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This article is an attempt to combine different ways of working with sets of objects and their classes for designing and development of artificial intelligent systems (AIS) of analysis information, using object-oriented programming (OOP).…

Artificial Intelligence · Computer Science 2020-02-24 D. O. Terletskyi , O. I. Provotar

Over the past years, the industrial sector has seen many innovations brought about by automation. Inherent in this automation is the installation of sensor networks for status monitoring and data collection. One of the major challenges in…

Machine Learning · Computer Science 2020-05-28 Paulito Palmes , Joern Ploennigs , Niall Brady

Background. Due to the widespread adoption of Artificial Intelligence (AI) and Machine Learning (ML) for building software applications, companies are struggling to recruit employees with a deep understanding of such technologies. In this…

Software Engineering · Computer Science 2025-01-24 Fabio Calefato , Luigi Quaranta , Filippo Lanubile , Marcos Kalinowski

Industrial Internet-of-Things (IIoT) results from the addition of sensing and actuating capabilities to industrial environments to improve the overall manufacturing processes. Some of these systems have highly-complex tasks of…

Software Engineering · Computer Science 2020-09-15 Andreia Rodrigues , Jose Pedro Silva , Joao Pedro Dias , Hugo Sereno Ferreira

Internet of Things based systems (IoT systems for short) are becoming increasingly popular across different industrial domains and their development is rapidly increasing to provide value-added services to end-users and citizens. Little…

Software Engineering · Computer Science 2021-05-06 Mahdi Fahmideh , Aakash Ahmed , Ali Behnaz , John Grundy , Willy Susilo

Control Systems, particularly closed-loop control systems (CLCS), are frequently used in production machines, vehicles, and robots nowadays. CLCS are needed to actively align actual values of a process to a given reference or set values in…

Systems and Control · Electrical Eng. & Systems 2022-06-23 Julius Schöning , Adrian Riechmann , Hans-Jürgen Pfisterer

The Internet of Things (IoT) envisions the integration of physical objects into software systems for automating crucial aspects of our lives, such as healthcare, security, agriculture, and city management. Although the vision is promising,…

Software Engineering · Computer Science 2021-06-17 Damian Arellanes

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…

Software Engineering · Computer Science 2022-01-20 Armin Moin , Moharram Challenger , Atta Badii , Stephan Günnemann

Machine Learning (ML) is now used in a range of systems with results that are reported to exceed, under certain conditions, human performance. Many of these systems, in domains such as healthcare , automotive and manufacturing, exhibit high…

Machine Learning · Computer Science 2021-02-03 Richard Hawkins , Colin Paterson , Chiara Picardi , Yan Jia , Radu Calinescu , Ibrahim Habli

Some recent incidents have shown that possibly the vulnerability of IT systems in railway automation has been underestimated. Fortunately, so far, almost only denial-of-service attacks were successful, but due to several trends, such as the…

Cryptography and Security · Computer Science 2017-04-06 Jens Braband

Artificial Intelligence (AI) or Machine Learning (ML) systems have been widely adopted as value propositions by companies in all industries in order to create or extend the services and products they offer. However, developing AI/ML systems…

Software Engineering · Computer Science 2020-11-10 Elizamary Nascimento , Anh Nguyen-Duc , Ingrid Sundbø , Tayana Conte

Infrastructure as Code (IaC) is a revolutionary approach which has gained significant prominence in the Industry. IaC manages and provisions IT infrastructure using machine-readable code by enabling automation, consistency across the…

Software Engineering · Computer Science 2024-04-02 Kalahasti Ganesh Srivatsa , Sabyasachi Mukhopadhyay , Ganesh Katrapati , Manish Shrivastava

The well-known Unified Modeling Language (UML) describes software entities, such as interfaces, classes, operations and attributes, as well as relationships among them, e.g. inheritance, containment and dependency. The power of UML lies in…

Accelerator Physics · Physics 2007-05-23 Klemen Zagar , Mark Plesko , Matej Sekoranja , Gasper Tkacik , Anze Vodovnik

The Industry 4.0 paradigm manifests the shift towards mass customization and cyber-physical production systems (CPPS) and sets new requirements for industrial automation software in terms of modularity, flexibility, and short development…

Software Engineering · Computer Science 2024-04-23 Aleksandr Sidorenko , Mahdi Rezapour , Achim Wagner , Martin Ruskowski

Agent-technologies have been used for higher-level decision making in addition to carrying out lower-level automation and control functions in industrial systems. Recent research has identified a number of architectural patterns for the use…

Software Engineering · Computer Science 2021-08-19 Stamatis Karnouskos , Roopak Sinha , Paulo Leitão , Luis Ribeiro , Thomas. I. Strasser

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…

Robotics · Computer Science 2025-05-06 Dimitris Kallis , Moysis Symeonides , Marios D. Dikaiakos

Over the last decade, the long-running endeavour to automate high-level processes in machine learning (ML) has risen to mainstream prominence, stimulated by advances in optimisation techniques and their impact on selecting ML…

Machine Learning · Computer Science 2022-03-30 David Jacob Kedziora , Katarzyna Musial , Bogdan Gabrys

As research in the Internet of Thing area progresses, and a multitude of proposals exist to solve a variety of problems, the need for a general principled software engineering approach for the systematic development of IoT systems and…

Software Engineering · Computer Science 2016-01-22 Franco Zambonelli

Organisations operating within information-intensive environments face intensifying pressure to formalise the governance of information security. The ISO/IEC 27001:2022 standard provides a globally recognised framework for establishing,…

Software Engineering · Computer Science 2026-04-28 Ratul Ali

With the introduction of Cyber-Physical Systems (CPS) and Internet of Things (IoT) technologies, the automation industry is undergoing significant changes, particularly in improving production efficiency and reducing maintenance costs.…

Networking and Internet Architecture · Computer Science 2024-07-17 Tianyu Zhang , Gang Wang , Chuanyu Xue , Jiachen Wang , Mark Nixon , Song Han