系统科学 2022-05-09 Márcio Miguel Gomes , Rodrigo da Rosa Righi , Cristiano André da Costa , Dalvan Griebler

Fog computing integrates cloud and edge resources. According to an intelligent and decentralized method, this technology processes data generated by IoT sensors to seamlessly integrate physical and cyber environments. Internet of Things…

网络与互联网体系结构 · 计算机科学 2025-10-07 Mohammad Reza Akbari , Hamid Barati , Ali Barati

The Internet of Things (IoT) has been growing rapidly in recent years. With the appearance of 5G, it is expected to become even more indispensable to people's lives. In accordance with the increase of Distributed Denial-of-Service (DDoS)…

网络与互联网体系结构 · 计算机科学 2020-10-30 Ryo Yaegashi , Daisuke Hisano , Yu Nakayama

Data-intensive applications are growing at an increasing rate and there is a growing need to solve scalability and high-performance issues in them. By the advent of Cloud computing paradigm, it became possible to harness remote resources to…

分布式、并行与集群计算 · 计算机科学 2019-06-27 Shreshth Tuli , Nipam Basumatary , Rajkumar Buyya

The Internet of Things is transforming our society, providing new services that improve the quality of life and resource management. These applications are based on ubiquitous networks of multiple distributed devices, with limited computing…

网络与互联网体系结构 · 计算机科学 2023-05-19 Román Cárdenas , Patricia Arroba , José L. Risco-Martín

Data aggregation has become an emerging paradigm to support massive Internet-of-things (IoT), a new and critical use case for fifth-generation new radio (5G-NR). Indeed, data aggregators can complement cellular base stations and process IoT…

信息论 · 计算机科学 2020-05-27 Ghaith Hattab , Danijela Cabric

The Internet of Things (IoT) paradigm is being rapidly adopted for the creation of smart environments in various domains. The IoT-enabled Cyber-Physical Systems (CPSs) associated with smart city, healthcare, Industry 4.0 and Agtech handle a…

分布式、并行与集群计算 · 计算机科学 2020-07-28 Redowan Mahmud , Kotagiri Ramamohanarao , Rajkumar Buyya

Embedded systems have been used to control physical environments for decades. Usually, such use cases require low latencies between commands and actions as well as a high predictability of the expected worst-case delay. To achieve this on…

网络与互联网体系结构 · 计算机科学 2021-04-14 Ilja Behnke , Lukas Pirl , Lauritz Thamsen , Robert Danicki , Andreas Polze , Odej Kao

Billions of sensors are expected to be connected to the Internet through the emerging Internet of Things (IoT) technologies. Many of these sensors will primarily be connected using wireless technologies powered using batteries as their sole…

Internet of Things (IoT) is becoming an increasingly attractive target for cybercriminals. We observe that many attacks to IoTs are launched in a collusive way, such as brute-force hacking usernames and passwords, to target at a particular…

网络与互联网体系结构 · 计算机科学 2018-08-03 Garegin Grigoryan , Yaoqing Liu , Laurent Njilla , Charles Kamhoua , Kevin Kwiat

Since emerging edge applications such as Internet of Things (IoT) analytics and augmented reality have tight latency constraints, hardware AI accelerators have been recently proposed to speed up deep neural network (DNN) inference run by…

分布式、并行与集群计算 · 计算机科学 2022-01-20 Qianlin Liang , Walid A. Hanafy , Ahmed Ali-Eldin , Prashant Shenoy

The Internet of Things (IoT) is regarded as an improved communication system that has revolutionized traditional lifestyles. To function successfully, IoT requires a combination of cloud, fog, and edge computing architectures. Few studies…

分布式、并行与集群计算 · 计算机科学 2023-09-08 Shams Forruque Ahmed , Shanjana Shuravi , Shaila Afrin , Sabiha Jannat Rafa , Mahfara Hoque , Amir H. Gandomi

The advantage of computational resources in edge computing near the data source has kindled growing interest in delay-sensitive Internet of Things (IoT) applications. However, the benefit of the edge server is limited by the uploading and…

信息论 · 计算机科学 2021-09-17 Mithun Mukherjee , Vikas Kumar , Suman Kumar , Jaime Lloret , Qi Zhang , Mian Guo

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…

分布式、并行与集群计算 · 计算机科学 2021-09-06 Kunal Rao , Giuseppe Coviello , Wang-Pin Hsiung , Srimat Chakradhar