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Publications (10 of 67) Show all publications
Stolt, R. (2024). Multidisciplinary Communication of a Sheet Metal Forming Case Using Digital Boundary Objects in a PLM-System. In: Y-C Wang, S. H. Chan, Z-H Wang (Ed.), Flexible Automation and Intelligent Manufacturing: Manufacturing Innovation and Preparedness for the Changing World Order: Proceedings of FAIM 2024, June 23–26, 2024, Taichung, Taiwan, Volume 1. Paper presented at 33rd International Conference on Flexible Automation and Intelligent Manufacturing, FAIM 2024 Taichung 23 June 2024 through 26 June 2024 (pp. 369-376). Springer, 1
Open this publication in new window or tab >>Multidisciplinary Communication of a Sheet Metal Forming Case Using Digital Boundary Objects in a PLM-System
2024 (English)In: Flexible Automation and Intelligent Manufacturing: Manufacturing Innovation and Preparedness for the Changing World Order: Proceedings of FAIM 2024, June 23–26, 2024, Taichung, Taiwan, Volume 1 / [ed] Y-C Wang, S. H. Chan, Z-H Wang, Springer, 2024, Vol. 1, p. 369-376Conference paper, Published paper (Refereed)
Abstract [en]

In this paper, a software tool for the automated assessment of parts to be manufactured by sheet metal forming is considered as a starting point for a boundary object for cross disciplinary communication in manufacturing companies. The tool is based on automated FEA calculations in CAD models allowing the quick verification of the manufacturability of sheet metal parts checking that they can be manufactured without failure of the material. The paper proposes to derive a boundary object from the data and information pertaining to the tool and manage it in a proposed structure in an item centered PLM system. In this way up to date information can be communicated in a format that can be understood by several different disciplines, possibly reducing the risk of errors in the design process and when carrying out changes. A suggestion of how to manage the data and information in the PLM system of the industrial manufacturing company is made and is discussed in this paper.

Place, publisher, year, edition, pages
Springer, 2024
Series
Lecture Notes in Mechanical Engineering, ISSN 2195-4356, E-ISSN 2195-4364
Keywords
boundary object, information modeling, Product life cycle management, Computer aided logic design, Metal forming, Automated assessment, Boundary objects, Data and information, Digital boundaries, Manufacturing companies, PLM systems, Sheet metal forming, Software-tools, Sheet metal
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:hj:diva-66961 (URN)10.1007/978-3-031-74482-2_41 (DOI)001437165700040 ()2-s2.0-85213365660 (Scopus ID)978-3-031-74481-5 (ISBN)978-3-031-74482-2 (ISBN)
Conference
33rd International Conference on Flexible Automation and Intelligent Manufacturing, FAIM 2024 Taichung 23 June 2024 through 26 June 2024
Available from: 2025-01-09 Created: 2025-01-09 Last updated: 2025-04-03Bibliographically approved
Säfsten, K., Elgh, F., Johansen, K. & Stolt, R. (2024). Platform-Enabled Product Realisation Supporting the Green Transition: On the Development of a Research Agenda. In: A. Cooper, F. Trigos, J. Stjepandić, R. Curran, I. Lazar (Ed.), Engineering For Social Change: Proceedings of the 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024. Paper presented at The 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024 (pp. 514-525). IOS Press, 60
Open this publication in new window or tab >>Platform-Enabled Product Realisation Supporting the Green Transition: On the Development of a Research Agenda
2024 (English)In: Engineering For Social Change: Proceedings of the 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024 / [ed] A. Cooper, F. Trigos, J. Stjepandić, R. Curran, I. Lazar, IOS Press, 2024, Vol. 60, p. 514-525Conference paper, Published paper (Refereed)
Abstract [en]

To achieve relevant research results, collaborative research is deemed essential in several engineering and management disciplines. When the addressed research questions are associated with larger societal challenges the need for collaboration between various actors and disciplines becomes even more urgent. In this paper, the development of a transdisciplinary research initiative aiming at supporting long-term ability for the manufacturing industry to succeed with the green transition, is described. The transdisciplinary research programme ´GRACE - Green acceleration through integrated and platform-enabled product realisation´ is an eight-year project (4+4 years), involving eleven manufacturing industries and four industrial networks. The research programme GRACE is the result of a close collaboration between industrial partners and academic researcher for almost one year. We have through workshops and various meetings jointly formulated a research agenda, based on eight research issues: (1) requirement specification and management, (2) platform principles and lifecycle strategies on different system levels, (3,4) product design and production solutions supporting circular strategies, (5,6) product and production information management, (7) shared understanding and visions, and (8) knowledge integration, operationalisation and implementation. Based on these research issues, and the priorities among the industrial partners, three initial research projects have been developed. The development of the research programme applied a co-production process, including a distinct pre-project phase. The creation of the transdisciplinary programme GRACE required trust among the involved partners, an open atmosphere, structure, joint understanding among the participants, time to read and think, and some stubbornness.

Place, publisher, year, edition, pages
IOS Press, 2024
Series
Advances in Transdisciplinary Engineering, ISSN 2352-751X, E-ISSN 2352-7528 ; 60
Keywords
co-production, collaborative research, green transition, research agenda, transdisciplinary engineering, transdisciplinary research, Product development, Research and development management, Green transitions, Industrial partners, Manufacturing industries, Product realization, Research programs, Green manufacturing
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:hj:diva-67164 (URN)10.3233/ATDE240899 (DOI)2-s2.0-85215502390 (Scopus ID)978-1-64368-550-2 (ISBN)
Conference
The 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024
Available from: 2025-01-30 Created: 2025-01-30 Last updated: 2025-01-30Bibliographically approved
Menon, A. S., Stolt, R. & Elgh, F. (2024). Sheet Metal Forming Tooling: State of Art and Practice in Five Manufacturing Companies. In: Y-C Wang, S. H. Chan, Z-H Wang (Ed.), Flexible Automation and Intelligent Manufacturing: Manufacturing Innovation and Preparedness for the Changing World Order: Proceedings of FAIM 2024, June 23–26, 2024, Taichung, Taiwan, Volume 2. Paper presented at 33rd International Conference on Flexible Automation and Intelligent Manufacturing, FAIM 2024 Taichung 23 June 2024 through 26 June 2024 (pp. 206-214). Springer, 2
Open this publication in new window or tab >>Sheet Metal Forming Tooling: State of Art and Practice in Five Manufacturing Companies
2024 (English)In: Flexible Automation and Intelligent Manufacturing: Manufacturing Innovation and Preparedness for the Changing World Order: Proceedings of FAIM 2024, June 23–26, 2024, Taichung, Taiwan, Volume 2 / [ed] Y-C Wang, S. H. Chan, Z-H Wang, Springer, 2024, Vol. 2, p. 206-214Conference paper, Published paper (Refereed)
Abstract [en]

There are several recent developments in technology and methods for the design, manufacture and operation of tooling for sheet metal forming. Technologies such as electric presses with accurately controlled motions and design tools such as forming simulations and AI technologies for knowledge capture and reuse are actively progressing. Manufacturing processes such as additive manufacturing and materials are advancing. There are advancements in the operation of the tooling via for example sensor technology. In this paper, a structured literature search is presented to understand the state of the art in sheet metal forming tooling. In addition, the paper presents an interview study with staff and management from five different industrial companies that are active in tooling design, manufacture, and operation. The objective is finding the current challenges for the companies and to what extent new technologies and methods are considered or being implemented to meet the current challenges. The interviews show that there are challenges concerning the lead time for tooling design and manufacture as well as the availability of the tooling in production. Although the companies have made recent investments, they are lacking the knowledge to fully exploit the potential of the new technologies. The paper strongly advocates for the utilization of technology to address the challenges within the tooling industry, aiming for enhanced efficiency and improved tooling design processes.

Place, publisher, year, edition, pages
Springer, 2024
Series
Lecture Notes in Mechanical Engineering, ISSN 2195-4356, E-ISSN 2195-4364
Keywords
Design challenges, Manufacturing challenges, Sheet metal forming, State of the art, technology, Metal forming, Process control, Sheet metal, Smart manufacturing, 'current, Controlled motions, Electric press, Manufacturing companies, Tooling design, Investments
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:hj:diva-66962 (URN)10.1007/978-3-031-74485-3_23 (DOI)001437172500023 ()2-s2.0-85213362068 (Scopus ID)978-3-031-74484-6 (ISBN)978-3-031-74485-3 (ISBN)
Conference
33rd International Conference on Flexible Automation and Intelligent Manufacturing, FAIM 2024 Taichung 23 June 2024 through 26 June 2024
Available from: 2025-01-09 Created: 2025-01-09 Last updated: 2025-04-03Bibliographically approved
Säfsten, K., Elgh, F., Stolt, R., Linneusson, G. & Johansson, J. (2024). Supporting Transdisciplinary Research: Combining Design Research with Interactive Research. In: A. Cooper, F. Trigos, J. Stjepandić, R. Curran, I. Lazar (Ed.), Engineering For Social Change: Proceedings of the 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024. Paper presented at The 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024 (pp. 278-287). IOS Press, 60
Open this publication in new window or tab >>Supporting Transdisciplinary Research: Combining Design Research with Interactive Research
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2024 (English)In: Engineering For Social Change: Proceedings of the 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024 / [ed] A. Cooper, F. Trigos, J. Stjepandić, R. Curran, I. Lazar, IOS Press, 2024, Vol. 60, p. 278-287Conference paper, Published paper (Refereed)
Abstract [en]

In this paper, a work procedure developed to support the collaboration and progress in the research project IDEAL - Integrated product and production platforms supporting agile and demand-driven industrial product realisation - is presented and its functionality discussed. The research project involved in total 13 researchers, five manufacturing companies and one software supplier. The research project was organised in four sub-projects, covering various aspects of a joint research question. The project started in April 2020 and ended in January 2024. The work procedure, called the ´IDEAL work procedure´, was developed based on the overall principles from interactive research combined with the framework for design research methodology (DRM). The developed work procedure provided a structure for the project, connecting the four subprojects, and thereby supported fulfilment of the joint research question. During the research project, the functionality of the ´IDEAL work procedure´ has been assessed in different ways, both in terms of how it was perceived and to what extent the planned results have been achieved. During the project we have carried out workshops to follow-up on the progress and the work procedure. In addition, follow-up interviews have been conducted with participants from involved companies. The results from the different assessment activities are synthesised and presented in this paper. To expand the applicability of the ´IDEAL work procedure´, the potential of the procedure to support transdisciplinary research is elaborated on in this paper.

Place, publisher, year, edition, pages
IOS Press, 2024
Series
Advances in Transdisciplinary Engineering, ISSN 2352-751X, E-ISSN 2352-7528 ; 60
Keywords
collaborative research, industry-academia collaboration, learning process, transdisciplinary engineering, transdisciplinary research, Design research, Follow up, Integrated production, Research questions, Work procedure
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:hj:diva-67162 (URN)10.3233/ATDE240870 (DOI)2-s2.0-85215507139 (Scopus ID)978-1-64368-550-2 (ISBN)
Conference
The 31st ISTE International Conference on Transdisciplinary Engineering, London, United Kingdom, 9-11 July 2024
Available from: 2025-01-30 Created: 2025-01-30 Last updated: 2025-01-30Bibliographically approved
Jonsson, C.-J., Stolt, R. & Elgh, F. (2023). A case-based reasoning method including tooling function for case retrieval and reuse in stamping tooling design. Computer-Aided Design and Applications, 20(5), 839-855
Open this publication in new window or tab >>A case-based reasoning method including tooling function for case retrieval and reuse in stamping tooling design
2023 (English)In: Computer-Aided Design and Applications, ISSN 1686-4360, Vol. 20, no 5, p. 839-855Article in journal (Refereed) Published
Abstract [en]

Design of sheet metal forming tooling is currently based on that experienced tooling designers with good knowledge of how stamping tools previously have been designed and operated in production, apply their knowledge when making a new design. For retrieving former designs, they often need to rely on their good memory. In this paper, an automatic method for retrieving relevant former cases is presented. A major challenge is defining the similarity between the current and the former cases i.e., finding the relevant parameters to include in the CBR (Case-based reasoning) search. This is here addressed by using CAD model parameters both from former components and the tooling for their production. By interviewing tooling designers in industry, a set of relevant parameters has been identified. To arrive at the correct weight of each parameter, a genetic algorithm has been used to optimize the search results. This resulted in a quick and automated way of retrieving the most relevant former cases and presenting them to the designer. The method has been tested on actual cases with promising results. This has the potential of making sheet metal part and tooling design less reliant on memory and experience.

Place, publisher, year, edition, pages
CAD solutions, 2023
Keywords
Sheet metal forming, Case-based reasoning, CBR, Genetic algorithm, CAD model, Tooling design
National Category
Production Engineering, Human Work Science and Ergonomics Computer Engineering
Identifiers
urn:nbn:se:hj:diva-59422 (URN)10.14733/cadaps.2023.839-855 (DOI)2-s2.0-85146746907 (Scopus ID)GOA;;59422 (Local ID)GOA;;59422 (Archive number)GOA;;59422 (OAI)
Available from: 2023-01-23 Created: 2023-01-23 Last updated: 2024-11-26Bibliographically approved
Stolt, R. (2023). Framtidens ingenjörer måste tänka cirkulärt! [bloggpost]. Jönköping: Jönköping University
Open this publication in new window or tab >>Framtidens ingenjörer måste tänka cirkulärt! [bloggpost]
2023 (Swedish)Other (Other (popular science, discussion, etc.))
Abstract [sv]

Ingress: Övergången till det cirkulära samhället har börjat. För tekniska högskolor och deras ingenjörsutbildningar innebär det stora förändringar.

Place, publisher, year, pages
Jönköping: Jönköping University, 2023
Series
Vertikals
Keywords
cirkulärt, hållbarhet
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:hj:diva-63665 (URN)
Note

Publicerad 15 november 2023 på bloggen Vertikals.se.

Available from: 2024-02-22 Created: 2024-02-22 Last updated: 2024-02-22Bibliographically approved
Stolt, R. (2023). Integrating the design of the product life cycle by a master bill of materials. In: P. Koomsap, A. Cooper & J. Stjepandić (Ed.), Pisut Koomsap, Adam Cooper & Josip Stjepandić (Ed.), Proceedings of the 30th ISTE International Conference on Transdisciplinary Engineering, Hua Hin Cha Am, Thailand, July 11–14, 2023: . Paper presented at 30th ISTE International Conference on Transdisciplinary Engineering, Hua Hin Cha Am, Thailand, July 11–14, 2023 (pp. 33-41). Amsterdam: IOS Press
Open this publication in new window or tab >>Integrating the design of the product life cycle by a master bill of materials
2023 (English)In: Proceedings of the 30th ISTE International Conference on Transdisciplinary Engineering, Hua Hin Cha Am, Thailand, July 11–14, 2023 / [ed] Pisut Koomsap, Adam Cooper & Josip Stjepandić, Amsterdam: IOS Press, 2023, p. 33-41Conference paper, Published paper (Refereed)
Abstract [en]

A bill of materials (BOM) is a representation of the structure of parts and components in a product. The most well-known ones are the engineering (EBOM) and the manufacturing (MBOM). However, there are several more with various purposes throughout the lifecycle of the product. All BOMs are related to the part and component structure of the product but focus on different life cycle phases. They are often individually defined in product development creating a fragmented process. In this paper it is proposed to instead define a “master BOM” It is cross functional and includes all life cycle items. The master BOM has impact on the IT environment of a company as well as the organization of the work. In this paper, the creation and management of BOMs have been investigated in an industrial company. The IT environment of the company is currently heterogeneous, but there is a change towards a PLM centric environment. Results indicate that changing the IT environment and the structure of BOMs can integrate the different domains of the company better and facilitate the early phase assessment of the environmental impact of the products.

Place, publisher, year, edition, pages
Amsterdam: IOS Press, 2023
Series
Advances in Transdisciplinary Engineering, ISSN 2352-751X, E-ISSN 2352-7528 ; 41
Keywords
"Product Life cycle Management", "Bill of Material", Platform, integration, "Information management", BOM
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:hj:diva-62879 (URN)10.3233/ATDE230595 (DOI)2-s2.0-85184304768 (Scopus ID)978-1-64368-440-6 (ISBN)978-1-64368-441-3 (ISBN)
Conference
30th ISTE International Conference on Transdisciplinary Engineering, Hua Hin Cha Am, Thailand, July 11–14, 2023
Funder
Knowledge Foundation
Available from: 2023-11-15 Created: 2023-11-15 Last updated: 2024-10-07Bibliographically approved
Stolt, R. & Arjomandi Rad, M. (2023). Transiting Between Product Development and Production: How IT in Product Development and Manufacturing Integrate. In: F. Noël, F. Nyffenegger, L. Rivest and A. Bouras (Ed.), IFIP Advances in Information and Communication Technology: . Paper presented at 19th IFIP WG 5.1 International Conference on Product Lifecycle Management, PLM 2022 Grenoble 10 July 2022 through 13 July 2022 (pp. 136-143). Springer, 667
Open this publication in new window or tab >>Transiting Between Product Development and Production: How IT in Product Development and Manufacturing Integrate
2023 (English)In: IFIP Advances in Information and Communication Technology / [ed] F. Noël, F. Nyffenegger, L. Rivest and A. Bouras, Springer, 2023, Vol. 667, p. 136-143Conference paper, Published paper (Refereed)
Abstract [en]

One crucial moment in product development is when all specifications of a product are ready, and the start of production is imminent. Companies very often have a milestone gate at this point where the development project is signed off and approved making sure that everything is ready and handing it over to the production department. This is a crucial moment involving checking a lot of information that has originated from different departments in the company. It can result in errors since the checking often is done manually and based on that staff check and report the results to a central function managing the transition. The situation is worsened by interoperability problems between different IT systems and databases used for different purposes in the company. In this paper it is examined how an automotive company currently is conducting the handover, gathering and checking all specifications before start of production. Risks of mistakes and unnecessary time loss are identified. In the paper it is discussed how the integration can be improved and the amount of manual work reduced. Results indicate that there is a potential for both saving time and reducing risk of error by automating parts of the handing over and integrating the IT systems and databases.

Place, publisher, year, edition, pages
Springer, 2023
Series
IFIP Advances in Information and Communication Technology, ISSN 1868-4238, E-ISSN 1868-422X ; 667
Keywords
Interoperability, Specifications, Automotive companies, Development programmes, Hand over, IT system, Stage gates, Product development, Production, Stage-gate
National Category
Computer and Information Sciences
Identifiers
urn:nbn:se:hj:diva-60138 (URN)10.1007/978-3-031-25182-5_14 (DOI)2-s2.0-85151050011 (Scopus ID)978-3-031-25181-8 (ISBN)978-3-031-25182-5 (ISBN)
Conference
19th IFIP WG 5.1 International Conference on Product Lifecycle Management, PLM 2022 Grenoble 10 July 2022 through 13 July 2022
Available from: 2023-04-13 Created: 2023-04-13 Last updated: 2024-02-09Bibliographically approved
Arjomandi Rad, M., Salomonsson, K., Cenanovic, M., Balague, H., Raudberget, D. & Stolt, R. (2022). Correlation-based feature extraction from computer-aided design, case study on curtain airbags design. Computers in industry (Print), 138, Article ID 103634.
Open this publication in new window or tab >>Correlation-based feature extraction from computer-aided design, case study on curtain airbags design
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2022 (English)In: Computers in industry (Print), ISSN 0166-3615, E-ISSN 1872-6194, Vol. 138, article id 103634Article in journal (Refereed) Published
Abstract [en]

Many high-level technical products are associated with changing requirements, drastic design changes, lack of design information, and uncertainties in input variables which makes their design process iterative and simulation-driven. Regression models have been proven to be useful tools during design, altering the resource-intensive finite element simulation models. However, building regression models from computer-aided design (CAD) parameters is associated with challenges such as dealing with too many parameters and their low or coupled impact on studied outputs which ultimately requires a large training dataset. As a solution, extraction of hidden features from CAD is presented on the application of volume simulation of curtain airbags concerning geometric changes in design loops. After creating a prototype that covers all aspects of a real curtain airbag, its CAD parameters have been analyzed to find out the correlation between design parameters and volume as output. Next, using the design of the experiment latin hypercube sampling method, 100 design samples are generated and the corresponding volume for each design sample was assessed. It was shown that selected CAD parameters are not highly correlated with the volume which consequently lowers the accuracy of prediction models. Various geometric entities, such as the medial axis, are used to extract several hidden features (referred to as sleeping parameters). The correlation of the new features and their performance and precision through two regression analyses are studied. The result shows that choosing sleeping parameters as input reduces dimensionality and the need to use advanced regression algorithms, allowing designers to have more accurate predictions (in this case approximately 95%) with a reasonable number of samples. Furthermore, it was concluded that using sleeping parameters in regression-based tools creates real-time prediction ability in the early development stage of the design process which could contribute to lower development lead time by eliminating design iterations.

Place, publisher, year, edition, pages
Elsevier, 2022
Keywords
CAD/CAE, Curtain Airbag, Design Automation, Feature extraction, Machine Learning, Medial Axis, Parametric models, Regression Analysis, Computer aided design, Computer aided engineering, Extraction, Forecasting, Iterative methods, Large dataset, Sleep research, Computer-aided design, Computer-aided design/CAE, Design automations, Design parameters, Design-process, Features extraction, Machine-learning, Medial axes, Regression modelling
National Category
Vehicle and Aerospace Engineering
Identifiers
urn:nbn:se:hj:diva-55973 (URN)10.1016/j.compind.2022.103634 (DOI)000772755800002 ()2-s2.0-85124806561 (Scopus ID)HOA;;798384 (Local ID)HOA;;798384 (Archive number)HOA;;798384 (OAI)
Funder
Knowledge Foundation, 20180189
Available from: 2022-03-03 Created: 2022-03-03 Last updated: 2025-02-14Bibliographically approved
Arjomandi Rad, M., Raudberget, D. & Stolt, R. (2022). Data-driven and Real-time Prediction Models for Highly Iterative Product Development Processes. In: B. R. Moser, P. Koomsap, J. Stjepandić (Ed.), Transdisciplinarity and the Future of Engineering: . Paper presented at 29th ISTE International Conference on Transdisciplinary Engineering, 2022, MI, MA, USA (pp. 463-472). IOS Press
Open this publication in new window or tab >>Data-driven and Real-time Prediction Models for Highly Iterative Product Development Processes
2022 (English)In: Transdisciplinarity and the Future of Engineering / [ed] B. R. Moser, P. Koomsap, J. Stjepandić, IOS Press, 2022, p. 463-472Conference paper, Published paper (Refereed)
Abstract [en]

Some high-level technical products are associated with transdisciplinary simulation-driven design processes. Therefore, their design process involves many stakeholders and is prone to frequent changes, leading to a highly iterative process with a long lead time. Despite the decades of statistical approximations and metamodeling techniques on prediction models, companies are still striving toachieve fully automated real-time predictions in early design phases. The literature study shows a gap in existing methods such as not being fully real-time or suffering from high dimensionality. This paper presents a generic model for the development process of such described products and motivation for such modeling through a series of semi-structured interviews with an automotive sub-supplier company. The proposed process model points to the digital verification in every design loop as the bottleneck which is then confirmed by interviewees. As alternative solutions to overcome the problems, a method for data-driven and real-time prediction models is presented to enable the designer to foresee the consequence of their decision in the design phase. To evaluate the method, two examples of such real-time metamodeling techniques, developed in an ongoing research project are discussed. The proposed examples confirm that the framework can reduce lead time spent on digital verification and therefore accelerate the design process in such products.

Place, publisher, year, edition, pages
IOS Press, 2022
Series
Advances in Transdisciplinary Engineering ; 28
Keywords
Data-driven, Prediction models, Design automation, Simulation-driven design, CAD/CAE
National Category
Computer Sciences
Identifiers
urn:nbn:se:hj:diva-56575 (URN)10.3233/ATDE220676 (DOI)2-s2.0-85142195146 (Scopus ID)978-1-64368-338-6 (ISBN)978-1-64368-339-3 (ISBN)
Conference
29th ISTE International Conference on Transdisciplinary Engineering, 2022, MI, MA, USA
Available from: 2022-05-25 Created: 2022-05-25 Last updated: 2022-11-30Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-6278-2499

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