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Industrial automation systems (IASs) are commonly developed using the languages defined by the IEC 61131 standard and are executed on PLCs. In this paper, a system-based approach for the development of IASs is adopted. A framework is…

Software Engineering · Computer Science 2014-07-09 Kleanthis Thramboulidis

Industrial automation systems (IAS) need to be highly dependable; they should not merely function as expected but also do so in a reliable, safe, and secure manner. Formal methods are mathematical techniques that can greatly aid in…

Software Engineering · Computer Science 2021-08-13 Roopak Sinha , Sandeep Patil , Luis Gomes , Valeriy Vyatkin

Industrial Control Systems (ICS) have played a catalytic role in enabling the 4th Industrial Revolution. ICS devices like Programmable Logic Controllers (PLCs), automate, monitor, and control critical processes in industrial, energy, and…

Machine Learning · Computer Science 2023-04-24 Constantine Doumanidis , Prashant Hari Narayan Rajput , Michail Maniatakos

The work presented in this paper is part of a proposed framework as complete and rigorous as possible for the design of complex systems. The methodological framework used is System Engineering, which is a methodological approach to control…

Software Engineering · Computer Science 2012-12-19 Romaric Guillerm , Hamid Demmou , Nabil Sadou

Machine learning (ML) algorithms generate a continuous stream of success stories from various domains and enable many novel applications in safety-critical systems. With the advent of autonomous driving, ML algorithms are being used in the…

Machine Learning · Computer Science 2021-01-20 Krystian Radlak , Michał Szczepankiewicz , Tim Jones , Piotr Serwa

The integration of Artificial Intelligence (AI) into automation systems has the potential to enhance efficiency and to address currently unsolved existing technical challenges. However, the industry-wide adoption of AI is hindered by the…

Systems and Control · Electrical Eng. & Systems 2024-07-04 Marvin Schieseck , Philip Topalis , Lasse Reinpold , Felix Gehlhoff , Alexander Fay

This paper comprises a SysML-based approach to support the model-driven engineering (MDE) of Manufacturing Automation Software Projects (MASP). The Systems Modeling Language (SysML) is adapted to define the SysML-AT (SysML for automation),…

Systems and Control · Electrical Eng. & Systems 2022-12-14 Birgit Vogel-Heuser , Daniel Schuetz , Timo Frank , Christoph Legat

IEC 61131 has been widely accepted in the industrial automation domain. However, it is claimed that the standard does not address today the new requirements of complex industrial systems, which include among others, portability,…

Software Engineering · Computer Science 2014-07-14 Kleanthis Thramboulidis

Internet of Things (IoT) is transforming the industry by bridging the gap between Information Technology (IT) and Operational Technology (OT). Machines are being integrated with connected sensors and managed by intelligent analytics…

Software Engineering · Computer Science 2022-07-20 Haoyu Ren , Kirill Dorofeev , Darko Anicic , Youssef Hammad , Roland Eckl , Thomas A. Runkler

Iterative Learning Control (ILC) can achieve perfect tracking performance for mechatronic systems. The aim of this paper is to present an ILC design tutorial for industrial mechatronic systems. First, a preliminary analysis reveals the…

Systems and Control · Electrical Eng. & Systems 2020-05-05 Tom Oomen

A growing number of publications address the best practices to use Large Language Models (LLMs) for software engineering in recent years. However, most of this work focuses on widely-used general purpose programming languages like Python…

Software Engineering · Computer Science 2026-02-27 Salim Fares

The integration of industrial automation systems and software agents has been practiced for many years. However, such an integration is usually done by experts and there is no consistent way to assess these practices and to optimally select…

Software Engineering · Computer Science 2021-08-09 Stamatis Karnouskos , Roopak Sinha , Paulo Leitão , Luis Ribeiro , Thomas. I. Strasser

Programmable Logic Controllers (PLCs) execute critical control software that drives Industrial Automation and Control Systems (IACS). PLCs can become easy targets for cyber-adversaries as they are resource-constrained and are usually built…

Cryptography and Security · Computer Science 2021-01-07 Awais Tanveer , Roopak Sinha , Stephen G. MacDonell , Paulo Leitao , Valeriy Vyatkin

Industrial Artificial Intelligence (Industrial AI) is an emerging concept which refers to the application of artificial intelligence to industry. Industrial AI promises more efficient future industrial control systems. However,…

Traditional industrial automation systems require specialized expertise to operate and complex reprogramming to adapt to new processes. Large language models offer the intelligence to make them more flexible and easier to use. However,…

Systems and Control · Electrical Eng. & Systems 2025-06-16 Yuchen Xia , Nasser Jazdi , Jize Zhang , Chaitanya Shah , Michael Weyrich

Graph-based design languages in UML (Unified Modeling Language) are presented as a method to encode and automate the complete design process and the final optimization of the product or complex system. A design language consists of a…

Software Engineering · Computer Science 2018-05-24 Samuel Vogel , Stephan Rudolph

Industrial Control Systems (ICSs) are complex interconnected systems used to manage process control within industrial environments, such as chemical processing plants and water treatment facilities. As the modern industrial environment…

Cryptography and Security · Computer Science 2025-09-30 Jaxson Brown , Duc-Son Pham , Sie-Teng Soh , Foad Motalebi , Sivaraman Eswaran , Mahathir Almashor

The aim of this paper is to propose a rigorous and complete design framework for complex system based on system engineering (SE) principles. The SE standard EIA-632 is used to guide the approach. Within this framework, two aspects are…

Software Engineering · Computer Science 2012-12-19 Romaric Guillerm , Hamid Demmou , Nabil Sadou

An evident challenge ahead for the integrated circuit (IC) industry in the nanometer regime is the investigation and development of methods that can reduce the design complexity ensuing from growing process variations and curtail the…

Machine Learning · Computer Science 2023-02-16 Deepthi Amuru , Harsha V. Vudumula , Pavan K. Cherupally , Sushanth R. Gurram , Amir Ahmad , Andleeb Zahra , Zia Abbas

Programmable Logic Controllers (PLC) and its programming standard IEC 61131-3 are widely used in embedded systems for the industrial automation domain. We propose a framework for the formal treatment of PLC based on the IEC 61131-3…

Software Engineering · Computer Science 2013-01-15 Jan Olaf Blech , Sidi Ould Biha
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