{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,11]],"date-time":"2026-04-11T05:51:18Z","timestamp":1775886678788,"version":"3.50.1"},"reference-count":38,"publisher":"Wiley","issue":"7","license":[{"start":{"date-parts":[[2023,3,16]],"date-time":"2023-03-16T00:00:00Z","timestamp":1678924800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["advanced.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Advanced Intelligent Systems"],"published-print":{"date-parts":[[2023,7]]},"abstract":"<jats:sec><jats:label\/><jats:p>Herein, a highly productive and defect\u2010free 3D\u2010printing system enforced by deep\u2010learning (DL)\u2010based anomaly detection and reinforcement\u2010learning (RL)\u2010based optimization processes is developed. Unpredictable defect factors, such as machine setting errors or unexpected material flow, are analyzed by image\u2010based anomaly detection implemented using a variational autoencoder DL model. Real\u2010time detection and in\u2009situ correction of defects are implemented by an autocalibration algorithm in conjunction with the DL system. In view of productivity enhancement, the optimized set of diversified printing speeds can be generated from virtual simulation of RL, which is established using a physics\u2010based engineering model. The RL\u2010simulated parameter set maximizes printing speed and minimizes deflection\u2010related failures throughout the 3D\u2010printing process. With the synergistic assistance of DL and RL techniques, the developed system can overcome the inherent challenging intractability of 3D printing in terms of material property and geometry, achieving high process productivity.<\/jats:p><\/jats:sec>","DOI":"10.1002\/aisy.202200462","type":"journal-article","created":{"date-parts":[[2023,3,16]],"date-time":"2023-03-16T07:44:50Z","timestamp":1678952690000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":19,"title":["Highly Productive 3D Printing Process to Transcend Intractability in Materials and Geometries via Interactive Machine\u2010Learning\u2010Based Technique"],"prefix":"10.1002","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9672-5393","authenticated-orcid":false,"given":"Yuseok","family":"Kim","sequence":"first","affiliation":[{"name":"School of Mechanical Engineering Pusan National University  Busan 46241 Republic of Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5515-8660","authenticated-orcid":false,"given":"Suk Hee","family":"Park","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering Pusan National University  Busan 46241 Republic of Korea"}]}],"member":"311","published-online":{"date-parts":[[2023,3,16]]},"reference":[{"key":"e_1_2_8_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-56127-7"},{"key":"e_1_2_8_3_1","first-page":"113","volume":"45","author":"Goh G.","year":"2020","journal-title":"Sciences"},{"key":"e_1_2_8_4_1","doi-asserted-by":"publisher","DOI":"10.1002\/adfm.202000187"},{"key":"e_1_2_8_5_1","doi-asserted-by":"publisher","DOI":"10.1080\/17452759.2020.1842619"},{"key":"e_1_2_8_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/17452759.2017.1338065"},{"key":"e_1_2_8_7_1","author":"Turner B. N.","year":"2014","journal-title":"Rapid prototype. J."},{"key":"e_1_2_8_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2017.01.171"},{"key":"e_1_2_8_9_1","doi-asserted-by":"publisher","DOI":"10.1002\/app.48545"},{"key":"e_1_2_8_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-019-03844-6"},{"key":"e_1_2_8_11_1","first-page":"135","volume":"32","author":"Oropallo W.","year":"2016","journal-title":"Computers"},{"key":"e_1_2_8_12_1","doi-asserted-by":"publisher","DOI":"10.1557\/s43577-021-00051-1"},{"key":"e_1_2_8_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2015.04.003"},{"key":"e_1_2_8_14_1","first-page":"1900138","volume":"2","author":"Thai M. T.","year":"2020","journal-title":"Systems"},{"key":"e_1_2_8_15_1","first-page":"2000043","volume":"2","author":"Suvarna M.","year":"2020","journal-title":"Systems"},{"key":"e_1_2_8_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2021.01.008"},{"key":"e_1_2_8_17_1","author":"Liu C.","year":"2022","journal-title":"J. Manufact. Syst."},{"key":"e_1_2_8_18_1","first-page":"1900130","volume":"2","author":"Jin Z.","year":"2020","journal-title":"Systems"},{"key":"e_1_2_8_19_1","first-page":"102691","author":"Qin J.","year":"2022","journal-title":"Addit. Manuf."},{"key":"e_1_2_8_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.addma.2020.101538"},{"key":"e_1_2_8_21_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-020-09876-9"},{"key":"e_1_2_8_22_1","first-page":"1","author":"Davtalab O.","year":"2020","journal-title":"J. Intell. Manuf."},{"key":"e_1_2_8_23_1","doi-asserted-by":"publisher","DOI":"10.1080\/10426914.2016.1257135"},{"key":"e_1_2_8_24_1","unstructured":"P.Bergmann M.Fauser D.Sattlegger C.Steger inProc. of the IEEE\/CVF Conf. on Computer Vision and Pattern Recognition IEEE Piscataway NJ2019 pp.9592\u20139600."},{"key":"e_1_2_8_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2018.2866730"},{"key":"e_1_2_8_26_1","unstructured":"S.Park J.Lim Y.Jeon J. Y.Choi inProc. of the IEEE\/CVF Int. Conf. on Computer Vision IEEE Piscataway NJ2021 pp.735\u2013744."},{"key":"e_1_2_8_27_1","first-page":"1420","volume":"17","author":"Park I.-B.","year":"2019","journal-title":"IEEE Trans. Autom. Sci. Eng."},{"key":"e_1_2_8_28_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1973138"},{"key":"e_1_2_8_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2021.107969"},{"key":"e_1_2_8_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.addma.2021.102033"},{"key":"e_1_2_8_31_1","unstructured":"J.Schulman S.Levine P.Abbeel M.Jordan P.Moritz inProc. of the 31st Int. Conf. Machine Learning Vol.37 JMLR: W&CP Lille France2015 pp.1889\u20131897."},{"key":"e_1_2_8_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2012.2218595"},{"key":"e_1_2_8_33_1","unstructured":"J.Schulman F.Wolski P.Dhariwal A.Radford O.Klimov Proximal Policy Optimization Algorithms arXiv preprint arXiv:1707.06347 2017."},{"key":"e_1_2_8_34_1","doi-asserted-by":"crossref","unstructured":"Y.Tang S.Agrawal inProc. AAAI Conf. on Artificial Intelligence IEEE Piscataway NJ2020 pp.5981\u20135988.","DOI":"10.1609\/aaai.v34i04.6059"},{"key":"e_1_2_8_35_1","first-page":"503","volume":"5","author":"Pandey A.","year":"2019","journal-title":"Int. J. Adv. Res. Ideas Innov. Technol."},{"key":"e_1_2_8_36_1","doi-asserted-by":"crossref","unstructured":"M.W\u00fcthrich W. J.Elspass P.Bos S.Holdener inInter. Conf. on Additive Manufacturing in Products and Applications Springer New York2020 pp.130\u2013145.","DOI":"10.1007\/978-3-030-54334-1_10"},{"key":"e_1_2_8_37_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2019.02.018"},{"key":"e_1_2_8_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compositesb.2016.06.009"},{"key":"e_1_2_8_39_1","volume-title":"Roark's Formulas For Stress And Strain","author":"Young W. C.","year":"2012"}],"container-title":["Advanced Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/aisy.202200462","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1002\/aisy.202200462","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/advanced.onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/aisy.202200462","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T23:46:11Z","timestamp":1759880771000},"score":1,"resource":{"primary":{"URL":"https:\/\/advanced.onlinelibrary.wiley.com\/doi\/10.1002\/aisy.202200462"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,3,16]]},"references-count":38,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2023,7]]}},"alternative-id":["10.1002\/aisy.202200462"],"URL":"https:\/\/doi.org\/10.1002\/aisy.202200462","archive":["Portico"],"relation":{},"ISSN":["2640-4567","2640-4567"],"issn-type":[{"value":"2640-4567","type":"print"},{"value":"2640-4567","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,3,16]]},"assertion":[{"value":"2022-12-29","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-03-16","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"2200462"}}