{"id":48816,"date":"2025-09-28T13:44:17","date_gmt":"2025-09-28T13:44:17","guid":{"rendered":"https:\/\/www.newsbeep.com\/ie\/48816\/"},"modified":"2025-09-28T13:44:17","modified_gmt":"2025-09-28T13:44:17","slug":"environment-process-structure-property-linkages-in-additive-manufacturing","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/ie\/48816\/","title":{"rendered":"Environment\u2013process\u2013structure\u2013property linkages in additive manufacturing"},"content":{"rendered":"<p class=\"c-article-references__text\" id=\"ref-CR1\">Graziosi, S. et al. A vision for sustainable additive manufacturing. Nat. Sustain. 7, 698\u2013705 (2024).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1038\/s41893-024-01313-x\" data-track-item_id=\"10.1038\/s41893-024-01313-x\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1038%2Fs41893-024-01313-x\" aria-label=\"Article reference 1\" data-doi=\"10.1038\/s41893-024-01313-x\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 1\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=A%20vision%20for%20sustainable%20additive%20manufacturing&amp;journal=Nat.%20Sustain.&amp;doi=10.1038%2Fs41893-024-01313-x&amp;volume=7&amp;pages=698-705&amp;publication_year=2024&amp;author=Graziosi%2CS\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR2\">Nipu, S. M. A. et al. Advances and perspectives in multi-material additive manufacturing of heterogenous metal-polymer components. npj Adv. Manuf. 2, 31 (2025).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1038\/s44334-025-00045-w\" data-track-item_id=\"10.1038\/s44334-025-00045-w\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1038%2Fs44334-025-00045-w\" aria-label=\"Article reference 2\" data-doi=\"10.1038\/s44334-025-00045-w\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 2\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Advances%20and%20perspectives%20in%20multi-material%20additive%20manufacturing%20of%20heterogenous%20metal-polymer%20components&amp;journal=npj%20Adv.%20Manuf.&amp;doi=10.1038%2Fs44334-025-00045-w&amp;volume=2&amp;publication_year=2025&amp;author=Nipu%2CSMA\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR3\">Reitz, B. et al. Additive manufacturing under lunar gravity and microgravity. Microgravity Sci. Technol. 33, 25 (2021).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"noopener nofollow\" data-track-label=\"10.1007\/s12217-021-09878-4\" data-track-item_id=\"10.1007\/s12217-021-09878-4\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/link.springer.com\/doi\/10.1007\/s12217-021-09878-4\" aria-label=\"Article reference 3\" data-doi=\"10.1007\/s12217-021-09878-4\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 3\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Additive%20manufacturing%20under%20lunar%20gravity%20and%20microgravity&amp;journal=Microgravity%20Sci.%20Technol.&amp;doi=10.1007%2Fs12217-021-09878-4&amp;volume=33&amp;publication_year=2021&amp;author=Reitz%2CB\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR4\">Surjadi, J. U. &amp; Portela, C. M. Enabling three-dimensional architected materials across length scales and timescales. Nat. Mater. 24, 493\u2013505 (2025).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1038\/s41563-025-02119-8\" data-track-item_id=\"10.1038\/s41563-025-02119-8\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1038%2Fs41563-025-02119-8\" aria-label=\"Article reference 4\" data-doi=\"10.1038\/s41563-025-02119-8\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"link\" data-track-item_id=\"link\" data-track-value=\"cas reference\" data-track-action=\"cas reference\" href=\"https:\/\/www.nature.com\/articles\/cas-redirect\/1:CAS:528:DC%2BB2MXnvFWrsbc%3D\" aria-label=\"CAS reference 4\" target=\"_blank\">CAS<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 4\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Enabling%20three-dimensional%20architected%20materials%20across%20length%20scales%20and%20timescales&amp;journal=Nat.%20Mater.&amp;doi=10.1038%2Fs41563-025-02119-8&amp;volume=24&amp;pages=493-505&amp;publication_year=2025&amp;author=Surjadi%2CJU&amp;author=Portela%2CCM\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR5\">De Rosa, C., Park, C., Thomas, E. L. &amp; Lotz, B. Microdomain patterns from directional eutectic solidification and epitaxy. Nature 405, 433\u2013437 (2000).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1038\/35013018\" data-track-item_id=\"10.1038\/35013018\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1038%2F35013018\" aria-label=\"Article reference 5\" data-doi=\"10.1038\/35013018\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 5\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Microdomain%20patterns%20from%20directional%20eutectic%20solidification%20and%20epitaxy&amp;journal=Nature&amp;doi=10.1038%2F35013018&amp;volume=405&amp;pages=433-437&amp;publication_year=2000&amp;author=Rosa%2CC&amp;author=Park%2CC&amp;author=Thomas%2CEL&amp;author=Lotz%2CB\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR6\">Lau, D., Broderick, K., Buehler, M. J. &amp; B\u00fcy\u00fck\u00f6zt\u00fcrk, O. A robust nanoscale experimental quantification of fracture energy in a bilayer material system. Proc. Natl Acad. Sci. USA 111, 11990\u201311995 (2014).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1073\/pnas.1402893111\" data-track-item_id=\"10.1073\/pnas.1402893111\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1073%2Fpnas.1402893111\" aria-label=\"Article reference 6\" data-doi=\"10.1073\/pnas.1402893111\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"link\" data-track-item_id=\"link\" data-track-value=\"cas reference\" data-track-action=\"cas reference\" href=\"https:\/\/www.nature.com\/articles\/cas-redirect\/1:CAS:528:DC%2BC2cXht1Kkt7zK\" aria-label=\"CAS reference 6\" target=\"_blank\">CAS<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 6\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=A%20robust%20nanoscale%20experimental%20quantification%20of%20fracture%20energy%20in%20a%20bilayer%20material%20system&amp;journal=Proc.%20Natl%20Acad.%20Sci.%20USA&amp;doi=10.1073%2Fpnas.1402893111&amp;volume=111&amp;pages=11990-11995&amp;publication_year=2014&amp;author=Lau%2CD&amp;author=Broderick%2CK&amp;author=Buehler%2CMJ&amp;author=B%C3%BCy%C3%BCk%C3%B6zt%C3%BCrk%2CO\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR7\">Zhang, Y. et al. 3D printing technology in concrete construction. Nat. Rev. Clean Technol. 1, 288\u2013303 (2025).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1038\/s44359-025-00047-z\" data-track-item_id=\"10.1038\/s44359-025-00047-z\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1038%2Fs44359-025-00047-z\" aria-label=\"Article reference 7\" data-doi=\"10.1038\/s44359-025-00047-z\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 7\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=3D%20printing%20technology%20in%20concrete%20construction&amp;journal=Nat.%20Rev.%20Clean%20Technol.&amp;doi=10.1038%2Fs44359-025-00047-z&amp;volume=1&amp;pages=288-303&amp;publication_year=2025&amp;author=Zhang%2CY\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR8\">Wu, P., Qian, C. &amp; Okwudire, C. E. Design, modeling and feedforward control of a hybrid extruder for material extrusion additive manufacturing. Addit. Manuf. 92, 104378 (2024).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 8\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Design%2C%20modeling%20and%20feedforward%20control%20of%20a%20hybrid%20extruder%20for%20material%20extrusion%20additive%20manufacturing&amp;journal=Addit.%20Manuf.&amp;volume=92&amp;publication_year=2024&amp;author=Wu%2CP&amp;author=Qian%2CC&amp;author=Okwudire%2CCE\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR9\">Tiwari, K. &amp; Kumar, S. Analysis of the factors affecting the dimensional accuracy of 3D printed products. Mater. Today Proc. 5, 18674\u201318680 (2018).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1016\/j.matpr.2018.06.213\" data-track-item_id=\"10.1016\/j.matpr.2018.06.213\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1016%2Fj.matpr.2018.06.213\" aria-label=\"Article reference 9\" data-doi=\"10.1016\/j.matpr.2018.06.213\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 9\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Analysis%20of%20the%20factors%20affecting%20the%20dimensional%20accuracy%20of%203D%20printed%20products&amp;journal=Mater.%20Today%20Proc.&amp;doi=10.1016%2Fj.matpr.2018.06.213&amp;volume=5&amp;pages=18674-18680&amp;publication_year=2018&amp;author=Tiwari%2CK&amp;author=Kumar%2CS\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR10\">Jin, Z., Zhang, Z., Demir, K. &amp; Gu, G. X. Machine learning for advanced additive manufacturing. Matter 3, 1541\u20131556 (2020).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1016\/j.matt.2020.08.023\" data-track-item_id=\"10.1016\/j.matt.2020.08.023\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1016%2Fj.matt.2020.08.023\" aria-label=\"Article reference 10\" data-doi=\"10.1016\/j.matt.2020.08.023\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 10\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Machine%20learning%20for%20advanced%20additive%20manufacturing&amp;journal=Matter&amp;doi=10.1016%2Fj.matt.2020.08.023&amp;volume=3&amp;pages=1541-1556&amp;publication_year=2020&amp;author=Jin%2CZ&amp;author=Zhang%2CZ&amp;author=Demir%2CK&amp;author=Gu%2CGX\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR11\">Gunasegaram, D. R. et al. Towards developing multiscale-multiphysics models and their surrogates for digital twins of metal additive manufacturing. Addit. Manuf. 46, 102089 (2021).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 11\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Towards%20developing%20multiscale-multiphysics%20models%20and%20their%20surrogates%20for%20digital%20twins%20of%20metal%20additive%20manufacturing&amp;journal=Addit.%20Manuf.&amp;volume=46&amp;publication_year=2021&amp;author=Gunasegaram%2CDR\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR12\">Wang, X. Q., Jin, Z., Zheng, B. &amp; Gu, G. X. Transformer-based approach for printing quality recognition in fused filament fabrication. npj Adv. Manuf. 2, 15 (2025).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1038\/s44334-025-00025-0\" data-track-item_id=\"10.1038\/s44334-025-00025-0\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1038%2Fs44334-025-00025-0\" aria-label=\"Article reference 12\" data-doi=\"10.1038\/s44334-025-00025-0\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 12\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Transformer-based%20approach%20for%20printing%20quality%20recognition%20in%20fused%20filament%20fabrication&amp;journal=npj%20Adv.%20Manuf.&amp;doi=10.1038%2Fs44334-025-00025-0&amp;volume=2&amp;publication_year=2025&amp;author=Wang%2CXQ&amp;author=Jin%2CZ&amp;author=Zheng%2CB&amp;author=Gu%2CGX\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR13\">Zhu, Z., Ng, D. W. H., Park, H. S. &amp; McAlpine, M. C. 3D-printed multifunctional materials enabled by artificial-intelligence-assisted fabrication technologies. Nat. Rev. Mater. 6, 27\u201347 (2021).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1038\/s41578-020-00235-2\" data-track-item_id=\"10.1038\/s41578-020-00235-2\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1038%2Fs41578-020-00235-2\" aria-label=\"Article reference 13\" data-doi=\"10.1038\/s41578-020-00235-2\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 13\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=3D-printed%20multifunctional%20materials%20enabled%20by%20artificial-intelligence-assisted%20fabrication%20technologies&amp;journal=Nat.%20Rev.%20Mater.&amp;doi=10.1038%2Fs41578-020-00235-2&amp;volume=6&amp;pages=27-47&amp;publication_year=2021&amp;author=Zhu%2CZ&amp;author=Ng%2CDWH&amp;author=Park%2CHS&amp;author=McAlpine%2CMC\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR14\">Ren, Z. et al. Machine learning\u2013aided real-time detection of keyhole pore generation in laser powder bed fusion. Science 379, 89\u201394 (2023).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1126\/science.add4667\" data-track-item_id=\"10.1126\/science.add4667\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1126%2Fscience.add4667\" aria-label=\"Article reference 14\" data-doi=\"10.1126\/science.add4667\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"link\" data-track-item_id=\"link\" data-track-value=\"cas reference\" data-track-action=\"cas reference\" href=\"https:\/\/www.nature.com\/articles\/cas-redirect\/1:CAS:528:DC%2BB3sXmtlejsQ%3D%3D\" aria-label=\"CAS reference 14\" target=\"_blank\">CAS<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 14\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Machine%20learning%E2%80%93aided%20real-time%20detection%20of%20keyhole%20pore%20generation%20in%20laser%20powder%20bed%20fusion&amp;journal=Science&amp;doi=10.1126%2Fscience.add4667&amp;volume=379&amp;pages=89-94&amp;publication_year=2023&amp;author=Ren%2CZ\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n<p class=\"c-article-references__text\" id=\"ref-CR15\">Wang, X. Q., Jin, Z., Ravichandran, D. &amp; Gu, G. X. Artificial intelligence and multiscale modeling for sustainable biopolymers and bioinspired materials. Adv. Mater. 37, 2416901 (2025).<\/p>\n<p class=\"c-article-references__links u-hide-print\"><a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"10.1002\/adma.202416901\" data-track-item_id=\"10.1002\/adma.202416901\" data-track-value=\"article reference\" data-track-action=\"article reference\" href=\"https:\/\/doi.org\/10.1002%2Fadma.202416901\" aria-label=\"Article reference 15\" data-doi=\"10.1002\/adma.202416901\" target=\"_blank\">Article<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" rel=\"nofollow noopener\" data-track-label=\"link\" data-track-item_id=\"link\" data-track-value=\"cas reference\" data-track-action=\"cas reference\" href=\"https:\/\/www.nature.com\/articles\/cas-redirect\/1:CAS:528:DC%2BB2MXmt1GlsLc%3D\" aria-label=\"CAS reference 15\" target=\"_blank\">CAS<\/a>\u00a0<br \/>\n    <a data-track=\"click_references\" data-track-action=\"google scholar reference\" data-track-value=\"google scholar reference\" data-track-label=\"link\" data-track-item_id=\"link\" rel=\"nofollow noopener\" aria-label=\"Google Scholar reference 15\" href=\"http:\/\/scholar.google.com\/scholar_lookup?&amp;title=Artificial%20intelligence%20and%20multiscale%20modeling%20for%20sustainable%20biopolymers%20and%20bioinspired%20materials&amp;journal=Adv.%20Mater.&amp;doi=10.1002%2Fadma.202416901&amp;volume=37&amp;publication_year=2025&amp;author=Wang%2CXQ&amp;author=Jin%2CZ&amp;author=Ravichandran%2CD&amp;author=Gu%2CGX\" target=\"_blank\"><br \/>\n                    Google Scholar<\/a>\u00a0\n                <\/p>\n","protected":false},"excerpt":{"rendered":"Graziosi, S. et al. A vision for sustainable additive manufacturing. Nat. Sustain. 7, 698\u2013705 (2024). Article\u00a0 Google Scholar\u00a0&hellip;\n","protected":false},"author":2,"featured_media":48817,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[35573,9266,1070,246,35571,61,60,1436,35570,35572,82,9707],"class_list":{"0":"post-48816","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-environment","8":"tag-economics-and-management","9":"tag-energy-efficiency","10":"tag-energy-policy","11":"tag-environment","12":"tag-environmental-science-and-engineering","13":"tag-ie","14":"tag-ireland","15":"tag-materials-science","16":"tag-mechanical-engineering","17":"tag-renewable-and-green-energy","18":"tag-science","19":"tag-sustainable-development"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts\/48816","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/comments?post=48816"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts\/48816\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/media\/48817"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/media?parent=48816"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/categories?post=48816"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/tags?post=48816"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}