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Over the past decade, Artificial Intelligence (AI) has provided enormous new possibilities and opportunities, but also new demands and requirements for software systems. In particular, Machine Learning (ML) has proven useful in almost every…

软件工程 · 计算机科学 2022-10-26 Armin Moin , Moharram Challenger , Atta Badii , Stephan Günnemann

Advancements in scientific instrument sensors and connected devices provide unprecedented insight into ongoing experiments and present new opportunities for control, optimization, and steering. However, the diversity of sensors and…

分布式、并行与集群计算 · 计算机科学 2022-05-04 Jakob R. Elias , Ryan Chard , Maksim Levental , Zhengchun Liu , Ian Foster , Santanu Chaudhuri

This article introduces a model-driven engineering (MDE) integrated development environment (IDE) for Data-Intensive Cloud Applications (DIA) with iterative quality enhancements. As part of the H2020 DICE project (ICT-9-2014, id 644869), a…

软件工程 · 计算机科学 2017-09-20 Marc Gil , Christophe Joubert , Ismael Torres

MLModelCI provides multimedia researchers and developers with a one-stop platform for efficient machine learning (ML) services. The system leverages DevOps techniques to optimize, test, and manage models. It also containerizes and deploys…

分布式、并行与集群计算 · 计算机科学 2020-12-16 Huaizheng Zhang , Yuanming Li , Yizheng Huang , Yonggang Wen , Jianxiong Yin , Kyle Guan

Worker monitoring and protection in collaborative robot (cobots) industrial environments requires advanced sensing capabilities and flexible solutions to monitor the movements of the operator in close proximity of moving robots.…

信号处理 · 电气工程与系统科学 2021-03-29 Sanaz Kianoush , Stefano Savazzi , Manuel Beschi , Stephan Sigg , Vittorio Rampa

Recently, Blockchain technology adoption has expanded to many application areas due to the evolution of smart contracts. However, developing smart contracts is non-trivial and challenging due to the lack of tools and expertise in this…

软件工程 · 计算机科学 2021-03-18 Ilham Qasse , Shailesh Mishra , Mohammad Hamdaqa

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

The integration of cloud computing and the Internet of Things (IoT) is essential for scalable, intelligent systems. However, developing cloud-of-things (CoT) applications remains challenging. It requires significant technical expertise and…

软件工程 · 计算机科学 2025-12-17 Cristiano Welter , Kleinner Farias

The rapid growth of Internet of Medical Things (IoMT) devices has resulted in significant security risks, particularly the risk of malware attacks on resource-constrained devices. Conventional deep learning methods are impractical due to…

密码学与安全 · 计算机科学 2025-11-04 Siva Sai , Manish Prasad , Animesh Bhargava , Vinay Chamola , Rajkumar Buyya

Today's software engineering already needs to deal with challenges originating from the multidisciplinarity that is required to realize IoT products: Many variants consist of sensor/actuator-powered systems that already today use AI/ML…

软件工程 · 计算机科学 2022-05-30 Christian Berger

IoT devices are sorely underutilized in the medical field, especially within machine learning for medicine, yet they offer unrivaled benefits. IoT devices are low-cost, energy-efficient, small and intelligent devices. In this paper, we…

机器学习 · 计算机科学 2023-04-07 James Calo , Benny Lo

This research focused on the development of a cost-effective IoT solution for energy and environment monitoring geared towards manufacturing industries. The proposed system is developed using open-source software that can be easily deployed…

系统与控制 · 电气工程与系统科学 2026-02-24 Nitol Saha , Md Masruk Aulia , Md. Mostafizur Rahman , Mohammed Shafiul Alam Khan

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

Software vulnerabilities in access control models can represent a serious threat in a system. In fact, OWASP lists broken access control as number 5 in severity among the top 10 vulnerabilities. In this paper, we study the permission model…

软件工程 · 计算机科学 2022-05-24 Atheer Abu Zaid , Manar H. Alalfi , Ali Miri

DTMM is a library designed for efficient deployment and execution of machine learning models on weak IoT devices such as microcontroller units (MCUs). The motivation for designing DTMM comes from the emerging field of tiny machine learning…

机器学习 · 计算机科学 2024-01-18 Lixiang Han , Zhen Xiao , Zhenjiang Li

Machine Learning (ML) and Deep Learning (DL) innovations are being introduced at such a rapid pace that researchers are hard-pressed to analyze and study them. The complicated procedures for evaluating innovations, along with the lack of…

分布式、并行与集群计算 · 计算机科学 2020-02-20 Abdul Dakkak , Cheng Li , Jinjun Xiong , Wen-mei Hwu

A common feature of the Internet of Things (IoT) is the high heterogeneity, regarding network protocols, data formats, hardware and software platforms. Aiming to deal with such a degree of heterogeneity, several frameworks have applied the…

软件工程 · 计算机科学 2020-07-06 Bruno Costa , Paulo F. Pires , Flavia C. Delicato

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

This article explores how to drive intelligent iot monitoring and control through cloud computing and machine learning. As iot and the cloud continue to generate large and diverse amounts of data as sensor devices in the network, the…

人工智能 · 计算机科学 2024-03-28 Hanzhe Li , Xiangxiang Wang , Yuan Feng , Yaqian Qi , Jingxiao Tian

Internet of Things (IoT) has catapulted human ability to control our environments through ubiquitous sensing, communication, computation, and actuation. Over the past few years, IoT has joined forces with Machine Learning (ML) to embed deep…

软件工程 · 计算机科学 2022-04-20 Shashank Bangalore Lakshman , Nasir U. Eisty