{"id":"https://openalex.org/W4412349647","doi":"https://doi.org/10.1038/s41598-025-92025-5","title":"Life cycle assessment and multicriteria decision making analysis of additive manufacturing processes towards optimal performance and sustainability","display_name":"Life cycle assessment and multicriteria decision making analysis of additive manufacturing processes towards optimal performance and sustainability","publication_year":2025,"publication_date":"2025-07-11","ids":{"openalex":"https://openalex.org/W4412349647","doi":"https://doi.org/10.1038/s41598-025-92025-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/40646116","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/12254387"},"language":"en","primary_location":{"id":"doi:10.1038/s41598-025-92025-5","doi":"https://doi.org/10.1038/s41598-025-92025-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-025-92025-5","pdf_url":"https://www.nature.com/articles/s41598-025-92025-5.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41598-025-92025-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063198408","display_name":"Jayant Manohar Raut","orcid":"https://orcid.org/0000-0001-6799-3631","observed_orcids":["https://orcid.org/0000-0001-6799-3631"]},"institutions":[{"id":"https://openalex.org/I4405284321","display_name":"Yeshwantrao Chavan College of Engineering","ror":"https://ror.org/03bfzc083","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405284321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jayant M. Raut","raw_affiliation_strings":["Department of Civil Engineering, Yeshwantrao Chavan College of Engineering, Nagpur, Maharashtra, 441110, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Yeshwantrao Chavan College of Engineering, Nagpur, Maharashtra, 441110, India","institution_ids":["https://openalex.org/I4405284321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064991066","display_name":"Prashant B. Pande","orcid":"https://orcid.org/0000-0001-9930-7704","observed_orcids":["https://orcid.org/0000-0001-9930-7704"]},"institutions":[{"id":"https://openalex.org/I4405284321","display_name":"Yeshwantrao Chavan College of Engineering","ror":"https://ror.org/03bfzc083","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405284321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prashant B. Pande","raw_affiliation_strings":["Department of Civil Engineering, Yeshwantrao Chavan College of Engineering, Nagpur, Maharashtra, 441110, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Yeshwantrao Chavan College of Engineering, Nagpur, Maharashtra, 441110, India","institution_ids":["https://openalex.org/I4405284321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037871818","display_name":"Kamlesh Madurwar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405278111","display_name":"Priyadarshini College of Engineering","ror":"https://ror.org/050zc5n91","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405278111"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kamlesh V. Madurwar","raw_affiliation_strings":["Department of Civil Engineering, Priyadarshini Bhagwati College of Engineering, Nagpur, Maharashtra, 440024, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Priyadarshini Bhagwati College of Engineering, Nagpur, Maharashtra, 440024, India","institution_ids":["https://openalex.org/I4405278111"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114243652","display_name":"Rajesh M. Bhagat","orcid":"https://orcid.org/0000-0001-7672-0133","observed_orcids":["https://orcid.org/0000-0001-7672-0133"]},"institutions":[{"id":"https://openalex.org/I4405284321","display_name":"Yeshwantrao Chavan College of Engineering","ror":"https://ror.org/03bfzc083","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405284321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajesh M. Bhagat","raw_affiliation_strings":["Department of Civil Engineering, Yeshwantrao Chavan College of Engineering, Nagpur, Maharashtra, 441110, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Yeshwantrao Chavan College of Engineering, Nagpur, Maharashtra, 441110, India","institution_ids":["https://openalex.org/I4405284321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087756013","display_name":"Satyajit Sidheshwar Uparkar","orcid":"https://orcid.org/0000-0002-2500-7941","observed_orcids":["https://orcid.org/0000-0002-2500-7941"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Satyajit S. Uparkar","raw_affiliation_strings":["Department of Computer Science and Applications, Ramdeobaba University, Nagpur, Maharashtra, 440013, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Applications, Ramdeobaba University, Nagpur, Maharashtra, 440013, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050732644","display_name":"Nilesh M Shelke","orcid":"https://orcid.org/0000-0002-6706-3845","observed_orcids":["https://orcid.org/0000-0002-6706-3845"]},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nilesh Shelke","raw_affiliation_strings":["Symbiosis Institute of Technology, Nagpur Campus, Symbiosis International (Deemed) University, Pune, Maharashtra, 440008, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Nagpur Campus, Symbiosis International (Deemed) University, Pune, Maharashtra, 440008, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043637729","display_name":"Haytham F. Isleem","orcid":"https://orcid.org/0000-0002-4826-7420","observed_orcids":["https://orcid.org/0000-0002-4826-7420"]},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Haytham F. Isleem","raw_affiliation_strings":["Department of Computer Science, University of York, York, YO10 5DD, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of York, York, YO10 5DD, UK","institution_ids":["https://openalex.org/I52099693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017205008","display_name":"Arpita","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arpita","raw_affiliation_strings":["Department of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Chennai, 602105, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Chennai, 602105, India","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084833416","display_name":"Vikrant S. Vairagade","orcid":"https://orcid.org/0000-0001-8357-5253","observed_orcids":["https://orcid.org/0000-0001-8357-5253"]},"institutions":[{"id":"https://openalex.org/I4405278111","display_name":"Priyadarshini College of Engineering","ror":"https://ror.org/050zc5n91","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405278111"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Vikrant S. Vairagade","raw_affiliation_strings":["Department of Civil Engineering, Priyadarshini College of Engineering, Nagpur, Maharashtra, 440019, India. vikrant.vairagade@pcenagpur.edu.in"],"raw_orcid":"https://orcid.org/0000-0001-8357-5253","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Priyadarshini College of Engineering, Nagpur, Maharashtra, 440019, India. vikrant.vairagade@pcenagpur.edu.in","institution_ids":["https://openalex.org/I4405278111"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5084833416"],"corresponding_institution_ids":["https://openalex.org/I4405278111"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":4.9749,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.95462752,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"15","issue":"1","first_page":"25167","last_page":"25167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.6898999810218811,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.6898999810218811,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12190","display_name":"Innovations in Concrete and Construction Materials","score":0.1225999966263771,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10435","display_name":"Environmental Impact and Sustainability","score":0.10459999740123749,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/additive-manufacturing","display_name":"additive manufacturing","score":0.9869999885559082},{"id":"https://openalex.org/keywords/life-cycle-assessment","display_name":"life cycle assessment","score":0.8360000252723694},{"id":"https://openalex.org/keywords/gaussian-process-regression","display_name":"Gaussian process regression","score":0.9919999837875366},{"id":"https://openalex.org/keywords/multi-criteria-decision-making","display_name":"multi-criteria decision making","score":0.9649999737739563},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"particle swarm optimization","score":0.9769999980926514},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"multi-objective optimization","score":0.9660000205039978},{"id":"https://openalex.org/keywords/environmental-impact","display_name":"environmental impact","score":0.46000000834465027},{"id":"https://openalex.org/keywords/co2-emissions","display_name":"CO2 emissions","score":0.8960000276565552},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"energy consumption","score":0.8759999871253967},{"id":"https://openalex.org/keywords/material-parameter-optimization","display_name":"material parameter optimization","score":0.49300000071525574},{"id":"https://openalex.org/keywords/sustainability","display_name":"sustainability","score":0.5720000267028809},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"uncertainty quantification","score":0.656000018119812},{"id":"https://openalex.org/keywords/real-time-decision-making","display_name":"real-time decision making","score":0.5910000205039978}],"concepts":[{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.7606492638587952},{"id":"https://openalex.org/C11105738","wikidata":"https://www.wikidata.org/wiki/Q1895805","display_name":"Multiple-criteria decision analysis","level":2,"score":0.6541578769683838},{"id":"https://openalex.org/C2778706760","wikidata":"https://www.wikidata.org/wiki/Q581950","display_name":"Life-cycle assessment","level":3,"score":0.6245867013931274},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6228644251823425},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.5795735120773315},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.5332149267196655},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5075124502182007},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4457314610481262},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.34476417303085327},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3381313681602478},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2168249785900116},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1433274745941162},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.13070222735404968},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41598-025-92025-5","doi":"https://doi.org/10.1038/s41598-025-92025-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-025-92025-5","pdf_url":"https://www.nature.com/articles/s41598-025-92025-5.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},{"id":"pmid:40646116","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40646116","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific reports","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12254387","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12254387/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sci Rep","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:3d11e496be594631a8b733dd754ae853","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/3d11e496be594631a8b733dd754ae853","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Reports, Vol 15, Iss 1, Pp 1-18 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41598-025-92025-5","doi":"https://doi.org/10.1038/s41598-025-92025-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-025-92025-5","pdf_url":"https://www.nature.com/articles/s41598-025-92025-5.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":1.0},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.8970999717712402},{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5351999998092651}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412349647.pdf","grobid_xml":"https://content.openalex.org/works/W4412349647.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W4229379176","https://openalex.org/W4298140783","https://openalex.org/W4309891639","https://openalex.org/W4377238937","https://openalex.org/W4377861249","https://openalex.org/W4384559378","https://openalex.org/W4387696454","https://openalex.org/W4390816392","https://openalex.org/W4391844170","https://openalex.org/W4392580866","https://openalex.org/W4394757907","https://openalex.org/W4399356302","https://openalex.org/W4400010039","https://openalex.org/W4400260561","https://openalex.org/W4400654815","https://openalex.org/W4400774623","https://openalex.org/W4400782840"],"related_works":["https://openalex.org/W4387762819","https://openalex.org/W4385973396","https://openalex.org/W4399427340","https://openalex.org/W4388966094","https://openalex.org/W4379933402","https://openalex.org/W7128805371","https://openalex.org/W4389584917","https://openalex.org/W2997740400","https://openalex.org/W6976773126","https://openalex.org/W4400830394"],"abstract_inverted_index":{"Abstract":[0],"The":[1,293],"pressing":[2],"need":[3],"for":[4,28,93,120,180,277,305,364],"sustainable":[5,309,367],"construction":[6],"materials":[7],"and":[8,18,42,48,98,116,126,149,168,188,201,274,338,359,366],"processes":[9],"has":[10],"been":[11],"driving":[12],"research":[13],"into":[14],"the":[15,37,43,68,136,144,157,193,218,255,278,286,302,306,316,320,348,351,356],"optimum":[16],"environmental":[17,118,166],"economic":[19],"efficiency":[20,282],"of":[21,39,46,57,70,124,133,143,196,210,220,257,265,308,319,347],"Additive":[22,310],"Manufacturing":[23,311],"(AM).":[24],"Most":[25],"models":[26],"available":[27],"Life":[29,77],"Cycle":[30,78],"Assessment":[31,79],"(LCA),":[32],"however,":[33],"do":[34],"not":[35,52,134],"capture":[36],"dynamism":[38],"real-time":[40,117,177,332,357],"data":[41,119,358],"existing":[44],"levels":[45],"uncertainty,":[47],"decision-making":[49,334],"frameworks":[50],"are":[51,65,362],"adaptive":[53,333,365],"to":[54,176,191,217,232,254],"evolving":[55],"sets":[56],"criteria.":[58],"In":[59,106,203],"this":[60,107,204,206],"paper,":[61],"these":[62],"described":[63],"limitations":[64,318],"addressed":[66],"through":[67,146,335,341],"introduction":[69],"an":[71,246,297],"integrated":[72],"approach":[73,209],"that":[74,225,361],"couples":[75],"predictive":[76,110,226,326],"(LCA)":[80],"with":[81,213,260],"Gaussian":[82,329],"Process":[83,330],"Regression":[84],"(GPR),":[85],"dynamic":[86,150,173,325],"decision":[87,162,249],"criteria":[88,163],"weighting":[89,161],"via":[90],"Stochastic":[91,152,244,336],"Forest":[92,153],"Multi-Criteria":[94],"Decision":[95],"Analysis":[96],"(MCDA),":[97],"multi-objective":[99,339],"optimization":[100,215,340],"using":[101,114,243,328],"Particle":[102,342],"Swarm":[103,343],"Optimization":[104],"(PSO).":[105],"study,":[108],"GPR-based":[109],"LCA":[111,321],"is":[112,296],"conducted":[113],"historical":[115],"modeling":[121,327],"impact":[122,138],"categories":[123],"CO2":[125],"energy":[127,199,287],"use.":[128],"This":[129,313,345],"methodology":[130],"makes":[131],"estimates":[132],"only":[135],"mean":[137],"but":[139],"also":[140],"allows":[141],"quantification":[142],"uncertainties":[145,360],"confidence":[147],"intervals":[148],"LCA.":[151],"algorithm":[154],"will":[155,185],"enhance":[156],"traditional":[158],"MCDA":[159],"by":[160,234,240,283,291,323],"like":[164],"cost,":[165],"impact,":[167],"durability,":[169],"in":[170,248,263,350,369],"a":[171,261],"more":[172],"manner":[174],"aligning":[175],"manufacturing":[178,275,371],"performance":[179],"better":[181],"decision-making.":[182],"Further,":[183],"PSO":[184,271],"optimize":[186],"material":[187,197,238],"process":[189],"parameters":[190,276],"balance":[192],"multiple":[194],"objectives":[195],"strength,":[198],"efficiency,":[200],"cost-effectiveness.":[202],"way,":[205],"integrative":[207],"novel":[208],"machine":[211],"learning":[212],"bioinspired":[214],"contributes":[216],"sustainability":[219],"AM.":[221],"Experimental":[222],"results":[223],"prove":[224],"accuracy":[227,250],"can":[228,251],"be":[229,252],"achieved":[230],"up":[231],"85\u201390%":[233],"GPR,":[235],"which":[236],"reduces":[237],"wastage":[239],"12%.":[241],"By":[242],"Forest,":[245,337],"improvement":[247],"attained":[253],"extent":[256],"15\u201320%,":[258],"together":[259],"cut":[262],"costs":[264],"about":[266],"10%.":[267],"For":[268],"its":[269],"part,":[270],"optimizes":[272],"design":[273],"materials,":[279],"raising":[280],"their":[281],"10\u201315%,":[284],"while":[285],"consumption":[288],"goes":[289],"down":[290],"8\u201312%.":[292],"next":[294],"framework":[295,314,352],"important":[298],"step":[299],"toward":[300],"integrating":[301],"steps":[303],"reviewed":[304],"development":[307],"practices.":[312],"overcomes":[315],"present":[317],"model":[322],"introducing":[324],"Regression,":[331],"Optimization.":[344],"integration":[346],"techniques":[349],"would":[353],"help":[354],"address":[355],"inherent":[363],"solutions":[368],"additive":[370],"processes.":[372]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":3}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2025-10-10T00:00:00"}
