{"id":"https://openalex.org/W4282836623","doi":"https://doi.org/10.1051/ro/2022095","title":"A comprehensive model for determining technological innovation level in supply chains using green investment, eco-friendly design and customer collaborations factors","display_name":"A comprehensive model for determining technological innovation level in supply chains using green investment, eco-friendly design and customer collaborations factors","publication_year":2022,"publication_date":"2022-06-14","ids":{"openalex":"https://openalex.org/W4282836623","doi":"https://doi.org/10.1051/ro/2022095"},"language":"en","primary_location":{"id":"doi:10.1051/ro/2022095","is_oa":true,"landing_page_url":"https://doi.org/10.1051/ro/2022095","pdf_url":"https://www.rairo-ro.org/articles/ro/pdf/2022/04/ro210309.pdf","source":{"id":"https://openalex.org/S4393919633","display_name":"RAIRO. Operations research","issn_l":"2804-7303","issn":["2804-7303"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"RAIRO - Operations Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.rairo-ro.org/articles/ro/pdf/2022/04/ro210309.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019352241","display_name":"Razieh Beigizadeh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210098966","display_name":"Islamic Azad University Rasht Branch","ror":"https://ror.org/0151gh112","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I4210098966"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Razieh Beigizadeh","raw_affiliation_strings":["Department of Management, Islamic Azad University, Rasht Branch, Rasht, 41335 Guilan, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Management, Islamic Azad University, Rasht Branch, Rasht, 41335 Guilan, Iran","institution_ids":["https://openalex.org/I4210098966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065533255","display_name":"Aidin Delgoshaei","orcid":"https://orcid.org/0000-0001-9998-7383"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Aidin Delgoshaei","raw_affiliation_strings":["Department of Mechanical and Manufacturing Engineering, Universiti Putra Malaysia, Serdang, 43400 Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Manufacturing Engineering, Universiti Putra Malaysia, Serdang, 43400 Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052784016","display_name":"Mohd Khairol Anuar Mohd Ariffin","orcid":"https://orcid.org/0000-0002-5390-8202"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Khairol Anuar Ariffin","raw_affiliation_strings":["Department of Mechanical and Manufacturing Engineering, Universiti Putra Malaysia, Serdang, 43400 Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Manufacturing Engineering, Universiti Putra Malaysia, Serdang, 43400 Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084732342","display_name":"Sepehr Esmaeili Hanjani","orcid":null},"institutions":[{"id":"https://openalex.org/I183067279","display_name":"Islamic Azad University North Tehran Branch","ror":"https://ror.org/00sb1nr29","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I183067279"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Sepehr Esmaeili Hanjani","raw_affiliation_strings":["Department of Management, Islamic Azad University, North Tehran Branch, Tehran, 14515 Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Management, Islamic Azad University, North Tehran Branch, Tehran, 14515 Tehran, Iran","institution_ids":["https://openalex.org/I183067279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102746624","display_name":"Ahad Ali","orcid":"https://orcid.org/0000-0002-5102-8295"},"institutions":[{"id":"https://openalex.org/I2276074","display_name":"Lawrence Technological University","ror":"https://ror.org/04d52ej85","country_code":"US","type":"education","lineage":["https://openalex.org/I2276074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahad Ali","raw_affiliation_strings":["Department of Industrial Engineering, Lawrence Technological University, Southfield, MI 48075, USA"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Lawrence Technological University, Southfield, MI 48075, USA","institution_ids":["https://openalex.org/I2276074"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019352241"],"corresponding_institution_ids":["https://openalex.org/I4210098966"],"apc_list":null,"apc_paid":null,"fwci":2.1589,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.8891934,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"56","issue":"4","first_page":"2775","last_page":"2800"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/T10880","display_name":"Environmental Sustainability in Business","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T12017","display_name":"Recycling and Waste Management Techniques","score":0.9763000011444092,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing 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/supply-chain","display_name":"Supply chain","score":0.7976949214935303},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.7733927369117737},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.5973432064056396},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.562190592288971},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.5306248664855957},{"id":"https://openalex.org/keywords/phase","display_name":"Phase (matter)","score":0.48515042662620544},{"id":"https://openalex.org/keywords/technological-change","display_name":"Technological change","score":0.43374136090278625},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.3986992835998535},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.24665367603302002}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.7976949214935303},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.7733927369117737},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.5973432064056396},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.562190592288971},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.5306248664855957},{"id":"https://openalex.org/C44280652","wikidata":"https://www.wikidata.org/wiki/Q104837","display_name":"Phase (matter)","level":2,"score":0.48515042662620544},{"id":"https://openalex.org/C137996800","wikidata":"https://www.wikidata.org/wiki/Q762702","display_name":"Technological change","level":2,"score":0.43374136090278625},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.3986992835998535},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.24665367603302002},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1051/ro/2022095","is_oa":true,"landing_page_url":"https://doi.org/10.1051/ro/2022095","pdf_url":"https://www.rairo-ro.org/articles/ro/pdf/2022/04/ro210309.pdf","source":{"id":"https://openalex.org/S4393919633","display_name":"RAIRO. Operations research","issn_l":"2804-7303","issn":["2804-7303"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"RAIRO - Operations Research","raw_type":"journal-article"},{"id":"pmh:oai:psasir.upm.edu.my:100098","is_oa":false,"landing_page_url":"http://psasir.upm.edu.my/id/eprint/100098/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196260","display_name":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130343225","host_organization_name":"Universiti Putra Malaysia","host_organization_lineage":["https://openalex.org/I130343225"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:edpsciences.org:dkey/10.1051/ro/2022095","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400744","display_name":"Springer Link (Chiba Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I8488066","host_organization_name":"Chiba Institute of Technology","host_organization_lineage":["https://openalex.org/I8488066"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1051/ro/2022095","raw_type":"Text"},{"id":"pmh:oai:numdam.org:RO_2022__56_4_2775_0","is_oa":false,"landing_page_url":"https://www.numdam.org/articles/10.1051/ro/2022095/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402264","display_name":"French digital mathematics library (Numdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I70900168","host_organization_name":"Universit\u00e9 Savoie Mont Blanc","host_organization_lineage":["https://openalex.org/I70900168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1051/ro/2022095","is_oa":true,"landing_page_url":"https://doi.org/10.1051/ro/2022095","pdf_url":"https://www.rairo-ro.org/articles/ro/pdf/2022/04/ro210309.pdf","source":{"id":"https://openalex.org/S4393919633","display_name":"RAIRO. Operations research","issn_l":"2804-7303","issn":["2804-7303"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"RAIRO - Operations Research","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4282836623.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1512968914","https://openalex.org/W1536097292","https://openalex.org/W1540669559","https://openalex.org/W1555977475","https://openalex.org/W1559856787","https://openalex.org/W1974664880","https://openalex.org/W1982026366","https://openalex.org/W2003727313","https://openalex.org/W2009889070","https://openalex.org/W2025556458","https://openalex.org/W2035986101","https://openalex.org/W2049845142","https://openalex.org/W2064663711","https://openalex.org/W2064936017","https://openalex.org/W2082695029","https://openalex.org/W2093631975","https://openalex.org/W2104792087","https://openalex.org/W2107505958","https://openalex.org/W2113682363","https://openalex.org/W2131838199","https://openalex.org/W2152798616","https://openalex.org/W2525955543","https://openalex.org/W2611536264","https://openalex.org/W2735152775","https://openalex.org/W2794042152","https://openalex.org/W2794545703","https://openalex.org/W2898957511","https://openalex.org/W2909848531","https://openalex.org/W2942807767","https://openalex.org/W2947649449","https://openalex.org/W2971192140","https://openalex.org/W2972036813","https://openalex.org/W3015939984","https://openalex.org/W3095109144","https://openalex.org/W3103966268","https://openalex.org/W3210639906"],"related_works":["https://openalex.org/W4241523039","https://openalex.org/W178231042","https://openalex.org/W2360028903","https://openalex.org/W4280543773","https://openalex.org/W2366083136","https://openalex.org/W2387622493","https://openalex.org/W1932132538","https://openalex.org/W2357832196","https://openalex.org/W2021311095","https://openalex.org/W2075685380"],"abstract_inverted_index":{"Technological":[0,99,317],"innovations":[1],"play":[2],"a":[3,25,36,73,90,166,253,345],"crucial":[4,16],"role":[5],"in":[6,24,35,72,162,183,212,256,282,348,356],"designing":[7],"an":[8],"effective":[9],"green":[10,26,63,349],"supply":[11,27,64,74,178,230,242],"chain.":[12,28,65],"However,":[13],"it":[14,81],"is":[15],"to":[17,55,82,96,224,244,333],"know":[18],"the":[19,57,62,68,83,98,120,124,131,134,145,163,175,184,187,197,213,218,226,246,258,283,288,291,294,300,312,335],"factors":[20,54,129],"influencing":[21],"technological":[22,33,58,69,154,227,249,279,337],"innovation":[23,34,59,70,155,250,280,338],"Some":[29],"preconceptions":[30],"show":[31],"that":[32,180,264,311],"business":[37],"can":[38,76,237,327],"be":[39,50,77,94,137,159,170,193,200,206,222,328],"affected":[40],"by":[41,251,343],"internal":[42],"and":[43,46,79,116,127,139,172,189,202,271,304,353],"external":[44],"factors,":[45,148],"therefore":[47],"there":[48],"must":[49],"correlations":[51],"between":[52],"such":[53],"flourish":[56],"and,":[60],"subsequently,":[61],"Besides,":[66,287],"predicting":[67],"level":[71,228,247,339],"chain":[75],"vital":[78],"direct":[80],"Industry":[84],"5.0":[85],"goals.":[86],"In":[87,119,195],"this":[88,109,235,325],"research,":[89],"3-phased":[91],"framework":[92,314],"will":[93,136,158,169,199,205,221],"proposed":[95,313],"predict":[97,225,245,316,334],"Innovation":[100,318],"Level":[101],"of":[102,108,123,133,147,177,229,234,241,248,293,324,340],"Green":[103,112,272],"Supply":[104],"Chains.":[105],"The":[106,232,261,308,322],"scope":[107,132],"research":[110,236,326],"includes":[111],"Investment,":[113],"Eco-friendly":[114,268],"Design":[115],"Customer":[117,265],"Collaborations.":[118],"1st":[121],"phase":[122,215],"framework,":[125],"dependent":[126,259],"independent":[128],"considering":[130,305],"Research":[135],"determined;":[138],"then,":[140],"using":[141,208,299],"statistical":[142],"data":[143,176,191],"analysis,":[144],"weight":[146],"which":[149],"reflects":[150],"their":[151,341,357],"impact":[152],"on":[153,278],"(dependent":[156],"factor),":[157],"determined.":[160],"Then,":[161,211],"2nd":[164],"phase,":[165,186],"comprehensive":[167],"model":[168,198,220],"developed":[171,219],"trained.":[173],"Using":[174],"chains":[179,243],"were":[181],"gathered":[182],"first":[185],"train":[188],"test":[190],"would":[192],"selected.":[194],"continuation,":[196],"trained":[201],"its":[203],"performance":[204],"evaluated":[207],"some":[209],"metrics.":[210],"last":[214],"(phase":[216],"3),":[217],"used":[223],"chains.":[231],"outcomes":[233,262,323],"help":[238],"top":[239],"managers":[240],"investing":[252,344],"certain":[254,346],"budget":[255,347],"improving":[257],"variables.":[260],"demonstrated":[263],"Collaboration":[266],"(0.481),":[267],"design":[269,352],"(0.419)":[270],"Investment":[273],"(0.41)":[274],"have":[275],"significant":[276],"impacts":[277],"improvement":[281],"studied":[284],"cases,":[285],"respectively.":[286],"results":[289],"showed":[290],"superiority":[292],"K-nearest":[295],"Neighbor":[296],"algorithm":[297],"while":[298],"Minkowski":[301],"distance":[302],"method":[303],"5":[306],"neighbors.":[307],"findings":[309],"indicated":[310],"could":[315],"with":[319],"0.751":[320],"accuracies.":[321],"helpful":[329],"for":[330],"industry":[331],"owners":[332],"expected":[336],"system":[342],"investment,":[350],"eco-friendly":[351],"customer":[354],"collaborations":[355],"enterprises.":[358]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
