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相关论文: Towards Industry 4.0: Gap Analysis between Current…

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The specification of requirements and tests are crucial activities in automotive development projects. However, due to the increasing complexity of automotive systems, practitioners fail to specify requirements and tests for distributed and…

Many different worldwide initiatives are promoting the transformation from machine dominant manufacturing to digital manufacturing. Thus, to achieve a successful transformation to Industry 4.0 standard, manufacturing enterprises are…

软件工程 · 计算机科学 2024-02-01 Víctor Julio Ramírez-Durán , Idoia Berges , Arantza Illarramendi

In the era of Industry 4.0, system reliability engineering faces both challenges and opportunities. On the one hand, the complexity of cyber-physical systems, the integration of novel numerical technologies, and the handling of large…

Today, many industrial processes are undergoing digital transformation, which often requires the integration of well-understood domain models and state-of-the-art machine learning technology in business processes. However, requirements…

软件工程 · 计算机科学 2022-10-04 Zhongyi Pei , Lin Liu , Chen Wang , Jianmin Wang

There is an increasing interest in research on the combination of AI techniques and methods with MDE. However, there is a gap between AI and MDE practices, as well as between researchers and practitioners. This paper tackles this gap by…

软件工程 · 计算机科学 2022-08-30 Johan Bergelin , Per Erik Strandberg

In the context of Industry 4.0, effective monitoring of multiple targets and states during assembly processes is crucial, particularly when constrained to using only visual sensors. Traditional methods often rely on either multiple sensor…

计算机视觉与模式识别 · 计算机科学 2025-07-24 Xingjian Zhang , Yutong Duan , Zaishu Chen

Even if model-driven techniques have been enabled the centrality of the models in automated development processes, the majority of the industrial settings does not embrace such a paradigm due to the procedural complexity of managing model…

软件工程 · 计算机科学 2022-10-10 Maria Stella de Biase , Stefano Marrone , Angelo Palladino

Today, one of the biggest challenges for digital transformation in the Industry 4.0 paradigm is the lack of mutual understanding between the academic and the industrial world. On the one hand, the industry fails to apply new technologies…

In this position paper, we explore the socio-technical interplay of Industry 4.0. Industry 4.0 is an industrial plan that aims at automating the production process by the adoption of advanced leading-edge technologies down the assembly…

计算机与社会 · 计算机科学 2021-01-15 Emanuele Gabriel Margherita , Alessio Maria Braccini

Artificial intelligence (AI) permeates all fields of life, which resulted in new challenges in requirements engineering for artificial intelligence (RE4AI), e.g., the difficulty in specifying and validating requirements for AI or…

软件工程 · 计算机科学 2024-09-12 Umm-e- Habiba , Markus Haug , Justus Bogner , Stefan Wagner

Manufacturing Execution Systems (MES) optimize production and business processes at the same time. However, the engineering and specification of MES is a challenging, interdisciplinary process. Especially IT and production experts with…

系统与控制 · 电气工程与系统科学 2022-12-12 Maria Witsch , Birgit Vogel-Heuser

As Machine Learning (ML) becomes more prevalent in Industry 4.0, there is a growing need to understand how systematic approaches to bringing ML into production can be practically implemented in industrial environments. Here, MLOps comes…

软件工程 · 计算机科学 2024-07-15 Leonhard Faubel , Klaus Schmid

This paper proposes a human-centered conceptual model integrating lean and Industry 4.0 based on the literature review and validated it through a case study in the context of an advanced automotive first-tier supplier. Addressing a…

计算工程、金融与科学 · 计算机科学 2025-09-16 Peter Hines , Florian Magnani , Josefa Mula , Raquel Sanchis

Context: As Industrial Cyber-Physical Systems (ICPS) become more connected and widely-distributed, often operating in safety-critical environments, we require innovative approaches to detect and diagnose the faults that occur in them.…

软件工程 · 计算机科学 2021-01-15 Barry Dowdeswell , Roopak Sinha , Stephen G. MacDonell

The fourth industrial revolution is rapidly changing the manufacturing landscape. Due to the growing research and fast evolution in this field, no clear definitions of these concepts yet exist. This work provides a clear description of…

计算与语言 · 计算机科学 2021-11-30 Benjamin Meindl , Joana Mendonça

Metrology assisted assembly systems constitute cyber physical production systems relying on in-process sensor data as input to model-based control loops. These range from local, physical control loops, e.g. for robots to closed-loop product…

系统与控制 · 电气工程与系统科学 2020-01-17 Benjamin Montavon , Martin Peterek , Robert H. Schmitt

[Context] In traditional software systems, Requirements Engineering (RE) activities are well-established and researched. However, building Artificial Intelligence (AI) based software with limited or no insight into the system's inner…

软件工程 · 计算机科学 2022-12-22 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Muneera Bano , John Grundy

Machine learning is an established and frequently used technique in industry and academia but a standard process model to improve success and efficiency of machine learning applications is still missing. Project organizations and machine…

The rapid advancement of large language models (LLMs) is fundamentally reshaping software engineering (SE), driving a paradigm shift in both academic research and industrial practice. While top-tier SE venues continue to show sustained or…

软件工程 · 计算机科学 2025-12-18 Hang Yu , Yuzhou Lai , Li Zhang , Xiaoli Lian , Fang Liu , Yanrui Dong , Ting Zhang , Zhi Jin , David Lo

Artificial Intelligence is increasingly introduced into systems engineering activities, particularly within requirements engineering, where quality assessment and validation remain heavily dependent on expert judgment. While recent AI tools…

软件工程 · 计算机科学 2026-04-17 Oz Levy , Ilya Dikman , Natan Levy , Michael Winokur
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