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Internet of Things (IoT) systems allow software to directly interact with the physical world. Recent IoT failures can be attributed to recurring software design flaws, suggesting IoT software engineers may not be learning from past…

Software Engineering · Computer Science 2023-03-21 Dharun Anandayuvaraj , Pujita Thulluri , Justin Figueroa , Harshit Shandilya , James C. Davis

As IoT systems are given more responsibility and autonomy, they offer greater benefits, but also carry greater risks. We believe this trend invigorates an old challenge of software engineering: how to develop high-risk software-intensive…

Software Engineering · Computer Science 2022-09-20 Dharun Anandayuvaraj , James C. Davis

The widespread use of Internet-of-Things (IoT) across different application domains leads to an increased concern regarding their dependability, especially as the number of potentially mission-critical systems becomes considerable.…

Software Engineering · Computer Science 2022-03-25 Miguel Duarte , João Pedro Dias , Hugo Sereno Ferreira , André Restivo

IoT devices are decentralized and deployed in un-stable environments, which causes them to be prone to various kinds of faults, such as device failure and network disruption. Yet, current IoT platforms require programmers to handle faults…

Software Engineering · Computer Science 2020-02-19 Michael Norris , Berkay Celik , Patrick McDaniel , Gang Tan , Prasanna Venkatesh , Shulin Zhao , Anand Sivasubramaniam

This paper proposes the preliminary study of the data-driven failure analysis model for the internet of things (IoT) devices. This model focus on the impact of data transferring both get and receiving data in class C of Low Power Wide Area…

Networking and Internet Architecture · Computer Science 2022-07-04 Thanitnan Kammuang , Watthanai Luealamai , Issarapong Khuankrue

Internet of Things (IoT) systems are vulnerable to data collection errors and these errors can significantly degrade the quality of collected data, impact data analysis and lead to inaccurate or distorted results. This article emphasizes…

Roboticists usually test new control software in simulation environments before evaluating its functionality on real-world robots. Simulations reduce the risk of damaging the hardware and can significantly increase the development process's…

Robotics · Computer Science 2021-02-17 Felix Sygulla , Daniel Rixen

Internet of Things (IoT) has been rapidly growing in the past few years in all life disciplines. IoT provides automation and smart control to its users in different domains such as home automation, healthcare systems, automotive, and many…

Cryptography and Security · Computer Science 2022-03-04 Lobna Abuserrieh , Manar H. Alalfi

In recent years, IoT platforms and systems have been rapidly emerging. Although IoT is a new technology, new does not mean simpler (than existing networked systems). Contrarily, the complexity (of IoT platforms and systems) is actually…

Cryptography and Security · Computer Science 2020-03-04 Wei Zhou , Chen Cao , Dongdong Huo , Kai Cheng , Lan Zhang , Le Guan , Tao Liu , Yaowen Zheng , Yuqing Zhang , Limin Sun , Yazhe Wang , Peng Liu

Internet of Things (IoT) systems continuously collect a large amount of data from heterogeneous "smart objects" through standardised service interfaces. A key challenge is how to use these data and relevant event logs to construct…

Software Engineering · Computer Science 2018-12-17 Ahmed Abdullah , Heinz W. Schmidt , Maria Spichkova , Huai Liu

Federated Learning (FL) represents a paradigm shift in machine learning, allowing collaborative model training while keeping data localized. This approach is particularly pertinent in the Industrial Internet of Things (IIoT) context, where…

Machine Learning · Computer Science 2024-09-05 Senthil Kumar Jagatheesaperumal , Mohamed Rahouti , Ali Alfatemi , Nasir Ghani , Vu Khanh Quy , Abdellah Chehri

The rapid advancement of Artificial Intelligence (AI) has led to its integration into various areas, especially with Large Language Models (LLMs) significantly enhancing capabilities in Artificial Intelligence Generated Content (AIGC).…

Software Engineering · Computer Science 2026-01-07 Guangba Yu , Gou Tan , Haojia Huang , Zhenyu Zhang , Pengfei Chen , Roberto Natella , Zibin Zheng

Cloud computing systems fail in complex and unexpected ways due to unexpected combinations of events and interactions between hardware and software components. Fault injection is an effective means to bring out these failures in a…

Software Engineering · Computer Science 2020-10-02 Domenico Cotroneo , Luigi De Simone , Pietro Liguori , Roberto Natella

This paper presents a learning-based approach to detecting failures in reactive systems. The technique is based on inferring models of multiple implementations of a common specification which are pair-wise cross-checked for equivalence. Any…

Software Engineering · Computer Science 2019-04-16 Martin Tappler , Bernhard K. Aichernig , Roderick Bloem

In order to plan for failure recovery, the designers of cloud systems need to understand how their system can potentially fail. Unfortunately, analyzing the failure behavior of such systems can be very difficult and time-consuming, due to…

Software Engineering · Computer Science 2022-03-09 Domenico Cotroneo , Luigi De Simone , Pietro Liguori , Roberto Natella , Nematollah Bidokhti

Internet of Things (IoT) is a whole new ecosystem comprised of heterogeneous connected devices -i.e. computers, laptops, smart-phones and tablets as well as embedded devices and sensors-that communicate to deliver capabilities making our…

Cryptography and Security · Computer Science 2021-09-21 Stavros Shiaeles , Nicholas Kolokotronis , Emanuele Bellini

Recent years have witnessed impressive robotic manipulation systems driven by advances in imitation learning and generative modeling, such as diffusion- and flow-based approaches. As robot policy performance increases, so does the…

Machine learning algorithms have been shown to be suitable for securing platforms for IT systems. However, due to the fundamental differences between the industrial internet of things (IIoT) and regular IT networks, a special performance…

Cryptography and Security · Computer Science 2019-12-09 Maede Zolanvari , Marcio A. Teixeira , Raj Jain

Most IoT systems involve IoT devices, communication protocols, remote cloud, IoT applications, mobile apps, and the physical environment. However, existing IoT security analyses only focus on a subset of all the essential components, such…

Cryptography and Security · Computer Science 2022-02-08 Zheng Fang , Hao Fu , Tianbo Gu , Pengfei Hu , Jinyue Song , Trent Jaeger , Prasant Mohapatra

Today's IoT systems include event-driven smart applications (apps) that interact with sensors and actuators. A problem specific to IoT systems is that buggy apps, unforeseen bad app interactions, or device/communication failures, can cause…

Cryptography and Security · Computer Science 2018-10-30 Dang Tu Nguyen , Chengyu Song , Zhiyun Qian , Srikanth V. Krishnamurthy , Edward J. M. Colbert , Patrick McDaniel
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