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Software systems on the Internet of Things have driven the world into a new industrial revolution, bringing with it new features and concerns such as autonomy, continuous device connectivity, and interaction among systems, users, and…

Software Engineering · Computer Science 2021-07-30 Bruno Pedraca de Souza , Guilherme Horta Travassos

Due to increasing amounts of data and compute resources, deep learning achieves many successes in various domains. The application of deep learning on the mobile and embedded devices is taken more and more attentions, benchmarking and…

Machine Learning · Computer Science 2020-05-12 Chunjie Luo , Xiwen He , Jianfeng Zhan , Lei Wang , Wanling Gao , Jiahui Dai

With the recent advancement of technologies over the past year, IoT has become a paradigm in which devices communicate with each other and the cloud to achieve various applications in multidisciplinary fields. However, developing,…

Networking and Internet Architecture · Computer Science 2020-10-14 Rakesh Dhakshina Murthy , Mingming Liu

Transient stability boundary (TSB) is an important tool in power system online security monitoring, but practically it suffers from high computational burden using state-of-the-art methods, such as time-domain simulation (TDS), with…

Systems and Control · Electrical Eng. & Systems 2020-04-06 Rong Yan , Guangchao Geng , Quanyuan Jiang

Today's needs for monitoring and control of different devices in organizations require an Internet of Things (IoT) platform that can integrate heterogeneous elements provided by multiple vendors and using different protocols, data formats…

Systems and Control · Electrical Eng. & Systems 2024-01-30 Tomás Domínguez-Bolaño , Omar Campos , Valentín Barral , Carlos J. Escudero , José A. García-Naya

- Current infrastructures for developing big-data applications are able to process --via big-data analytics-huge amounts of data, using clusters of machines that collaborate to perform parallel computations. However, current infrastructures…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-04 Pablo Basanta-Val , Neil Audsley , Andy Wellings , Ian Gray , Norberto Fernandez

Decision forest, including RandomForest, XGBoost, and LightGBM, is one of the most popular machine learning techniques used in many industrial scenarios, such as credit card fraud detection, ranking, and business intelligence. Because the…

Databases · Computer Science 2023-02-10 Hong Guan , Mahidhar Reddy Dwarampudi , Venkatesh Gunda , Hong Min , Lei Yu , Jia Zou

Intrusion detection in IoT and industrial networks requires models that can detect rare attacks at low false-positive rates while remaining reliable under evolving traffic and limited labels. Existing IDS solutions often report strong…

Cryptography and Security · Computer Science 2026-03-03 Srikumar Nayak

Benchmarking involves designing scientific test methods, tools, and frameworks to quantitatively and comparably assess specific performance indicators of certain test subjects. With the development of artificial intelligence, AI…

Software Engineering · Computer Science 2023-11-28 Fenglin Bi , Fanyu Han , Shengyu Zhao , Jinlu Li , Yanbin Zhang , Wei Wang

Data generation is a key issue in big data benchmarking that aims to generate application-specific data sets to meet the 4V requirements of big data. Specifically, big data generators need to generate scalable data (Volume) of different…

Databases · Computer Science 2014-02-28 Zijian Ming , Chunjie Luo , Wanling Gao , Rui Han , Qiang Yang , Lei Wang , Jianfeng Zhan

The increasing demands for sustainable and efficient manufacturing systems have driven the integration of Internet of Things (IoT) technologies into smart manufacturing. This study investigates IoT-enabled systems designed to enhance energy…

Networking and Internet Architecture · Computer Science 2025-02-06 Bazigu Alex , Mwebaze Johnson

This article discusses the development of an IoT system for monitoring and controlling various devices and systems from different vendors. The authors considered key challenges in IoT projects, such as interoperability and integration,…

Computers and Society · Computer Science 2024-03-26 Tomás Domínguez-Bolaño , Valentín Barral , Carlos J. Escudero , José A. García-Naya

Time series data is ubiquitous across various domains such as finance, healthcare, and manufacturing, but their properties can vary significantly depending on the domain they originate from. The ability to perform Content-based Time Series…

Information Retrieval · Computer Science 2023-11-07 Chin-Chia Michael Yeh , Huiyuan Chen , Xin Dai , Yan Zheng , Yujie Fan , Vivian Lai , Junpeng Wang , Audrey Der , Zhongfang Zhuang , Liang Wang , Wei Zhang

The exponential growth of the Internet of Things (IoT) ecosystem has amplified concerns regarding device reliability, interoperability, and security assurance. Despite the proliferation of IoT security guidelines, a unified and quantitative…

Cryptography and Security · Computer Science 2025-11-25 Shreyansh Swami , Ishwardeep Singh , Chinmay Prawah Pant

The integration of Internet of Things (IoT) devices in healthcare has revolutionized patient care by enabling real-time monitoring, personalized treatments, and efficient data management. However, this technological advancement introduces…

Cryptography and Security · Computer Science 2025-12-30 Behnam Rezaei Bezanjani , Seyyed Hamid Ghafouri , Reza Gholamrezaei

Benchmark quality is critical for meaningful evaluation and sustained progress in time series forecasting, particularly with the rise of pretrained models. Existing benchmarks often have limited domain coverage or overlook real-world…

The pervasiveness of the Internet of Things (IoT) has enabled the administration of a large number of intelligent devices. However, IoT is based on centralised models, which introduce a number of problems, such as a single point of failure…

Cryptography and Security · Computer Science 2022-08-25 Adel Albshri , Bakri Awaji , and Ellis Solaiman

The demanding requirements of the new Big Data intensive era raised the need for flexible storage systems capable of handling huge volumes of unstructured data and of tackling the challenges that traditional databases were facing. NoSQL…

Databases · Computer Science 2020-03-17 Chaimae Asaad , Karim Baïna , Mounir Ghogho

This paper presents the detection of DDoS attacks in IoT networks using machine learning models. Their rapid growth has made them highly susceptible to various forms of cyberattacks, many of whose security procedures are implemented in an…

Cryptography and Security · Computer Science 2024-11-12 Sushil Shakya , Robert Abbas

The Internet of Things describes a network of physical devices interacting and producing vast streams of sensor data. At present there are a number of general challenges which exist while developing solutions for use cases involving the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-25 Morgan K. Geldenhuys , Jonathan Will , Benjamin J. J. Pfister , Martin Haug , Alexander Scharmann , Lauritz Thamsen
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