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Machine learning assisted optimal power flow (OPF) aims to reduce the computational complexity of these non-linear and non-convex constrained optimization problems by consigning expensive (online) optimization to offline training. The…

Machine Learning · Computer Science 2022-04-28 Thomas Falconer , Letif Mones

Context: Machine Learning Operations (MLOps) has emerged as a set of practices that combines development, testing, and operations to deploy and maintain machine learning applications. Objective: In this paper, we assess the benefits and…

Software Engineering · Computer Science 2024-03-21 Gabriel Araujo , Marcos Kalinowski , Markus Endler , Fabio Calefato

The devices forming the Internet-of-Things (IoT) networks need to be re-programmed over-the-air, so that new features are added, software bugs or security vulnerabilities are resolved and their applications can be re-purposed. The…

Networking and Internet Architecture · Computer Science 2020-09-18 Konstantinos Arakadakis , Pavlos Charalampidis , Antonis Makrogiannakis , Alexandros Fragkiadakis

LLM-based intelligent agents face significant deployment challenges, particularly related to resource management. Allowing unrestricted access to LLM or tool resources can lead to inefficient or even potentially harmful resource allocation…

Operating Systems · Computer Science 2025-08-13 Kai Mei , Xi Zhu , Wujiang Xu , Wenyue Hua , Mingyu Jin , Zelong Li , Shuyuan Xu , Ruosong Ye , Yingqiang Ge , Yongfeng Zhang

The growing demand for real-time, safety-critical systems has significantly increased both the adoption and complexity of Time Sensitive Networking (TSN). Configuring an optimized TSN network is highly challenging, requiring careful…

Networking and Internet Architecture · Computer Science 2025-10-02 Rubi Debnath , Luxi Zhao , Mohammadreza Barzegaran , Sebastian Steinhorst

In the ever-expanding landscape of the IoT, managing the intricate network of interconnected devices presents a fundamental challenge. This leads us to ask: "What if we invite the IoT devices to collaboratively participate in real-time…

Networking and Internet Architecture · Computer Science 2023-12-12 Amin Farajzadeh , Animesh Yadav , Halim Yanikomeroglu

The next generation of satellite constellations is designed to better address the future needs of our connected society: highly-variable data demand, mobile connectivity, and reaching more under-served regions. Artificial Intelligence (AI)…

Artificial Intelligence · Computer Science 2021-12-14 Juan Jose Garau-Luis , Skylar Eiskowitz , Nils Pachler , Edward Crawley , Bruce Cameron

The accelerated adoption of AI-based software demands precise development guidelines to guarantee reliability, scalability, and ethical compliance. MLOps (Machine Learning and Operations) guidelines have emerged as the principal reference…

Software Engineering · Computer Science 2024-08-05 Sergio Moreschi , David Hästbacka , Andrea Janes , Valentina Lenarduzzi , Davide Taibi

Optimal power flow (OPF) is a very fundamental but vital optimization problem in the power system, which aims at solving a specific objective function (ex.: generator costs) while maintaining the system in the stable and safe operations. In…

Systems and Control · Electrical Eng. & Systems 2020-04-09 Yuhao Zhou , Bei Zhang , Chunlei Xu , Tu Lan , Ruisheng Diao , Di Shi , Zhiwei Wang , Wei-Jen Lee

AIOps (Artificial Intelligence for IT Operations) solutions leverage the tremendous amount of data produced during the operation of large-scale systems and machine learning models to assist software practitioners in their system operations.…

Software Engineering · Computer Science 2025-05-07 Yingzhe Lyu , Hao Li , Heng Li , Ahmed E. Hassan

Age of information (AoI) and reliability are two critical metrics to support real-time applications in Industrial Internet of Things (IIoT). These metrics reflect different concepts of timely delivery of sensor information. Monitoring…

Networking and Internet Architecture · Computer Science 2023-11-23 Hossam Farag , Syed Muhammad Ali , Cedomir Stefanovic

Robot autonomy in space environments presents unique challenges, including high perception and motion uncertainty, strict kinematic constraints, and limited opportunities for human intervention. Therefore, Task and Motion Planning (TMP) may…

Robotics · Computer Science 2025-09-03 Fulvio Mastrogiovanni , Antony Thomas

AI-agility, with which an organization can be quickly adapted to its business priorities, is desired even for the development and operations of generative AI (GenAI) applications. Especially in this paper, we discuss so-called GenAI…

Software Engineering · Computer Science 2025-02-26 Ken Ueno , Makoto Kogo , Hiromi Kawatsu , Yohsuke Uchiumi , Michiaki Tatsubori

Human factors and ergonomics are the essential constituents of teleoperation interfaces, which can significantly affect the human operator's performance. Thus, a quantitative evaluation of these elements and the ability to establish…

Human-Computer Interaction · Computer Science 2021-05-21 Soheil Gholami , Marta Lorenzini , Elena De Momi , Arash Ajoudani

The proliferation of emergent network applications (e.g., AR/VR, telesurgery, real-time communications) is increasing the difficulty of managing modern communication networks. These applications typically have stringent requirements (e.g.,…

Artificial Intelligence for IT Operations (AIOps) has been adopted in organizations in various tasks, including interpreting models to identify indicators of service failures. To avoid misleading practitioners, AIOps model interpretations…

Machine Learning · Computer Science 2022-02-07 Yingzhe Lyu , Gopi Krishnan Rajbahadur , Dayi Lin , Boyuan Chen , Zhen Ming , Jiang

AI/ML-based tools are at the forefront of resource management solutions for communication networks. Deep learning, in particular, is highly effective in facilitating fast and high-performing decision-making whenever representative training…

Networking and Internet Architecture · Computer Science 2025-04-07 George Iosifidis , Naram Mhaisen , Douglas J. Leith

Handling online travel agents globally requires efficient and flexible software solution architectures. When it needs to handle thousands of agents and billions of clients data globally. Microservices architecture is used to break down a…

Software Engineering · Computer Science 2025-05-21 Biman Barua , M. Shamim Kaiser

Uncrewed aerial vehicles (UAVs) are increasingly deployed in complex networked environments, yet the joint optimization of multi-UAV motion control and connectivity remains a fundamental challenge. In this paper, we study a multi-UAV system…

Artificial Intelligence · Computer Science 2026-05-13 Zijiang Yan , Hao Zhou , Wael Jaafar , Jianhua Pei , Ping Wang , Halim Yanikomeroglu , Hina Tabassum

The integration of Artificial Intelligence (AI) in military communications and networking is reshaping modern defense strategies, enhancing secure data exchange, real-time situational awareness, and autonomous decision-making. This survey…

Systems and Control · Electrical Eng. & Systems 2025-04-08 Victor Monzon Baeza , Raúl Parada , Laura Concha Salor , Carlos Monzo
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