Research graph
References from A Framework for Knowledge Reuse in Sheet Metal Forming Tooling Design: From Tacit Expertise to Data-Driven Decision. Local targets link to admitted publications; unresolved targets remain external evidence.
Understanding the differences between how novice and experienced designers approach design tasks
10.1007/s00163-002-0023-z · 2003 · External reference
Integration of data science with product design towards data-driven design
10.1016/j.cirp.2024.06.003 · 2024 · External reference
10.5644/pi2024.215.07
10.5644/pi2024.215.07 · External reference
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External reference
Industrial Artificial Intelligence for industry 4.0-based manufacturing systems
2018 · External reference
Review of artificial intelligence applications in engineering design perspective
10.1016/j.engappai.2022.105697 · 2023 · External reference
Acoustic emission monitoring for necking in sheet metal forming
10.1016/j.jmatprotec.2022.117758 · 2022 · External reference
A Case-based Reasoning Method Including Tooling Function for Case Retrieval and Reuse in Stamping Tooling Design
10.14733/cadaps.2023.839-855 · 2023 · External reference
Data-driven smart manufacturing
10.1016/j.jmsy.2018.01.006 · 2018 · External reference
A Comprehensive Literature Review of the Applications of AI Techniques Through the Lifecycle of Industrial Equipment
10.1007/s44163-023-00089-x · 2023 · External reference
Exploring AI/ML approaches for CBR-enabled Knowledge Reuse in Sheet Metal Tooling Development
10.1016/j.procir.2025.08.127 · 2025 · External reference
Supporting connectivism in knowledge based engineering with graph theory, filtering techniques and model quality assurance
10.1016/j.aei.2018.07.005 · 2018 · External reference
Metal forming beyond shaping: Predicting and setting product properties
10.1016/j.cirp.2015.05.001 · 2015 · External reference
Sheet metal tooling: Selective review of online monitoring trends
2019 · External reference
Machine learning can improve the use of process capability data to predict tolerances in blanking and piercing manufacturing processes
10.1016/j.rineng.2023.101523 · 2023 · External reference
10.1117/12.2675249
10.1117/12.2675249 · External reference
A framework for similarity recognition of CAD models
2016 · External reference
AI based geometric similarity search supporting component reuse in engineering design
10.1016/j.procir.2022.05.249 · 2022 · External reference
Classification, representation, and automatic extraction of deformation features in sheet metal parts
10.1016/j.cad.2013.06.010 · 2013 · External reference
3D CAD model retrieval in early design based on sketch and machining features
10.1080/0951192x.2025.2554683 · 2026 · External reference
10.1007/978-981-95-2113-5
10.1007/978-981-95-2113-5 · External reference
Unresolved reference
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Unresolved reference
External reference
Unresolved reference
External reference
An engineering design knowledge reuse methodology using process modelling
10.1007/s00163-007-0028-8 · 2007 · External reference
Product Data Reuse in Product Development: A Practitioner’s Perspective
2012 · External reference
Data-driven design in concept development: Systematic review and missed opportunities
10.1017/dsd.2020.4 · 2020 · External reference
The Research and Application of Case-Based Reasoning in Fixture Design
2012 · External reference
10.3233/aic-1994-7104
10.3233/aic-1994-7104 · External reference
Indexing and Retrieval in Metal Stamping Die Design Using Case-based Reasoning
10.1115/1.1630339 · 2003 · External reference
10.1109/ieem.2009.5373084
10.1109/ieem.2009.5373084 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Induction of decision trees
10.1023/a:1022643204877 · 1986 · External reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · External reference
Correlation Coefficients: Appropriate Use and Interpretation
10.1213/ane.0000000000002864 · 2018 · External reference
Collinearity: A review of methods to deal with it and a simulation study evaluating their performance
10.1111/j.1600-0587.2012.07348.x · 2013 · External reference
Unresolved reference
External reference
10.1186/1471-2105-9-307
10.1186/1471-2105-9-307 · External reference
Explaining anomalies in coal proximity and coal processing data with Shapley and tree-based models
10.1016/j.fuel.2022.126891 · 2023 · External reference
Explaining xgboost predictions with shap value: A comprehensive guide to interpreting decision tree-based models
10.3846/ntcs.2023.17901 · 2023 · External reference
A Unified Approach to Interpreting Model Predictions
2017 · External reference
Unresolved reference
External reference
Unresolved reference
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Unresolved reference
External reference
10.1007/978-981-95-2113-5
10.1007/978-981-95-2113-5 · ExternalCitation · doi-reference
Understanding the differences between how novice and experienced designers approach design tasks
10.1007/s00163-002-0023-z · ExternalCitation · doi-reference
An engineering design knowledge reuse methodology using process modelling
10.1007/s00163-007-0028-8 · ExternalCitation · doi-reference
A Comprehensive Literature Review of the Applications of AI Techniques Through the Lifecycle of Industrial Equipment
10.1007/s44163-023-00089-x · ExternalCitation · doi-reference
Supporting connectivism in knowledge based engineering with graph theory, filtering techniques and model quality assurance
10.1016/j.aei.2018.07.005 · ExternalCitation · doi-reference
Classification, representation, and automatic extraction of deformation features in sheet metal parts
10.1016/j.cad.2013.06.010 · ExternalCitation · doi-reference
Metal forming beyond shaping: Predicting and setting product properties
10.1016/j.cirp.2015.05.001 · ExternalCitation · doi-reference
Integration of data science with product design towards data-driven design
10.1016/j.cirp.2024.06.003 · ExternalCitation · doi-reference
Review of artificial intelligence applications in engineering design perspective
10.1016/j.engappai.2022.105697 · ExternalCitation · doi-reference
Explaining anomalies in coal proximity and coal processing data with Shapley and tree-based models
10.1016/j.fuel.2022.126891 · ExternalCitation · doi-reference
Acoustic emission monitoring for necking in sheet metal forming
10.1016/j.jmatprotec.2022.117758 · ExternalCitation · doi-reference
Data-driven smart manufacturing
10.1016/j.jmsy.2018.01.006 · ExternalCitation · doi-reference
AI based geometric similarity search supporting component reuse in engineering design
10.1016/j.procir.2022.05.249 · ExternalCitation · doi-reference
Exploring AI/ML approaches for CBR-enabled Knowledge Reuse in Sheet Metal Tooling Development
10.1016/j.procir.2025.08.127 · ExternalCitation · doi-reference
Machine learning can improve the use of process capability data to predict tolerances in blanking and piercing manufacturing processes
10.1016/j.rineng.2023.101523 · ExternalCitation · doi-reference
Data-driven design in concept development: Systematic review and missed opportunities
10.1017/dsd.2020.4 · ExternalCitation · doi-reference
Random forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
Induction of decision trees
10.1023/a:1022643204877 · ExternalCitation · doi-reference
3D CAD model retrieval in early design based on sketch and machining features
10.1080/0951192x.2025.2554683 · ExternalCitation · doi-reference
10.1109/ieem.2009.5373084
10.1109/ieem.2009.5373084 · ExternalCitation · doi-reference
Collinearity: A review of methods to deal with it and a simulation study evaluating their performance
10.1111/j.1600-0587.2012.07348.x · ExternalCitation · doi-reference
Indexing and Retrieval in Metal Stamping Die Design Using Case-based Reasoning
10.1115/1.1630339 · ExternalCitation · doi-reference
10.1117/12.2675249
10.1117/12.2675249 · ExternalCitation · doi-reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · ExternalCitation · doi-reference
10.1186/1471-2105-9-307
10.1186/1471-2105-9-307 · ExternalCitation · doi-reference
Correlation Coefficients: Appropriate Use and Interpretation
10.1213/ane.0000000000002864 · ExternalCitation · doi-reference
A Case-based Reasoning Method Including Tooling Function for Case Retrieval and Reuse in Stamping Tooling Design
10.14733/cadaps.2023.839-855 · ExternalCitation · doi-reference
10.3233/aic-1994-7104
10.3233/aic-1994-7104 · ExternalCitation · doi-reference
Explaining xgboost predictions with shap value: A comprehensive guide to interpreting decision tree-based models
10.3846/ntcs.2023.17901 · ExternalCitation · doi-reference
10.5644/pi2024.215.07
10.5644/pi2024.215.07 · ExternalCitation · doi-reference
