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The Internet of Things (IoT) plays a major role today in smart building infrastructures, from simple smart-home applications, to more sophisticated industrial type installations. The vast amounts of data generated from relevant systems can…

信号处理 · 电气工程与系统科学 2025-11-04 Konstantinos Koutras , Agorakis Bompotas , Constantinos Halkiopoulos , Athanasios Kalogeras , Christos Alexakos

Applications in the Internet of Things (IoT) utilize machine learning to analyze sensor-generated data. However, a major challenge lies in the lack of targeted intelligence in current sensing systems, leading to vast data generation and…

机器学习 · 计算机科学 2024-02-08 Wenjun Huang , Arghavan Rezvani , Hanning Chen , Yang Ni , Sanggeon Yun , Sungheon Jeong , Mohsen Imani

In this paper, we investigate how to deploy computational intelligence and deep learning (DL) in edge-enabled industrial IoT networks. In this system, the IoT devices can collaboratively train a shared model without compromising data…

机器学习 · 计算机科学 2021-10-29 Shunpu Tang , Lunyuan Chen , Ke HeJunjuan Xia , Lisheng Fan , Arumugam Nallanathan

Machine Learning (ML) and Internet of Things (IoT) are complementary advances: ML techniques unlock complete potentials of IoT with intelligence, and IoT applications increasingly feed data collected by sensors into ML models, thereby…

分布式、并行与集群计算 · 计算机科学 2020-06-02 Bin Qian , Jie Su , Zhenyu Wen , Devki Nandan Jha , Yinhao Li , Yu Guan , Deepak Puthal , Philip James , Renyu Yang , Albert Y. Zomaya , Omer Rana , Lizhe Wang , Maciej Koutny , Rajiv Ranjan

Industrial Internet of Things (IIoT) lays a new paradigm for the concept of Industry 4.0 and paves an insight for new industrial era. Nowadays smart machines and smart factories use machine learning/deep learning based models for incurring…

网络与互联网体系结构 · 计算机科学 2021-01-05 Parimala M , Swarna Priya R M , Quoc-Viet Pham , Kapal Dev , Praveen Kumar Reddy Maddikunta , Thippa Reddy Gadekallu , Thien Huynh-The

Anomaly detection is critical in the smart industry for preventing equipment failure, reducing downtime, and improving safety. Internet of Things (IoT) has enabled the collection of large volumes of data from industrial machinery, providing…

Internet of Things (IoT) domains generate large volumes of high velocity event streams from sensors, which need to be analyzed with low latency to drive decisions. Complex Event Processing (CEP) is a Big Data technique to enable such…

分布式、并行与集群计算 · 计算机科学 2019-05-10 Rajrup Ghosh , Yogesh Simmhan

The proliferation of Internet of Things (IoT) devices has grown exponentially in recent years, introducing significant security challenges. Accurate identification of the types of IoT devices and their associated actions through network…

密码学与安全 · 计算机科学 2025-12-17 Reza Ryan , Napoleon Paciente , Cahil Youngs , Nickson Karie , Qian Li , Nasim Ferdosian

The Internet of Things (IoT) integrates more than billions of intelligent devices over the globe with the capability of communicating with other connected devices with little to no human intervention. IoT enables data aggregation and…

机器学习 · 计算机科学 2023-07-21 Tin Lai , Farnaz Farid , Abubakar Bello , Fariza Sabrina

Towards realizing an intelligent networked society, enabling low-cost low-energy connectivity for things, also known as Internet of Things (IoT), is of crucial importance. While the existing wireless access networks require centralized…

信号处理 · 电气工程与系统科学 2020-08-05 Amin Azari , Mahmoud Abbasi

Internet-of-Things (IoT) refers to a massively heterogeneous network formed through smart devices connected to the Internet. In the wake of disruptive IoT with a huge amount and variety of data, Machine Learning (ML) and Deep Learning (DL)…

网络与互联网体系结构 · 计算机科学 2019-07-23 Fatima Hussain , Syed Ali Hassan , Rasheed Hussain , Ekram Hossain

Number of IoT devices is constantly increasing which results in greater complexity of computations and high data velocity. One of the approach to process sensor data is dataflow programming. It enables the development of reactive software…

网络与互联网体系结构 · 计算机科学 2020-05-25 Tomasz Szydlo , Joanna Sendorek , Robert Brzoza-Woch , Mateusz Windak

The rapid expansion of the Internet of Things (IoT) and its integration with backbone networks have heightened the risk of security breaches. Traditional centralized approaches to anomaly detection, which require transferring large volumes…

机器学习 · 计算机科学 2026-03-24 Devashish Chaudhary , Sutharshan Rajasegarar , Shiva Raj Pokhrel , Lei Pan , Ruby D

Resource-constrained IoT devices, such as sensors and actuators, have become ubiquitous in recent years. This has led to the generation of large quantities of data in real-time, which is an appealing target for AI systems. However,…

The integration of Internet of Things (IoT) applications in our daily lives has led to a surge in data traffic, posing significant security challenges. IoT applications using cloud and edge computing are at higher risk of cyberattacks…

密码学与安全 · 计算机科学 2024-05-01 Afsaneh Mahanipour , Hana Khamfroush

An Intelligent IoT Environment (iIoTe) is comprised of heterogeneous devices that can collaboratively execute semi-autonomous IoT applications, examples of which include highly automated manufacturing cells or autonomously interacting…

分布式、并行与集群计算 · 计算机科学 2022-02-23 Beatriz Soret , Lam D. Nguyen , Jan Seeger , Arne Bröring , Chaouki Ben Issaid , Sumudu Samarakoon , Anis El Gabli , Vivek Kulkarni , Mehdi Bennis , Petar Popovski

The use of Machine Learning (ML) models in cybersecurity solutions requires high-quality data that is stripped of redundant, missing, and noisy information. By selecting the most relevant features, data integrity and model efficiency can be…

密码学与安全 · 计算机科学 2024-06-13 Miguel Silva , João Vitorino , Eva Maia , Isabel Praça

The integration of the Industrial Internet of Things (IIoT) with Artificial Intelligence-Generated Content (AIGC) offers new opportunities for smart manufacturing, but it also introduces challenges related to computation-intensive tasks and…

分布式、并行与集群计算 · 计算机科学 2025-07-17 Xin Wang , Xiao Huan Li , Xun Wang

Nowadays, we are witnessing the advent of the Internet of Things (EC) with numerous devices performing interactions between them or with end users. The huge number of devices leads to huge volumes of collected data that demand the…

分布式、并行与集群计算 · 计算机科学 2020-10-13 Panagiotis Oikonomou , Anna Karanika , Christos Anagnostopoulos , Kostas Kolomvatsos

In the wake of disruptive IoT technologies generating massive amounts of diverse data, Machine Learning (ML) will play a crucial role in bringing intelligence to Internet of Things (IoT) networks. This paper provides a comprehensive…

网络与互联网体系结构 · 计算机科学 2024-12-30 Zhengdong Li