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The quality and correct functioning of software components embedded in electronic systems are of utmost concern especially for safety and mission-critical systems. Model-based testing and formal verification techniques can be employed to…

形式语言与自动机理论 · 计算机科学 2019-01-08 Shahbaz Ali , Hailong Sun , Yongwang Zhao

The development of an aircraft industrial system is a complex process which faces the challenge of digital discontinuity in multidisciplinary engineering due to various interfaces between different digital tools, leading to extra…

In this paper, I outline several conceptual and methodological issues related to modeling individual and group processes embedded in clustered/hierarchical data structures. We position multilevel modeling techniques within a broader set of…

统计方法学 · 统计学 2022-12-29 Amira Ibrahim El-Desokey

While developing an information system for the University of Bern, we were faced with two major issues: managing software changes and adapting Business Information Models. Software techniques well-suited to software development teams exist,…

软件工程 · 计算机科学 2008-04-03 Patrick Chénais

Nowadays, machine learning (ML) teams have multiple concurrent ML workflows for different applications. Each workflow typically involves many experiments, iterations, and collaborative activities and commonly takes months and sometimes…

软件工程 · 计算机科学 2025-09-19 Saiful Khan , Joyraj Chakraborty , Philip Beaucamp , Niraj Bhujel , Min Chen

To improve the trustworthiness of an AI model, finding consistent, understandable representations of its inference process is essential. This understanding is particularly important in high-stakes operations such as weather forecasting,…

人工智能 · 计算机科学 2025-04-02 Soyeon Kim , Junho Choi , Subeen Lee , Jaesik Choi

Today, there are Process-Aware Information Systems (PAIS) with a set of business process models which vary over time to meet the new requirements. In a competitive environment, the key challenge of enterprises is to reduce the cost and time…

软件工程 · 计算机科学 2014-03-27 Hanae Sbai , Mounia Fredj , Laila Kjiri

This paper studies the role that ontologies can play in establishing conceptual data models during the process of information systems development. A mapping algorithm has been proposed and embedded in a special purpose Transformation-Engine…

软件工程 · 计算机科学 2007-05-23 Haya El-Ghalayini , Mohammed Odeh , Richard McClatchey

Predictive process monitoring is a subfield of process mining that aims to estimate case or event features for running process instances. Such predictions are of significant interest to the process stakeholders. However, most of the…

Advancements in sensing and computing technologies, the development of human and computer interaction frameworks, big data storage capabilities, and the emergence of cloud storage and could computing have resulted in an abundance of data in…

机器学习 · 计算机科学 2020-07-07 Ramin Moradi , Katrina M. Groth

This paper presents a SysML-based approach to enhance functional and software development process within an industrial context. The recent changes in technology such as electromobility and increased automation in heavy construction…

软件工程 · 计算机科学 2019-06-21 Saurabh Tiwari , Emina Smajlovic , Amina Krekic , Jagadish Suryadevara

Deep learning models are widely used across computer vision and other domains. When working on the model induction, selecting the right architecture for a given dataset often relies on repetitive trial-and-error procedures. This procedure…

机器学习 · 计算机科学 2026-01-06 Yen-Chia Chen , Hsing-Kuo Pao , Hanjuan Huang

High-precision modeling of systems is one of the main areas of industrial data analysis. Models of systems, their digital twins, are used to predict their behavior under various conditions. We have developed several models of a storage…

机器学习 · 计算机科学 2025-04-08 Abdalaziz Rashid Al-Maeeni , Aziz Temirkhanov , Artem Ryzhikov , Mikhail Hushchyn

Model-Driven Engineering (MDE) provides a huge body of knowledge of automation for many different engineering tasks, especially those involving transitioning from design to implementation. With the huge progress made in Artificial…

软件工程 · 计算机科学 2025-02-11 Lola Burgueño , Davide Di Ruscio , Houari Sahraoui , Manuel Wimmer

Generating up to date, well labeled datasets for machine learning (ML) security models is a unique engineering challenge, as large data volumes, complexity of labeling, and constant concept drift makes it difficult to generate effective…

密码学与安全 · 计算机科学 2020-02-28 Konstantin Berlin , Ajay Lakshminarayanarao

Today's AI deployments often require significant human involvement and skill in the operational stages of the model lifecycle, including pre-release testing, monitoring, problem diagnosis and model improvements. We present a set of enabling…

Water treatment facilities are critical infrastructure they must accommodate dynamic demand patterns without system disruption. These patterns can be scheduled, such as daily residential irrigation, or unexpected, such as demand spikes from…

系统与控制 · 电气工程与系统科学 2024-08-15 Ryan Mauery , Margaret Busse , Ilya Kovalenko

Machine learning (ML) has become a popular tool in the industrial sector as it helps to improve operations, increase efficiency, and reduce costs. However, deploying and managing ML models in production environments can be complex. This is…

When deployed in the wild, machine learning models are usually confronted with data and requirements that constantly vary, either because of changes in the generating distribution or because external constraints change the environment where…

机器学习 · 计算机科学 2020-07-17 Irene Unceta , Jordi Nin , Oriol Pujol

Simulations offer opportunities in the examination of manufacturing processes. They represent various aspects of the production process and the associated production systems. However, often a single simulation does not suffice to provide a…

软件工程 · 计算机科学 2024-11-26 Jonathan Reif , Tom Jeleniewski , Aljosha Köcher , Tim Frerich , Felix Gehlhoff , Alexander Fay