{"id":"https://openalex.org/W4389450167","doi":"https://doi.org/10.1115/1.4064215","title":"Deep Learning in Computational Design Synthesis: A Comprehensive Review","display_name":"Deep Learning in Computational Design Synthesis: A Comprehensive Review","publication_year":2023,"publication_date":"2023-12-07","ids":{"openalex":"https://openalex.org/W4389450167","doi":"https://doi.org/10.1115/1.4064215"},"language":"en","primary_location":{"id":"doi:10.1115/1.4064215","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4064215","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072337895","display_name":"Shubhendu Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Shubhendu Kumar Singh","raw_affiliation_strings":["Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607"],"affiliations":[{"raw_affiliation_string":"Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090155483","display_name":"Rahul Rai","orcid":"https://orcid.org/0000-0002-6478-4065"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rahul Rai","raw_affiliation_strings":["Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607"],"affiliations":[{"raw_affiliation_string":"Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085073470","display_name":"Raj Pradip Khawale","orcid":"https://orcid.org/0000-0002-9459-8634"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raj Pradip Khawale","raw_affiliation_strings":["Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607"],"affiliations":[{"raw_affiliation_string":"Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029287878","display_name":"Darshil Patel","orcid":"https://orcid.org/0000-0002-7425-3815"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Darshil Patel","raw_affiliation_strings":["Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","Innovative Technologies Complex, 85 Murray Hill Road Vestal, NY 13850","Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607"],"affiliations":[{"raw_affiliation_string":"Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Innovative Technologies Complex, 85 Murray Hill Road Vestal, NY 13850","institution_ids":[]},{"raw_affiliation_string":"Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048954553","display_name":"Dustin Bielecki","orcid":"https://orcid.org/0000-0003-1878-3480"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dustin Bielecki","raw_affiliation_strings":["Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607"],"affiliations":[{"raw_affiliation_string":"Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ryan Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan Nguyen","raw_affiliation_strings":["Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607"],"affiliations":[{"raw_affiliation_string":"Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100384599","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0001-6802-9561"},"institutions":[{"id":"https://openalex.org/I16269868","display_name":"Santa Clara University","ror":"https://ror.org/03ypqe447","country_code":"US","type":"education","lineage":["https://openalex.org/I16269868"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jun Wang","raw_affiliation_strings":["Santa Clara University Geometric Informatics For Technology, Engineering, and Design (GIFTED) Lab, Department of Mechanical Engineering, , Santa Clara, CA 95053","Geometric Informatics For Technology, Engineering, and Design (GIFTED) Lab, Department of Mechanical Engineering, Santa Clara University, Santa Clara, CA 95053"],"affiliations":[{"raw_affiliation_string":"Santa Clara University Geometric Informatics For Technology, Engineering, and Design (GIFTED) Lab, Department of Mechanical Engineering, , Santa Clara, CA 95053","institution_ids":["https://openalex.org/I16269868"]},{"raw_affiliation_string":"Geometric Informatics For Technology, Engineering, and Design (GIFTED) Lab, Department of Mechanical Engineering, Santa Clara University, Santa Clara, CA 95053","institution_ids":["https://openalex.org/I16269868"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100433015","display_name":"Zhibo Zhang","orcid":"https://orcid.org/0000-0001-9293-2187"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhibo Zhang","raw_affiliation_strings":["Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","Buffalo Buffalo, NY 14260"],"affiliations":[{"raw_affiliation_string":"Clemson University Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, , Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Geometric Reasoning and Artificial Intelligence (GRAIL) Lab, Department of Automotive Engineering, Clemson University, Greenville, SC 29607","institution_ids":["https://openalex.org/I8078737"]},{"raw_affiliation_string":"Buffalo Buffalo, NY 14260","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5072337895"],"corresponding_institution_ids":["https://openalex.org/I8078737"],"apc_list":null,"apc_paid":null,"fwci":1.6516,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.82089876,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"24","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10672","display_name":"Design Education and Practice","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11729","display_name":"Product Development and Customization","score":0.9725000262260437,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.97079998254776,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6710423231124878},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.517326831817627},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.5148791074752808},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49354279041290283},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4883994460105896},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4773328900337219},{"id":"https://openalex.org/keywords/computational-model","display_name":"Computational model","score":0.4484642446041107},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.44018489122390747},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35630732774734497},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3297286629676819},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20673179626464844}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6710423231124878},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.517326831817627},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.5148791074752808},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49354279041290283},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4883994460105896},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4773328900337219},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.4484642446041107},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.44018489122390747},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35630732774734497},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3297286629676819},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20673179626464844},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4064215","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4064215","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.4399999976158142,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":425,"referenced_works":["https://openalex.org/W11982742","https://openalex.org/W41554520","https://openalex.org/W613766092","https://openalex.org/W809122546","https://openalex.org/W889963820","https://openalex.org/W1492968835","https://openalex.org/W1493971325","https://openalex.org/W1497239922","https://openalex.org/W1514338110","https://openalex.org/W1536590496","https://openalex.org/W1564670092","https://openalex.org/W1573186872","https://openalex.org/W1575923498","https://openalex.org/W1890889892","https://openalex.org/W1920022804","https://openalex.org/W1924770834","https://openalex.org/W1928278792","https://openalex.org/W1946609740","https://openalex.org/W1963758284","https://openalex.org/W1969047448","https://openalex.org/W1973070179","https://openalex.org/W1983485225","https://openalex.org/W1984823519","https://openalex.org/W1989504059","https://openalex.org/W1992146702","https://openalex.org/W2000425991","https://openalex.org/W2005314985","https://openalex.org/W2006818801","https://openalex.org/W2006848930","https://openalex.org/W2009828212","https://openalex.org/W2017237675","https://openalex.org/W2021012767","https://openalex.org/W2023661309","https://openalex.org/W2025157389","https://openalex.org/W2029805315","https://openalex.org/W2033521020","https://openalex.org/W2035953391","https://openalex.org/W2038946674","https://openalex.org/W2040870580","https://openalex.org/W2043934703","https://openalex.org/W2046660275","https://openalex.org/W2048711666","https://openalex.org/W2050576295","https://openalex.org/W2060106113","https://openalex.org/W2062228129","https://openalex.org/W2062848325","https://openalex.org/W2064675550","https://openalex.org/W2069697210","https://openalex.org/W2073384958","https://openalex.org/W2073449741","https://openalex.org/W2074647935","https://openalex.org/W2075796650","https://openalex.org/W2076575963","https://openalex.org/W2091606814","https://openalex.org/W2094929006","https://openalex.org/W2105644956","https://openalex.org/W2108924389","https://openalex.org/W2112796928","https://openalex.org/W2116341502","https://openalex.org/W2116386142","https://openalex.org/W2116844969","https://openalex.org/W2122397978","https://openalex.org/W2124972241","https://openalex.org/W2125589119","https://openalex.org/W2131494463","https://openalex.org/W2132034927","https://openalex.org/W2133564696","https://openalex.org/W2136525681","https://openalex.org/W2146674345","https://openalex.org/W2148070569","https://openalex.org/W2152161277","https://openalex.org/W2152704960","https://openalex.org/W2157331557","https://openalex.org/W2158985775","https://openalex.org/W2160331185","https://openalex.org/W2163611479","https://openalex.org/W2163961680","https://openalex.org/W2165094695","https://openalex.org/W2168814190","https://openalex.org/W2170285147","https://openalex.org/W2220999736","https://openalex.org/W2295797531","https://openalex.org/W2309415944","https://openalex.org/W2314502112","https://openalex.org/W2319488728","https://openalex.org/W2326713822","https://openalex.org/W2342277278","https://openalex.org/W2343390471","https://openalex.org/W2377174535","https://openalex.org/W2465643060","https://openalex.org/W2506591572","https://openalex.org/W2511691466","https://openalex.org/W2529644203","https://openalex.org/W2529996553","https://openalex.org/W2546066744","https://openalex.org/W2560609797","https://openalex.org/W2560722161","https://openalex.org/W2566560133","https://openalex.org/W2566979684","https://openalex.org/W2570501755","https://openalex.org/W2603429625","https://openalex.org/W2604314403","https://openalex.org/W2606840594","https://openalex.org/W2610034660","https://openalex.org/W2623293810","https://openalex.org/W2698857938","https://openalex.org/W2730543825","https://openalex.org/W2737036732","https://openalex.org/W2737234477","https://openalex.org/W2739810712","https://openalex.org/W2740159789","https://openalex.org/W2749593252","https://openalex.org/W2754554216","https://openalex.org/W2755889034","https://openalex.org/W2756203131","https://openalex.org/W2765811365","https://openalex.org/W2766162919","https://openalex.org/W2766291668","https://openalex.org/W2773987374","https://openalex.org/W2776083643","https://openalex.org/W2783802973","https://openalex.org/W2785071288","https://openalex.org/W2786038244","https://openalex.org/W2786103815","https://openalex.org/W2791597509","https://openalex.org/W2793506100","https://openalex.org/W2794371820","https://openalex.org/W2798749466","https://openalex.org/W2799557147","https://openalex.org/W2803594690","https://openalex.org/W2804660315","https://openalex.org/W2806536390","https://openalex.org/W2807180962","https://openalex.org/W2808450727","https://openalex.org/W2809078955","https://openalex.org/W2883583109","https://openalex.org/W2885271806","https://openalex.org/W2885596080","https://openalex.org/W2895643482","https://openalex.org/W2896052957","https://openalex.org/W2896796166","https://openalex.org/W2899068551","https://openalex.org/W2899275326","https://openalex.org/W2899283552","https://openalex.org/W2903660960","https://openalex.org/W2910311530","https://openalex.org/W2911005554","https://openalex.org/W2911286998","https://openalex.org/W2913159621","https://openalex.org/W2914172564","https://openalex.org/W2914274640","https://openalex.org/W2923101335","https://openalex.org/W2927592310","https://openalex.org/W2934623858","https://openalex.org/W2936817913","https://openalex.org/W2940800136","https://openalex.org/W2945957791","https://openalex.org/W2946466283","https://openalex.org/W2947116250","https://openalex.org/W2948771102","https://openalex.org/W2949409558","https://openalex.org/W2949577571","https://openalex.org/W2949671016","https://openalex.org/W2950898568","https://openalex.org/W2953343412","https://openalex.org/W2962730452","https://openalex.org/W2962778872","https://openalex.org/W2962849139","https://openalex.org/W2963019788","https://openalex.org/W2963358464","https://openalex.org/W2963556194","https://openalex.org/W2963627347","https://openalex.org/W2963926543","https://openalex.org/W2964015378","https://openalex.org/W2964113829","https://openalex.org/W2964331270","https://openalex.org/W2965857891","https://openalex.org/W2966177877","https://openalex.org/W2967860686","https://openalex.org/W2969549175","https://openalex.org/W2969744700","https://openalex.org/W2970066309","https://openalex.org/W2970765526","https://openalex.org/W2971471149","https://openalex.org/W2971705596","https://openalex.org/W2971882435","https://openalex.org/W2972137370","https://openalex.org/W2972931660","https://openalex.org/W2974140179","https://openalex.org/W2974878544","https://openalex.org/W2975111048","https://openalex.org/W2977457555","https://openalex.org/W2979298412","https://openalex.org/W2984973432","https://openalex.org/W2986615800","https://openalex.org/W2988854488","https://openalex.org/W2991307204","https://openalex.org/W2991322414","https://openalex.org/W2993639813","https://openalex.org/W2997931337","https://openalex.org/W2998313947","https://openalex.org/W3001396333","https://openalex.org/W3004507689","https://openalex.org/W3006904497","https://openalex.org/W3008758407","https://openalex.org/W3010849941","https://openalex.org/W3011193154","https://openalex.org/W3012871709","https://openalex.org/W3015646671","https://openalex.org/W3017130883","https://openalex.org/W3018572435","https://openalex.org/W3019295470","https://openalex.org/W3021027692","https://openalex.org/W3023198000","https://openalex.org/W3024999393","https://openalex.org/W3027779970","https://openalex.org/W3029567909","https://openalex.org/W3033937423","https://openalex.org/W3034603995","https://openalex.org/W3035591705","https://openalex.org/W3037134996","https://openalex.org/W3040140537","https://openalex.org/W3040222341","https://openalex.org/W3040235575","https://openalex.org/W3040798869","https://openalex.org/W3042203856","https://openalex.org/W3045608710","https://openalex.org/W3048236912","https://openalex.org/W3064657495","https://openalex.org/W3082366755","https://openalex.org/W3091030962","https://openalex.org/W3091284498","https://openalex.org/W3092323705","https://openalex.org/W3096831136","https://openalex.org/W3097357049","https://openalex.org/W3098128018","https://openalex.org/W3098386293","https://openalex.org/W3100751385","https://openalex.org/W3101284457","https://openalex.org/W3103720336","https://openalex.org/W3104397553","https://openalex.org/W3106023117","https://openalex.org/W3107212388","https://openalex.org/W3107461002","https://openalex.org/W3110229430","https://openalex.org/W3110928049","https://openalex.org/W3112263403","https://openalex.org/W3119296888","https://openalex.org/W3120472810","https://openalex.org/W3120751998","https://openalex.org/W3125010829","https://openalex.org/W3126876084","https://openalex.org/W3127605600","https://openalex.org/W3130218089","https://openalex.org/W3130901874","https://openalex.org/W3134760452","https://openalex.org/W3135692122","https://openalex.org/W3138269062","https://openalex.org/W3152893301","https://openalex.org/W3156503367","https://openalex.org/W3159276480","https://openalex.org/W3159743838","https://openalex.org/W3162087380","https://openalex.org/W3163351155","https://openalex.org/W3165171933","https://openalex.org/W3168464464","https://openalex.org/W3175811970","https://openalex.org/W3178590964","https://openalex.org/W3182644282","https://openalex.org/W3184998487","https://openalex.org/W3189425645","https://openalex.org/W3189660975","https://openalex.org/W3194808927","https://openalex.org/W3194856818","https://openalex.org/W3195351148","https://openalex.org/W3195792753","https://openalex.org/W3197034262","https://openalex.org/W3197838560","https://openalex.org/W3207367439","https://openalex.org/W3208676211","https://openalex.org/W3209790821","https://openalex.org/W3213070501","https://openalex.org/W3213393355","https://openalex.org/W4200045733","https://openalex.org/W4206123500","https://openalex.org/W4210583307","https://openalex.org/W4210696059","https://openalex.org/W4211052067","https://openalex.org/W4211221179","https://openalex.org/W4220725955","https://openalex.org/W4220935459","https://openalex.org/W4224001294","https://openalex.org/W4224224749","https://openalex.org/W4225265862","https://openalex.org/W4225417724","https://openalex.org/W4226199068","https://openalex.org/W4231446456","https://openalex.org/W4231678899","https://openalex.org/W4232404619","https://openalex.org/W4232533539","https://openalex.org/W4280490353","https://openalex.org/W4281298375","https://openalex.org/W4281620757","https://openalex.org/W4281758145","https://openalex.org/W4287072236","https://openalex.org/W4287755062","https://openalex.org/W4287824784","https://openalex.org/W4289674288","https://openalex.org/W4289694518","https://openalex.org/W4289709210","https://openalex.org/W4289709361","https://openalex.org/W4289856844","https://openalex.org/W4292444076","https://openalex.org/W4292824053","https://openalex.org/W4293213230","https://openalex.org/W4294558607","https://openalex.org/W4294578944","https://openalex.org/W4301401505","https://openalex.org/W4302363650","https://openalex.org/W4302385830","https://openalex.org/W4304086854","https://openalex.org/W4309522719","https://openalex.org/W4311852507","https://openalex.org/W4312105715","https://openalex.org/W4312112856","https://openalex.org/W4316039469","https://openalex.org/W4321033009","https://openalex.org/W4377023645","https://openalex.org/W6619206839","https://openalex.org/W6622964371","https://openalex.org/W6624038444","https://openalex.org/W6633756471","https://openalex.org/W6640212811","https://openalex.org/W6640300118","https://openalex.org/W6640774549","https://openalex.org/W6651726556","https://openalex.org/W6679434410","https://openalex.org/W6679844565","https://openalex.org/W6683593235","https://openalex.org/W6685350579","https://openalex.org/W6690815549","https://openalex.org/W6697339809","https://openalex.org/W6698540767","https://openalex.org/W6699690470","https://openalex.org/W6703956885","https://openalex.org/W6725627366","https://openalex.org/W6726873649","https://openalex.org/W6729001083","https://openalex.org/W6731666223","https://openalex.org/W6735632219","https://openalex.org/W6735808041","https://openalex.org/W6738964360","https://openalex.org/W6746015598","https://openalex.org/W6747107876","https://openalex.org/W6748208425","https://openalex.org/W6748556633","https://openalex.org/W6750179221","https://openalex.org/W6751531854","https://openalex.org/W6752231694","https://openalex.org/W6752484278","https://openalex.org/W6753619017","https://openalex.org/W6753704216","https://openalex.org/W6753739248","https://openalex.org/W6753758835","https://openalex.org/W6754345491","https://openalex.org/W6754525927","https://openalex.org/W6754997583","https://openalex.org/W6755333339","https://openalex.org/W6757025012","https://openalex.org/W6757199795","https://openalex.org/W6757823273","https://openalex.org/W6757867559","https://openalex.org/W6758105487","https://openalex.org/W6758334880","https://openalex.org/W6758539823","https://openalex.org/W6758599724","https://openalex.org/W6758643253","https://openalex.org/W6758750560","https://openalex.org/W6760742710","https://openalex.org/W6761108496","https://openalex.org/W6761150088","https://openalex.org/W6763236253","https://openalex.org/W6763283787","https://openalex.org/W6763381965","https://openalex.org/W6763415409","https://openalex.org/W6763422710","https://openalex.org/W6763676199","https://openalex.org/W6765353420","https://openalex.org/W6766030139","https://openalex.org/W6767098714","https://openalex.org/W6768235277","https://openalex.org/W6772557380","https://openalex.org/W6773834824","https://openalex.org/W6773998453","https://openalex.org/W6774645763","https://openalex.org/W6774931820","https://openalex.org/W6775046649","https://openalex.org/W6777156623","https://openalex.org/W6777915622","https://openalex.org/W6779104734","https://openalex.org/W6779860234","https://openalex.org/W6783546922","https://openalex.org/W6783827371","https://openalex.org/W6785196264","https://openalex.org/W6785241303","https://openalex.org/W6785806839","https://openalex.org/W6786571478","https://openalex.org/W6786974643","https://openalex.org/W6787149286","https://openalex.org/W6788006831","https://openalex.org/W6791703530","https://openalex.org/W6794140653","https://openalex.org/W6794908845","https://openalex.org/W6795489560","https://openalex.org/W6797382548","https://openalex.org/W6798135629","https://openalex.org/W6799503256","https://openalex.org/W6800074769","https://openalex.org/W6803041894","https://openalex.org/W6809876227","https://openalex.org/W6810875991","https://openalex.org/W6845832602","https://openalex.org/W6910779650","https://openalex.org/W6920632086","https://openalex.org/W7038994942"],"related_works":["https://openalex.org/W2348909947","https://openalex.org/W4292672442","https://openalex.org/W2362101859","https://openalex.org/W2791431590","https://openalex.org/W1978900583","https://openalex.org/W2350688482","https://openalex.org/W2053575972","https://openalex.org/W4323256314","https://openalex.org/W2087777635","https://openalex.org/W4322616263"],"abstract_inverted_index":{"Abstract":[0],"A":[1],"paradigm":[2],"shift":[3,29],"in":[4,118,131,192],"the":[5,15,18,40,56,86,109,128,137,145,177,184,187,193],"computational":[6,46,89,119],"design":[7,47],"synthesis":[8,77,82],"(CDS)":[9],"domain":[10,138],"is":[11,62,142],"being":[12],"witnessed":[13],"by":[14],"onset":[16],"of":[17,21,36,42,72,83,88,111,115,150,179],"innovative":[19],"usage":[20],"machine":[22,43,91,116],"learning":[23,44,117],"techniques.":[24],"The":[25,97,121,140],"rapidly":[26],"evolving":[27],"paradigmatic":[28],"calls":[30],"for":[31,59],"systematic":[32],"and":[33,45,54,75,93,156,169,182],"comprehensive":[34],"assimilation":[35],"extant":[37],"knowledge":[38],"at":[39,85,102],"intersection":[41],"synthesis.":[48],"Understanding":[49],"nuances,":[50],"identifying":[51],"research":[52,61,129,167,171,188],"gaps,":[53],"outlining":[55],"future":[57],"direction":[58],"cutting-edge":[60],"imperative.":[63],"This":[64],"article":[65],"outlines":[66],"a":[67,73,112,132],"hybrid":[68],"literature":[69,99],"review":[70],"consisting":[71],"thematic":[74,98],"framework":[76,122,134,141],"survey":[78,100,107,124],"to":[79,126,135,164],"enable":[80],"conceptual":[81,133],"information":[84],"convergence":[87],"design,":[90],"learning,":[92],"big":[94],"data":[95],"models.":[96],"aims":[101],"conducting":[103],"an":[104,162],"in-depth":[105],"descriptive":[106],"along":[108],"lines":[110],"broader":[113],"theme":[114],"design.":[120],"synthesis-based":[123],"tries":[125],"encapsulate":[127],"findings":[130],"understand":[136],"better.":[139],"based":[143],"on":[144],"CDS":[146],"process,":[147],"which":[148],"consists":[149],"four":[151],"submodules:":[152],"representation,":[153],"generation,":[154],"evaluation,":[155],"guidance.":[157],"Each":[158],"submodule":[159],"has":[160],"undergone":[161],"analysis":[163],"identify":[165],"potential":[166],"gaps":[168],"formulate":[170],"questions.":[172],"In":[173],"addition,":[174],"we":[175],"consider":[176],"limitations":[178],"our":[180],"study":[181],"pinpoint":[183],"realms":[185],"where":[186],"can":[189],"be":[190],"extended":[191],"future.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":4}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}