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Machine learning (ML) technologies are emerging in the Internet of Things (IoT) to provision intelligent services. This survey moves beyond existing ML algorithms and cloud-driven design to investigate the less-explored systems, scaling and…

计算机与社会 · 计算机科学 2020-12-02 Wiebke Toussaint , Aaron Yi Ding

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 Internet of Moving Things (IoMT) requires support for a data life cycle process ranging from sorting, cleaning and monitoring data streams to more complex tasks such as querying, aggregation, and analytics. Current solutions for stream…

分布式、并行与集群计算 · 计算机科学 2017-09-28 Lilian Hernandez , Hung Cao , Monica Wachowicz

As the number of Internet of Medical Things (IoMT) increases, the need for performing on-premises tasks within hospitals or medical centers also increases. Many healthcare organizations are progressively embracing or adopting an edge…

网络与互联网体系结构 · 计算机科学 2021-08-31 Eyhab Al-Masri

The Internet of Things (IoT) has recently advanced from an experimental technology to what will become the backbone of future customer value for both product and service sector businesses. This underscores the cardinal role of IoT on the…

网络与互联网体系结构 · 计算机科学 2019-01-29 Pawani Porambage , Jude Okwuibe , Madhusanka Liyanage , Mika Ylianttila , Tarik Taleb

A large number of emerging IoT applications rely on machine learning routines for analyzing data. Executing such tasks at the user devices improves response time and economizes network resources. However, due to power and computing…

网络与互联网体系结构 · 计算机科学 2020-03-10 A. Galanopoulos , A. G. Tasiopoulos , G. Iosifidis , T. Salonidis , D. J. Leith

Modern Internet of Things (IoT) applications generate enormous amounts of data, making data-driven machine learning essential for developing precise and reliable statistical models. However, data is often stored in silos, and strict…

密码学与安全 · 计算机科学 2024-06-11 Shinu M. Rajagopal , Supriya M. , Rajkumar Buyya

Edge computing is a distributed computing paradigm that relies on computational resources of end devices in a network to bring benefits such as low bandwidth utilization, responsiveness, scalability and privacy preservation. Applications…

分布式、并行与集群计算 · 计算机科学 2019-04-23 Aleksandar Tošić , Jernej Vičič , Michael Mrissa

Recently, IoT technologies have been progressed, and many sensors and actuators are connected to networks. Previously, IoT services were developed by vertical integration style. But now Open IoT concept has attracted attentions which…

分布式、并行与集群计算 · 计算机科学 2018-09-17 Yoji Yamato , Naoto Hoshikawa , Hirofumi Noguchi , Tatsyua Demizu , Misao Kataoka

Mobile edge computing mitigates the shortcomings of cloud computing caused by unpredictable wide-area network latency and serves as a critical enabling technology for the Industrial Internet of Things (IIoT). Unlike cloud computing, mobile…

性能 · 计算机科学 2025-05-06 Yang Li , Xing Zhang , Yukun Sun , Wenbo Wang , Bo Lei

IoT application development usually involves separate programming at the device side and server side. While separate programming style is sufficient for many simple applications, it is not suitable for many complex applications that involve…

分布式、并行与集群计算 · 计算机科学 2021-12-01 Borui Li , Wei Dong

The Internet of Things (IoT) presents a novel computing architecture for data management: a distributed, highly dynamic, and heterogeneous environment of massive scale. Applications for the IoT introduce new challenges for integrating the…

With the proliferation of Internet of Things (IoT) devices, ensuring secure communications has become imperative. Due to their low cost and embedded nature, many of these devices operate with computational and energy constraints, neglecting…

密码学与安全 · 计算机科学 2025-06-26 José Cecílio , Alan Oliveira de Sá , André Souto

In IoT data processing, cloud computing alone does not suffice due to latency constraints, bandwidth limitations, and privacy concerns. By introducing intermediary nodes closer to the edge of the network that offer compute services in…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Tobias Pfandzelter , Jonathan Hasenburg , David Bermbach

IoT edge computing positions computing resources closer to the data sources to reduce the latency, relieve the bandwidth pressure on the cloud, and enhance data security. Nevertheless, data security in IoT edge computing still faces…

系统与控制 · 电气工程与系统科学 2024-09-11 Tao Xue , Ying Zhang , Yanbin Wang , Wenbo Wang , Shuailou Li , Haibin Zhang

The heterogeneity of the Internet-of-things (IoT) network can be exploited as a dynamic computational resource environment for many devices lacking computational capabilities. A smart mechanism for allocating edge and mobile computers to…

社会与信息网络 · 计算机科学 2020-07-09 Abdullah Khanfor , Raby Hamadi , Hakim Ghazzai , Ye Yang , Mohammad R. Haider , Yehia Massoud

Novel Internet of Things (IoT) requirements derived from a broader interconnection of heterogeneous devices have pushed the horizons of Cloud computing and are giving rise to a wider decentralisation of applications and data centers. An…

网络与互联网体系结构 · 计算机科学 2020-05-04 Liliana I. Carvalho , Daniel. M. Silva , R. C. Sofia

Edge computing is an emerging solution to support the future Internet of Things (IoT) applications that are delay-sensitive, processing-intensive or that require closer intelligence. Machine intelligence and data-driven approaches are…

网络与互联网体系结构 · 计算机科学 2021-03-23 Ismail Alqerm , Jianyu Wang , Jianli Pan , Yuanni Liu

Fog or Edge computing has recently attracted broad attention from both industry and academia. It is deemed as a paradigm shift from the current centralized cloud computing model and could potentially bring a "Fog-IoT" architecture that…

网络与互联网体系结构 · 计算机科学 2018-06-19 Jianli Pan , Yuanni Liu , Jianyu Wang , Austin Hester

The proliferation of Internet of things (IoT) devices in smart cities, transportation, healthcare, and industrial applications, coupled with the explosive growth of AI-driven services, has increased demands for efficient distributed…

网络与互联网体系结构 · 计算机科学 2025-08-27 Jiaqi Wu , Jing Liu , Yang Liu , Lixu Wang , Zehua Wang , Wei Chen , Zijian Tian , Richard Yu , Victor C. M. Leung