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153 Results Found

  • Feature Paper
  • Article
  • Open Access
3 Citations
3,760 Views
17 Pages

Knowledge-Driven Multi-Objective Optimization for Reconfigurable Manufacturing Systems

  • Henrik Smedberg,
  • Carlos Alberto Barrera-Diaz,
  • Amir Nourmohammadi,
  • Sunith Bandaru and
  • Amos H. C. Ng

Current market requirements force manufacturing companies to face production changes more often than ever before. Reconfigurable manufacturing systems (RMS) are considered a key enabler in today’s manufacturing industry to cope with such dynami...

  • Article
  • Open Access
1,143 Views
20 Pages

2 September 2025

The emergence of mass personalized production has increased the adaptability and intelligence requirements of welding robots. To address the challenges associated with mass personalized production, this paper proposes a novel knowledge-driven framewo...

  • Article
  • Open Access
4 Citations
4,142 Views
19 Pages

Knowledge-Driven Manufacturing Process Innovation: A Case Study on Problem Solving in Micro-Turbine Machining

  • Dong Zhang,
  • Gangfeng Wang,
  • Yupeng Xin,
  • Xiaolin Shi,
  • Richard Evans,
  • Biao Guo and
  • Pu Huang

3 November 2021

Micromachining techniques have been applied widely to many industrial sectors, including aerospace, automotive, and precision instruments. However, due to their high-precision machining requirements, and the knowledge-intensive characteristics of min...

  • Article
  • Open Access
10 Citations
3,865 Views
25 Pages

Preparedness for Data-Driven Business Model Innovation: A Knowledge Framework for Incumbent Manufacturers

  • Shailesh Tripathi,
  • Nadine Bachmann,
  • Manuel Brunner and
  • Herbert Jodlbauer

19 April 2024

This study investigates data-driven business model innovation (DDBMI) for incumbent manufacturers, underscoring its importance in various strategic and managerial contexts. Employing topic modeling, the study identifies nine key topics of DDBMI. Thro...

  • Review
  • Open Access
10 Citations
13,094 Views
19 Pages

The manufacturing industry must maintain high-quality standards while meeting customer demands for customization, reduced carbon footprint, and competitive pricing. To address these challenges, companies are constantly improving their production proc...

  • Article
  • Open Access
5 Citations
2,442 Views
21 Pages

The integration of human–cyber–physical systems (HCPSs), IoT, digital twins, and big data analytics underpins Industry 4.0, transforming traditional manufacturing into smart manufacturing with capabilities for real-time monitoring, qualit...

  • Feature Paper
  • Article
  • Open Access
8 Citations
3,539 Views
24 Pages

Event-Driven Dashboarding and Feedback for Improved Event Detection in Predictive Maintenance Applications

  • Pieter Moens,
  • Sander Vanden Hautte,
  • Dieter De Paepe,
  • Bram Steenwinckel,
  • Stijn Verstichel,
  • Steven Vandekerckhove,
  • Femke Ongenae and
  • Sofie Van Hoecke

4 November 2021

Manufacturers can plan predictive maintenance by remotely monitoring their assets. However, to extract the necessary insights from monitoring data, they often lack sufficiently large datasets that are labeled by human experts. We suggest combining kn...

  • Article
  • Open Access
3,483 Views
19 Pages

2 November 2023

There is a lack of high correlation and reuse potential among multiple manufacturing data for textiles and apparel. Moreover, the material flow traceability between production workstations is not clear, making it difficult to detect potential product...

  • Review
  • Open Access
1 Citations
894 Views
35 Pages

24 December 2025

Tool wear is critical to quality, productivity, and sustainability in manufacturing processes. Therefore, accurately monitoring and predicting wear is one of the primary goals of smart manufacturing systems. While AI-based approaches have achieved si...

  • Article
  • Open Access
15 Citations
5,999 Views
19 Pages

13 September 2017

In today’s complex, constantly evolving and innovation-supporting manufacturing systems, knowledge plays a vital role in sustainable manufacturing process planning and problem-solving, especially in the case of Computer-Aided Process Innovation (CAPI...

  • Article
  • Open Access
6 Citations
3,307 Views
22 Pages

25 November 2022

The construction industry has long been labor-intensive, with slow productivity growth and a significant environmental impact. In this regard, the ever-increasing practices of additive manufacturing (AM) in construction have presented a variety of ad...

  • Systematic Review
  • Open Access
38 Citations
7,967 Views
16 Pages

Systematic Literature Review on Visual Analytics of Predictive Maintenance in the Manufacturing Industry

  • Xiang Cheng,
  • Jun Kit Chaw,
  • Kam Meng Goh,
  • Tin Tin Ting,
  • Shafrida Sahrani,
  • Mohammad Nazir Ahmad,
  • Rabiah Abdul Kadir and
  • Mei Choo Ang

23 August 2022

The widespread adoption of cyber-physical systems and other cutting-edge digital technology in manufacturing industry production facilities may motivate stakeholders to embrace the idea of Industry 4.0. Some industrial companies already have differen...

  • Feature Paper
  • Review
  • Open Access
43 Citations
9,392 Views
24 Pages

2 March 2021

Techniques to provide in vitro tissue culture have undergone significant changes during the last decades, and current applications involve interactions of cells and organoids, three-dimensional cell co-cultures, and organ/body-on-chip tools. Efficien...

  • Article
  • Open Access
2,092 Views
31 Pages

25 June 2024

The industrial manufacturing model is undergoing a transformation from a product-centric model to a customer-centric one. Driven by customized requirements, the complexity of products and the requirements for quality have increased, which pose a chal...

  • Article
  • Open Access
566 Views
13 Pages

Research on the Structural Model of Welding Process Specifications for Aviation Products Based on Trade-Off Design

  • Xichang Wang,
  • Guangli Li,
  • Yuansong Zeng,
  • Xufeng Wang,
  • Xiaochun Lyu and
  • Yukun Cao

14 November 2025

The formulation of robust Welding Procedure Specifications (WPS) is paramount in aviation manufacturing, where quality directly impacts structural integrity and flight safety. Current practices, however, often rely on experiential knowledge and lack...

  • Article
  • Open Access
8 Citations
4,792 Views
20 Pages

Smart Detection System of Safety Hazards in Industry 5.0

  • Stavroula Bourou,
  • Apostolos Maniatis,
  • Dimitris Kontopoulos and
  • Panagiotis A. Karkazis

22 December 2023

Safety management is a priority to guarantee human-centered manufacturing processes in the context of Industry 5.0, which aims to realize a safe human–machine environment based on knowledge-driven approaches. The traditional approaches for safe...

  • Article
  • Open Access
18 Citations
6,310 Views
34 Pages

12 February 2019

Periodic health checks of contouring errors under unloaded conditions are critical for machine performance evaluation and value-added manufacturing. Aiming at breaking the dimension, range and speed measurement limitations of the existing devices, a...

  • Article
  • Open Access
107 Views
39 Pages

17 February 2026

The efficient operation of the maintenance service system is key to achieving sustainable operations, with its core lying in the coordinated scheduling of spare parts production and maintenance personnel, as well as the holistic management of in-warr...

  • Article
  • Open Access
44 Citations
6,326 Views
19 Pages

17 September 2020

The trend towards socialization, personalization and servitization in smart manufacturing has attracted the attention of researchers, practitioners and governments. Social manufacturing is a novel manufacturing paradigm responding to this trend. Howe...

  • Article
  • Open Access
9 Citations
2,315 Views
21 Pages

16 September 2024

Additive manufacturing (AM) has impacted the manufacturing of complex three-dimensional objects in multiple materials for a wide array of applications. However, additive manufacturing, as an upcoming field, lacks automated and specific design rules f...

  • Article
  • Open Access
195 Views
14 Pages

21 January 2026

The increasing application of lithium-ion batteries in manufacturing and energy storage systems necessitates high-precision screening of abnormal cells during manufacturing, so as to ensure safety and performance. Existing methods struggle to break d...

  • Article
  • Open Access
6 Citations
3,426 Views
21 Pages

19 February 2023

The digital transformation of producer services contributes to the development of manufacturing technology innovation through an intermediary role, providing an important policy basis for the effective implementation of China’s innovation-drive...

  • Article
  • Open Access
5 Citations
3,107 Views
16 Pages

3 June 2023

In manufacturing, convolutional neural networks (CNNs) are widely used on image sensor data for data-driven process monitoring and quality prediction. However, as purely data-driven models, CNNs do not integrate physical measures or practical conside...

  • Article
  • Open Access
2 Citations
3,152 Views
19 Pages

RDF Knowledge Graphs Designed with Axiomatic Methodology to Enhance Industry 4.0

  • Fernando Rolli,
  • Chiara Parretti,
  • Riccardo Barbieri,
  • Alessandro Polidoro and
  • Bianca Bindi

16 January 2025

Industry 4.0 has introduced a data-driven model of production and management of goods and services. This manufacturing paradigm leverages the potential of the Internet of Things (IoT), but finding the information necessary to drive manufacturing proc...

  • Article
  • Open Access
23 Citations
5,133 Views
28 Pages

14 October 2019

The present work proposes a holonic-based mechanism for self-learning factories based on a hybrid learning approach. The self-learning factory is a manufacturing system that gains predictive capability by machine self-learning, and thus automatically...

  • Review
  • Open Access
38 Citations
15,673 Views
35 Pages

Six-Gear Roadmap towards the Smart Factory

  • Amr T. Sufian,
  • Badr M. Abdullah,
  • Muhammad Ateeq,
  • Roderick Wah and
  • David Clements

15 April 2021

The fourth industrial revolution is the transformation of industrial manufacturing into smart manufacturing. The advancement of digital technologies that make the trend Industry 4.0 are considered as the transforming force that will enable this trans...

  • Review
  • Open Access
1 Citations
1,887 Views
31 Pages

24 December 2025

Digital Twins (DTs) integrated with Artificial Intelligence (AI) are emerging as transformative tools in smart manufacturing. By bridging the physical and virtual domains, DTs enable real-time monitoring, predictive analytics, and autonomous decision...

  • Review
  • Open Access
107 Citations
23,848 Views
25 Pages

Performance Measurement System and Quality Management in Data-Driven Industry 4.0: A Review

  • Parkash Tambare,
  • Chandrashekhar Meshram,
  • Cheng-Chi Lee,
  • Rakesh Jagdish Ramteke and
  • Agbotiname Lucky Imoize

29 December 2021

The birth of mass production started in the early 1900s. The manufacturing industries were transformed from mechanization to digitalization with the help of Information and Communication Technology (ICT). Now, the advancement of ICT and the Internet...

  • Article
  • Open Access
1 Citations
2,516 Views
25 Pages

2 September 2022

The images of surface defects of industrial products contain not only the defect type but also the causal logic related to defective design and manufacturing. This information is recessive and unstructured and difficult to find and use, which cannot...

  • Proceeding Paper
  • Open Access
2 Citations
1,265 Views
9 Pages

The rapid advancement of digital technologies, referred to as Industry 4.0, has profoundly transformed the manufacturing landscape, necessitating a reevaluation of engineering education. Future engineers must possess diverse skills and competencies t...

  • Article
  • Open Access
1 Citations
3,644 Views
22 Pages

Enhancing Bottleneck Analysis in Ship Manufacturing with Knowledge Graphs and Large Language Models

  • Yanjun Ma,
  • Tao Wu,
  • Bin Zhou,
  • Xiaoyang Liang,
  • Jiwang Du and
  • Jinsong Bao

10 March 2025

Ship manufacturing is a critical backbone industry in China, where the nation leads on a global scale in terms of vessel completions and order volumes. However, the high volume of orders often imposes substantial processing loads, increases the risk...

  • Article
  • Open Access
1,094 Views
26 Pages

31 October 2025

This paper presents a comprehensive design framework for Enterprise Architecture aimed at facilitating decision-driven analytics in smart factories. The motivation behind this research lies in challenges faced by manufacturing companies, such as skil...

  • Article
  • Open Access
148 Views
27 Pages

Bridging the Industrial Energy Efficiency Gap: A Case Study of Targeting Energy Waste in Industrial Manufacturing

  • Thomas Schmitt,
  • Sandra Mattsson,
  • Erik Flores-García,
  • Lars Hanson,
  • Kaveh Amouzgar and
  • Matías Urenda Moris

18 February 2026

Improving energy efficiency in industrial manufacturing remains challenging despite substantial technical potential. This has resulted in a persistent energy efficiency gap, which is increasingly understood as a socio-technical issue driven by not on...

  • Review
  • Open Access
20 Citations
8,054 Views
23 Pages

Multiphysics Modeling and Numerical Simulation in Computer-Aided Manufacturing Processes

  • Tomasz Trzepieciński,
  • Francesco dell’Isola and
  • Hirpa G. Lemu

19 January 2021

The concept of Industry 4.0 is defined as a common term for technology and the concept of new digital tools to optimize the manufacturing process. Within this framework of modular smart factories, cyber-physical systems monitor physical processes cre...

  • Article
  • Open Access
4 Citations
3,653 Views
32 Pages

4 January 2025

Advanced construction techniques, such as additive manufacturing (AM) and modular construction, offer promising solutions to address labor shortages, reduce CO2 emissions, and enhance material efficiency. Despite their potential, the adoption of thes...

  • Article
  • Open Access
2 Citations
3,386 Views
18 Pages

1 October 2025

Precision manufacturing requires handling multi-physics coupling during processing, where digital twin and AI technologies enable rapid robot programming under customized requirements. However, heterogeneous data sources, diverse domain models, and r...

  • Review
  • Open Access
14 Citations
8,532 Views
27 Pages

A Review of Optimization for Corrugated Boards

  • Ricardo Fitas,
  • Heinz Joachim Schaffrath and
  • Samuel Schabel

3 November 2023

This paper presents a comprehensive review of optimization practices in the corrugated board industry, which has recently experienced significant interest in using optimization methodologies driven by sustainable demands and increasing computational...

  • Article
  • Open Access
3,089 Views
25 Pages

13 October 2025

Background: Ongoing challenges such as geopolitical conflicts, trade disruptions, economic sanctions, and political instability have underscored the urgent need for large manufacturing enterprises to improve resilience and reduce dependence on global...

  • Review
  • Open Access
55 Citations
7,298 Views
57 Pages

1 August 2022

Machine learning has been an emerging scientific field serving the modern multidisciplinary needs in the Materials Science and Manufacturing sector. The taxonomy and mapping of nanomaterial properties based on data analytics is going to ensure safe a...

  • Article
  • Open Access
10 Citations
5,016 Views
18 Pages

24 March 2019

Intelligent data analytics-based cloud computing is a leading trend for managing a large-scale network in contemporary manufacturing environments. The data and information are shared using the cloud environments and valuable knowledge is driven using...

  • Feature Paper
  • Article
  • Open Access
34 Citations
5,839 Views
12 Pages

Data-Efficient Neural Network for Track Profile Modelling in Cold Spray Additive Manufacturing

  • Daiki Ikeuchi,
  • Alejandro Vargas-Uscategui,
  • Xiaofeng Wu and
  • Peter C. King

12 February 2021

Cold spray is emerging as an additive manufacturing technique, particularly advantageous when high production rate and large build sizes are in demand. To further accelerate technology’s industrial maturity, the problem of geometric control must be i...

  • Article
  • Open Access
73 Citations
6,360 Views
14 Pages

8 April 2020

Despite the significant contribution of buyer-driven knowledge transfer activities (BDKTAs) to innovation and operational performance, studies that analyze social sustainability in manufacturing (suppliers) firms are still scarce. This paper examines...

  • Review
  • Open Access
6 Citations
2,729 Views
29 Pages

16 April 2025

Additive manufacturing (AM) has made rapid progress in most industries; however, the construction sector lags behind, despite substantial potential for growth. This study aims to evaluate recent innovations in AM, with a focus on multi-material addit...

  • Article
  • Open Access
5 Citations
3,106 Views
24 Pages

30 May 2025

The rapid advancement of artificial intelligence (AI) in the traditional-apparel-manufacturing sector is accelerating innovation and transformation, as cutting-edge AI applications have been increasingly integrated into the industry in recent years....

  • Article
  • Open Access
6 Citations
4,867 Views
23 Pages

27 February 2025

To support data-driven decision-making in a Manufacturing Execution System (MES) environment, a system that can quickly and accurately analyze a wide range of production, quality, asset, and material information must be deployed. However, existing ME...

  • Article
  • Open Access
7 Citations
7,763 Views
16 Pages

11 December 2018

China has shifted its focus from export-led growth to technology-driven growth. The “One Belt, One Road” initiative (OBOR) is aimed at promoting economic integration with the rest of the world that might boost China’s ability to upg...

  • Feature Paper
  • Article
  • Open Access
1 Citations
2,482 Views
36 Pages

2 September 2025

This paper presents a novel ontology-driven digital twin framework specifically designed for aviation maintenance and operations that addresses these challenges through semantic reasoning and explainable decision support. The proposed framework integ...

  • Article
  • Open Access
12 Citations
3,359 Views
20 Pages

Physics-Informed Online Learning for Temperature Prediction in Metal AM

  • Pouyan Sajadi,
  • Mostafa Rahmani Dehaghani,
  • Yifan Tang and
  • G. Gary Wang

4 July 2024

In metal additive manufacturing (AM), precise temperature field prediction is crucial for process monitoring, automation, control, and optimization. Traditional methods, primarily offline and data-driven, struggle with adapting to real-time changes a...

  • Article
  • Open Access
6 Citations
5,445 Views
28 Pages

In the era of the digital economy, how digital transformation (DT) contributes to economic development has become a topic of growing interest. This study focuses on business model innovation (BMI) driven by DT in the manufacturing sector. From this p...

  • Review
  • Open Access
411 Views
39 Pages

Additive Manufacturing in Space: Process Physics, Qualification, and Future Directions

  • Oana Dumitrescu,
  • Emilia Georgiana Prisăcariu,
  • Raluca Andreea Roșu and
  • Enrico Cozzoni

Additive manufacturing has emerged as a key enabling technology for in-space manufacturing, offering the potential to reduce logistics mass, enhance mission autonomy, and support long-duration exploration. The suppression of gravity-driven phenomena...

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