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相关论文: A Cyber Manufacturing IoT System for Adaptive Mach…

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Adaptive machine learning (ML) aims to allow ML models to adapt to ever-changing environments with potential concept drift after model deployment. Traditionally, adaptive ML requires a new dataset to be manually labeled to tailor deployed…

机器学习 · 计算机科学 2024-04-10 Yutian Ren , Aaron Haohua Yen , G. P. Li

With the wide spread of sensors and smart devices in recent years, the data generation speed of the Internet of Things (IoT) systems has increased dramatically. In IoT systems, massive volumes of data must be processed, transformed, and…

机器学习 · 计算机科学 2022-09-19 Li Yang , Abdallah Shami

Internet of Things (IoT) is transforming the industry by bridging the gap between Information Technology (IT) and Operational Technology (OT). Machines are being integrated with connected sensors and managed by intelligent analytics…

软件工程 · 计算机科学 2022-07-20 Haoyu Ren , Kirill Dorofeev , Darko Anicic , Youssef Hammad , Roland Eckl , Thomas A. Runkler

The Internet of Things (IoT) has become integral to modern technology, enhancing daily life and industrial processes through seamless connectivity. However, the rapid expansion of IoT systems presents significant sustainability challenges,…

系统与控制 · 电气工程与系统科学 2026-01-19 Luisa Schuhmacher , Jimmy Fernandez Landivar , Ihsane Gryech , Hazem Sallouha , Michele Rossi , Sofie Pollin

Internet of Things is changing the world. The manufacturing industry has already identified that the IoT brings great opportunities to retain its leading position in economy and society. However, the adoption of this new technology changes…

软件工程 · 计算机科学 2015-12-24 Kleanthis Thramboulidis , Foivos Christoulakis

Models are used in both Software Engineering (SE) and Artificial Intelligence (AI). SE models may specify the architecture at different levels of abstraction and for addressing different concerns at various stages of the software…

软件工程 · 计算机科学 2022-01-20 Armin Moin , Moharram Challenger , Atta Badii , Stephan Günnemann

The use of lightweight machine learning (ML) models in internet of things (IoT) networks enables resource constrained IoT devices to perform on-device inference for several critical applications. However, the inference accuracy deteriorates…

Software engineering of network-centric Artificial Intelligence (AI) and Internet of Things (IoT) enabled Cyber-Physical Systems (CPS) and services, involves complex design and validation challenges. In this paper, we propose a novel…

软件工程 · 计算机科学 2022-07-12 Armin Moin , Moharram Challenger , Atta Badii , Stephan Günnemann

IoT devices and sensor networks present new opportunities for measuring, monitoring, and guiding scientific experiments. Sensors, cameras, and instruments can be combined to provide previously unachievable insights into the state of ongoing…

分布式、并行与集群计算 · 计算机科学 2020-05-29 Jakob R. Elias , Ryan Chard , Joseph A. Libera , Ian Foster , Santanu Chaudhuri

This doctoral dissertation proposes a novel approach to enhance the development of smart services for the Internet of Things (IoT) and smart Cyber-Physical Systems (CPS). The proposed approach offers abstraction and automation to the…

软件工程 · 计算机科学 2021-06-29 Armin Moin

Focusing on comprehensive networking, big data, and artificial intelligence, the Industrial Internet-of-Things (IIoT) facilitates efficiency and robustness in factory operations. Various sensors and field devices play a central role, as…

分布式、并行与集群计算 · 计算机科学 2021-07-14 Haoyu Ren , Darko Anicic , Thomas Runkler

Over the last decade, IoT platforms have been developed into a global giant that grabs every aspect of our daily lives by advancing human life with its unaccountable smart services. Because of easy accessibility and fast-growing demand for…

密码学与安全 · 计算机科学 2020-04-14 Syeda Manjia Tahsien , Hadis Karimipour , Petros Spachos

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

Digital technologies have changed the way supply chain operations are structured. In this article, we conduct systematic syntheses of literature on the impact of new technologies on supply chains and the related cyber risks. A…

The rapid expansion of the Internet of Things (IoT) in domains such as smart cities, transportation, and industrial systems has heightened the urgency of addressing their security vulnerabilities. IoT devices often operate under limited…

机器学习 · 计算机科学 2026-01-27 Jake Lyon , Ehsan Saeedizade , Shamik Sengupta

Internet of Things (IoT) deployments operate in nonstationary, dynamic environments where factors such as sensor drift, evolving user behavior, and heterogeneous user privacy requirements can affect application utility. Continual learning…

机器学习 · 计算机科学 2026-02-05 Ajesh Koyatan Chathoth

The widespread adoption of IoT has driven the development of cyber-physical systems (CPS) in industrial environments, leveraging Industrial IoTs (IIoTs) to automate manufacturing processes and enhance productivity. The transition to…

机器人学 · 计算机科学 2025-05-06 Dimitris Kallis , Moysis Symeonides , Marios D. Dikaiakos

Machine Learning (ML) is a common tool to interpret and predict the behavior of distributed computing systems, e.g., to optimize the task distribution between devices. As more and more data is created by Internet of Things (IoT) devices,…

系统与控制 · 电气工程与系统科学 2023-11-20 Boris Sedlak , Victor Casamayor Pujol , Praveen Kumar Donta , Schahram Dustdar

In this paper, we present the current position of the research project ML-Quadrat, which aims to extend the methodology, modeling language and tool support of ThingML - an open source modeling tool for IoT/CPS - to address Machine Learning…

软件工程 · 计算机科学 2021-06-29 Armin Moin , Stephan Rössler , Stephan Günnemann

Machine learning (ML) is transforming modern physics research, but practical, hands-on experience with ML techniques remains limited due to cost and complexity barriers. To address this gap, we introduce an affordable, autonomous,…

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