{"id":"https://openalex.org/W7225424568","doi":"https://doi.org/10.21203/rs.3.rs-11261258/v1","title":"Dynamic Aggregate Planning of a Make-to-Order Production System","display_name":"Dynamic Aggregate Planning of a Make-to-Order Production System","publication_year":2026,"publication_date":"2026-11-06","ids":{"openalex":"https://openalex.org/W7225424568","doi":"https://doi.org/10.21203/rs.3.rs-11261258/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-11261258/v1","doi":"https://doi.org/10.21203/rs.3.rs-11261258/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11261258/v1","pdf_url":"https://www.researchsquare.com/article/rs-11261258/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.researchsquare.com/article/rs-11261258/latest.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5161038089","display_name":"Valtteri Vironm\u00e4ki","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Valtteri Vironm\u00e4ki","raw_affiliation_strings":["Aalto University School of Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalto University School of Engineering","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114428111","display_name":"Joonas Ahola","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Joonas Ahola","raw_affiliation_strings":["Aalto University School of Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalto University School of Engineering","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054496648","display_name":"Esko Niemi","orcid":"https://orcid.org/0000-0003-3988-9997","observed_orcids":["https://orcid.org/0000-0003-3988-9997"]},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Esko Niemi","raw_affiliation_strings":["Aalto University School of Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalto University School of Engineering","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9927081"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9042999744415283,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9042999744415283,"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/T12177","display_name":"Resource-Constrained Project Scheduling","score":0.08659999817609787,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12709","display_name":"Optimization and Mathematical Programming","score":0.0026000000070780516,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/aggregate-production-planning","display_name":"aggregate planning","score":0.8140000104904175},{"id":"https://openalex.org/keywords/make-to-order-production","display_name":"make-to-order production","score":0.9950000047683716},{"id":"https://openalex.org/keywords/dynamic-scheduling","display_name":"dynamic scheduling","score":0.8429999947547913},{"id":"https://openalex.org/keywords/periodic-scheduling","display_name":"periodic scheduling","score":0.6380000114440918},{"id":"https://openalex.org/keywords/flexible-manufacturing-systems","display_name":"flexible manufacturing systems","score":0.7730000019073486},{"id":"https://openalex.org/keywords/resource-constrained-project-scheduling-problem","display_name":"resource-constrained project scheduling","score":0.7990000247955322},{"id":"https://openalex.org/keywords/tardiness-minimization","display_name":"tardiness minimization","score":0.8610000014305115},{"id":"https://openalex.org/keywords/workload-distribution","display_name":"workload distribution","score":0.6510000228881836},{"id":"https://openalex.org/keywords/mixed-integer-linear-programming","display_name":"mixed-integer linear programming","score":0.8690000176429749}],"concepts":[{"id":"https://openalex.org/C2778047078","wikidata":"https://www.wikidata.org/wiki/Q82299449","display_name":"Tardiness","level":4,"score":0.8177000284194946},{"id":"https://openalex.org/C160383950","wikidata":"https://www.wikidata.org/wiki/Q10350230","display_name":"Aggregate planning","level":4,"score":0.7681000232696533},{"id":"https://openalex.org/C2777909354","wikidata":"https://www.wikidata.org/wiki/Q1386523","display_name":"Production planning","level":3,"score":0.7071999907493591},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6531999707221985},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.54339998960495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5228000283241272},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.506600022315979},{"id":"https://openalex.org/C2781007418","wikidata":"https://www.wikidata.org/wiki/Q1456934","display_name":"Capacity planning","level":2,"score":0.5047000050544739},{"id":"https://openalex.org/C167523981","wikidata":"https://www.wikidata.org/wiki/Q1365335","display_name":"Material requirements planning","level":3,"score":0.5009999871253967},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4896000027656555},{"id":"https://openalex.org/C142000545","wikidata":"https://www.wikidata.org/wiki/Q1003004","display_name":"Build to order","level":3,"score":0.48669999837875366},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.4666000008583069},{"id":"https://openalex.org/C191489605","wikidata":"https://www.wikidata.org/wiki/Q6043021","display_name":"Integrated business planning","level":2,"score":0.4632999897003174},{"id":"https://openalex.org/C3019208289","wikidata":"https://www.wikidata.org/wiki/Q56612115","display_name":"Due date","level":3,"score":0.4528999924659729},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.44690001010894775},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.43209999799728394},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.38280001282691956},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.36419999599456787},{"id":"https://openalex.org/C2780682718","wikidata":"https://www.wikidata.org/wiki/Q16321575","display_name":"Production control","level":3,"score":0.34869998693466187},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3424000144004822},{"id":"https://openalex.org/C135909481","wikidata":"https://www.wikidata.org/wiki/Q17092930","display_name":"Production manager","level":3,"score":0.3418000042438507},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.3352000117301941},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32179999351501465},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3192000091075897},{"id":"https://openalex.org/C2780962473","wikidata":"https://www.wikidata.org/wiki/Q769571","display_name":"Manufacturing resource planning","level":3,"score":0.3012000024318695},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.3009999990463257},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29159998893737793},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.28139999508857727},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.2703999876976013},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C99862985","wikidata":"https://www.wikidata.org/wiki/Q10858068","display_name":"Production line","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.25929999351501465}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-11261258/v1","doi":"https://doi.org/10.21203/rs.3.rs-11261258/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11261258/v1","pdf_url":"https://www.researchsquare.com/article/rs-11261258/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-11261258/v1","doi":"https://doi.org/10.21203/rs.3.rs-11261258/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-11261258/v1","pdf_url":"https://www.researchsquare.com/article/rs-11261258/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320328501","display_name":"Business Finland","ror":"https://ror.org/05bgf9v38"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225424568.pdf","grobid_xml":"https://content.openalex.org/works/W7225424568.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1918816242","https://openalex.org/W1973911487","https://openalex.org/W1974344116","https://openalex.org/W1985754601","https://openalex.org/W1996016782","https://openalex.org/W2003746847","https://openalex.org/W2020123175","https://openalex.org/W2036957973","https://openalex.org/W2055065690","https://openalex.org/W2067456400","https://openalex.org/W2586648351","https://openalex.org/W2602695909","https://openalex.org/W2917090179","https://openalex.org/W2963956318","https://openalex.org/W2979018337","https://openalex.org/W3108079426","https://openalex.org/W4200208591","https://openalex.org/W4298009688","https://openalex.org/W4327731643"],"related_works":["https://openalex.org/W7072112581","https://openalex.org/W7112330145","https://openalex.org/W2267501671","https://openalex.org/W7134320868","https://openalex.org/W619931514","https://openalex.org/W2341991257","https://openalex.org/W2028285848","https://openalex.org/W1973911487","https://openalex.org/W2020620676","https://openalex.org/W3184906779"],"abstract_inverted_index":{"Abstract":[0],"In":[1,44],"Make-to-Order":[2],"(MTO)":[3],"production,":[4],"products":[5],"and":[6,10,19,32,58,111,156,170],"production":[7,77,128,175],"are":[8,47,177],"non-standard":[9],"incoming":[11],"orders":[12,46,85],"arrive":[13],"variably,":[14],"with":[15,42],"varying":[16],"work":[17],"content":[18],"due":[20],"dates.":[21],"Aggregate":[22],"Production":[23],"Planning":[24],"(APP)":[25],"takes":[26],"place":[27],"in":[28,91,118,151],"the":[29,33,54,71,134,162,167],"medium":[30],"run,":[31],"purpose":[34],"of":[35,136],"it":[36,98],"is":[37,70,116],"to":[38,82,173],"match":[39],"resource":[40,55,65],"capacity":[41,56],"demand.":[43],"APP,":[45],"roughly":[48],"scheduled":[49],"for":[50],"processing":[51,153],"so":[52],"that":[53],"constraints":[57],"deadlines":[59],"can":[60],"be":[61],"met.":[62],"The":[63,88,114,130],"static":[64,101],"constrained":[66],"project":[67],"scheduling":[68,81],"problem":[69],"conventional":[72],"research":[73],"approach,":[74],"but":[75],"real-world":[76],"planning":[78,146,163,176],"requires":[79],"dynamic":[80,89],"integrate":[83],"new":[84],"over":[86],"time.":[87],"model":[90,115],"this":[92],"study":[93],"employs":[94],"periodic":[95],"scheduling,":[96],"treating":[97],"as":[99],"sequential":[100],"mixed":[102],"integer":[103],"linear":[104],"optimization":[105],"problems,":[106],"focusing":[107],"on":[108,133,161,166],"minimizing":[109],"tardiness":[110],"rescheduling":[112],"disruptions.":[113],"applied":[117],"experiments":[119],"concerning":[120],"a":[121],"Flexible":[122],"Manufacturing":[123],"System":[124],"(FMS)":[125],"-centered":[126],"MTO":[127],"system.":[129],"experimentation":[131],"focuses":[132],"effects":[135],"replanning":[137],"frequency,":[138],"order":[139,152],"arrival":[140],"rate,":[141],"delivery":[142],"date":[143],"slack,":[144],"forward":[145],"vs.":[147],"backward":[148],"planning,":[149],"restrictions":[150],"activity":[154,157],"timing":[155],"workload":[158],"allocation":[159],"method":[160],"results.":[164],"Based":[165],"results,":[168],"conclusions":[169],"guidance":[171],"applicable":[172],"practical":[174],"provided.":[178]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-11-07T00:00:00"}
