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Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons
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| Published in: | Integrating Materials and Manufacturing Innovation |
|---|---|
| Format: | Online Article RSS Article |
| Published: |
2026
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| _version_ | 1864030190719467523 |
|---|---|
| collection | WordPress RSS FRELIP Feed Integration |
| container_title | Integrating Materials and Manufacturing Innovation |
| description | |
| discipline_display | Technology & Engineering |
| discipline_facet | Technology & Engineering |
| format | Online Article RSS Article |
| genre | Journal Article |
| id | rss_article:12624 |
| institution | FRELIP |
| journal_source_facet | Integrating Materials and Manufacturing Innovation |
| publishDate | 2026 |
| publishDateSort | 2026 |
| record_format | rss_article |
| spellingShingle | Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons Manufacturing and Technology Technology & Engineering — Computing Technology & Engineering |
| sub_discipline_display | Technology & Engineering — Computing |
| sub_discipline_facet | Technology & Engineering — Computing |
| subject_display | Manufacturing and Technology Technology & Engineering — Computing Technology & Engineering Manufacturing and Technology Technology & Engineering — Computing Technology & Engineering |
| subject_facet | Manufacturing and Technology Technology & Engineering — Computing Technology & Engineering |
| title | Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons |
| title_auth | Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons |
| title_full | Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons |
| title_fullStr | Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons |
| title_full_unstemmed | Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons |
| title_short | Enhancing Finite Element Simulations of 3D-Printed PLA Using Physics-Informed Neural Networks: Validation Through Experimental Tensile Testing and Benchmark Comparisons |
| title_sort | enhancing finite element simulations of 3d-printed pla using physics-informed neural networks: validation through experimental tensile testing and benchmark comparisons |
| topic | Manufacturing and Technology Technology & Engineering — Computing Technology & Engineering |
| url | https://link.springer.com/article/10.1007/s40192-026-00439-4 |