{"id":"https://openalex.org/W7135171051","doi":"https://doi.org/10.5281/zenodo.18986667","title":"Swiss Railway Traction Network Load Forecasting Dataset with Operational Planning Context","display_name":"Swiss Railway Traction Network Load Forecasting Dataset with Operational Planning Context","publication_year":2026,"publication_date":"2026-03-12","ids":{"openalex":"https://openalex.org/W7135171051","doi":"https://doi.org/10.5281/zenodo.18986667"},"language":null,"primary_location":{"id":"doi:10.5281/zenodo.18986667","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18986667","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.18986667","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114183499","display_name":"R. Theiler","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Theiler, Raffael","raw_affiliation_strings":["Swiss Federal Institute of Technology in Lausanne"],"raw_orcid":"https://orcid.org/0000-0002-2996-0924","affiliations":[{"raw_affiliation_string":"Swiss Federal Institute of Technology in Lausanne","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5128982422","display_name":"Olga Fink","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fink, Olga","raw_affiliation_strings":["EPFL"],"raw_orcid":"https://orcid.org/0000-0002-9546-1488","affiliations":[{"raw_affiliation_string":"EPFL","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"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":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.5806000232696533},{"id":"https://openalex.org/keywords/train","display_name":"Train","score":0.5443999767303467},{"id":"https://openalex.org/keywords/operational-planning","display_name":"Operational planning","score":0.5199000239372253},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4896000027656555},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.45159998536109924},{"id":"https://openalex.org/keywords/rail-network","display_name":"Rail network","score":0.43290001153945923},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.423799991607666},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.4032000005245209},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3912999927997589}],"concepts":[{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.5806000232696533},{"id":"https://openalex.org/C190839683","wikidata":"https://www.wikidata.org/wiki/Q2448197","display_name":"Train","level":2,"score":0.5443999767303467},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5307000279426575},{"id":"https://openalex.org/C2776613951","wikidata":"https://www.wikidata.org/wiki/Q7097788","display_name":"Operational planning","level":2,"score":0.5199000239372253},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4896000027656555},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.45159998536109924},{"id":"https://openalex.org/C2994220825","wikidata":"https://www.wikidata.org/wiki/Q3565868","display_name":"Rail network","level":2,"score":0.43290001153945923},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.423799991607666},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.4032000005245209},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3912999927997589},{"id":"https://openalex.org/C145528699","wikidata":"https://www.wikidata.org/wiki/Q803616","display_name":"Traction substation","level":4,"score":0.3578000068664551},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.35499998927116394},{"id":"https://openalex.org/C2777908891","wikidata":"https://www.wikidata.org/wiki/Q1806775","display_name":"Load profile","level":3,"score":0.3395000100135803},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.33320000767707825},{"id":"https://openalex.org/C122282355","wikidata":"https://www.wikidata.org/wiki/Q7246855","display_name":"Probabilistic forecasting","level":3,"score":0.3246999979019165},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3167000114917755},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.3138999938964844},{"id":"https://openalex.org/C2778834244","wikidata":"https://www.wikidata.org/wiki/Q5377181","display_name":"Energy planning","level":3,"score":0.310699999332428},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.30300000309944153},{"id":"https://openalex.org/C186697258","wikidata":"https://www.wikidata.org/wiki/Q361842","display_name":"Traction power network","level":3,"score":0.2957000136375427},{"id":"https://openalex.org/C40293303","wikidata":"https://www.wikidata.org/wiki/Q27137","display_name":"Electric power","level":3,"score":0.29280000925064087},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.2854999899864197},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.272599995136261},{"id":"https://openalex.org/C38834483","wikidata":"https://www.wikidata.org/wiki/Q17000223","display_name":"Traction (geology)","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C519458232","wikidata":"https://www.wikidata.org/wiki/Q2234623","display_name":"Rail freight transport","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.18986667","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18986667","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.18986667","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18986667","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Overview":[0,159,458],"This":[1,367,645],"dataset":[2,21,97,150,161,194,234,314,344,400,611,646],"provides":[3,369],"multi-year":[4],"time":[5,438],"series":[6],"data":[7,30,42,183,224,686],"for":[8,79,186,218,354,393,413,446,560,585,677,688],"day-ahead":[9,89],"energy":[10,80,90,215,391,491,685],"load":[11,25,447,473],"forecasting":[12,72,134,385,448],"in":[13,38,88,312,511,612,636],"a":[14,60],"national":[15],"railway":[16,39,47,238,252,338,390,411,477,566,682],"traction":[17,48,74,239,318,478],"power":[18,62,75,82,240,253,275,329,339,659],"network.":[19,567],"The":[20,41,57,209,229,233,290,309,399,670],"combines":[22],"historical":[23,143,402],"grid":[24,254,285,319],"measurements":[26,403,484],"with":[27,142,153,281,639],"operational":[28,107,179,222,377,406,527,534,683],"planning":[29,180,223,378,407,528,556],"and":[31,85,112,119,129,181,225,277,300,333,404,423,439,514,549,684,687],"weather":[32,182,488],"forecasts":[33,433,486],"that":[34,136,220],"influence":[35],"electricity":[36,65,86,284,293],"consumption":[37,392,492],"systems.":[40],"originates":[43],"from":[44,106,178,328,374,487,526],"the":[45,99,131,149,191,236,282,313,316,323,337,359,383,394,414,466,475,564,617,633,652,663,681,692],"Swiss":[46,53,237,245,476,565,664,673],"network":[49,192,241,291,360,479],"(RTN)":[50,242],"operated":[51,243],"by":[52,244,421,537,662],"Federal":[54,246,665,674],"Railways":[55,675],"(SBB).":[56],"RTN":[58],"is":[59,77,98],"dedicated":[61],"system":[63,127],"supplying":[64,336],"to":[66,294,509,680],"electric":[67,295],"trains":[68,296,507,524,538,595,599,605],"across":[69],"Switzerland.":[70],"Accurate":[71],"of":[73,95,101,133,148,190,269,358,387,465,474,506,523,563,651,667],"demand":[76,121],"essential":[78],"procurement,":[81],"plant":[83],"scheduling,":[84],"trading":[87],"markets.":[91],"A":[92],"key":[93],"characteristic":[94],"this":[96,610],"inclusion":[100],"future":[102,139,227,443],"contextual":[103,175,207,444],"information":[104],"derived":[105,177,373,525],"planning,":[108],"such":[109],"as":[110,322,442,649],"passenger":[111,598,604],"freight":[113],"train":[114,305,426,587],"timetables,":[115],"rolling":[116],"stock":[117],"allocation,":[118],"transport":[120],"indicators.":[122],"These":[123,432],"variables":[124,351,408,418,451,557,582],"represent":[125,424],"anticipated":[126,425],"behavior":[128],"allow":[130],"study":[132],"methods":[135],"integrate":[137],"planned":[138],"events":[140],"together":[141],"time-series":[144],"data.":[145],"Two":[146,343],"versions":[147],"are":[151,346,352,419,434,452,558,583],"provided":[152,353,559],"different":[154],"spatial":[155],"aggregation":[156],"levels":[157],"Data":[158],"Railway":[160,230,348],"Time":[162,195,464],"span:":[163,196],"2018\u20132023":[164],"Temporal":[165,198],"resolution:":[166,199],"hourly":[167,200,455],"Forecast":[168,201],"horizon:":[169,202],"24":[170,203],"hours":[171,204],"(day-ahead":[172],"forecasting)":[173],"56":[174],"covariates":[176,185,208,372],"Regional":[184,597],"four":[187,355,561],"geographic":[188,356],"sectors":[189,357,562],"Railway-Agg":[193,365],"2020\u20132023":[197],"16":[205],"aggregated":[206,371],"datasets":[210,381],"enable":[211],"research":[212],"on":[213],"context-aware":[214],"forecasting,":[216],"particularly":[217],"models":[219],"incorporate":[221],"expected":[226,410,508],"conditions.":[228],"Traction":[231],"Network":[232],"represents":[235,315],"Railways.":[247],"Key":[248],"infrastructure":[249],"characteristics:":[250],"Dedicated":[251],"operating":[255,297],"at":[256,436,454],"16.7":[257],"Hz":[258],"Voltage":[259],"levels:":[260],"132":[261],"kV":[262,265],"/":[263,494,499,602],"15":[264],"Over":[266],"1,800":[267],"km":[268],"transmission":[270],"lines":[271],"70":[272],"substations":[273],"13":[274],"plants":[276],"converter":[278],"stations":[279,489],"Integration":[280],"public":[283],"via":[286],"11":[287],"frequency":[288,334],"converters":[289,335],"supplies":[292],"throughout":[298,691],"Switzerland":[299],"supports":[301],"more":[302],"than":[303,429],"8,000":[304],"journeys":[306],"per":[307],"day.":[308,396,416],"target":[310],"variable":[311],"total":[317],"load,":[320],"defined":[321],"boundary":[324],"integral":[325],"net":[326],"input":[327],"plants,":[330],"neighboring":[331],"networks,":[332],"grid.":[340],"Geographic":[341,553],"Resolution":[342],"variants":[345],"provided.":[347],"dataset:":[349,366],"Contextual":[350],"(West,":[361],"East,":[362],"Central,":[363],"South).":[364],"variant":[368],"nationally":[370],"an":[375],"alternative":[376],"model.":[379],"Both":[380],"share":[382],"same":[384],"objective":[386],"predicting":[388],"nationwide":[389],"next":[395,415],"Dataset":[397],"Variables":[398],"contains":[401],"forecasted":[405],"describing":[409],"activity":[412],"Operational":[417,555,581],"produced":[420],"SBB":[422],"operations":[427],"rather":[428],"measured":[430],"values.":[431],"available":[435],"prediction":[437],"therefore":[440],"serve":[441],"inputs":[445],"models.":[449],"All":[450],"recorded":[453],"resolution.":[456],"Feature":[457],"Variable":[459,470],"Group":[460],"Description":[461],"Columns":[462],"Timestamp":[463],"observation":[467],"datetime":[468],"Target":[469],"Total":[471],"electrical":[472],"Bahnlast":[480],"Weather":[481],"Forecasts":[482,638],"Temperature":[483],"or":[485],"influencing":[490],"Locarno":[493],"Monti,":[495],"Pully,":[496],"Wynau,":[497],"Z\u00fcrich":[498],"Fluntern":[500],"Planned":[501,517,530],"Train":[502,531,579,591],"Counts":[503],"Forecasted":[504,520,533,540],"number":[505],"operate":[510],"each":[512],"region":[513],"category":[515],"Anzahl_*_*":[516],"Transported":[518],"Tonnage":[519],"transported":[521,547],"mass":[522,548],"Tonnage_*_*":[529],"Distance":[532],"distance":[535,551],"traveled":[536],"Kilometerleistung_*_*":[539],"Transport":[541,668],"Work":[542],"(GTKM)":[543],"Gross":[544],"tonne-kilometers":[545],"combining":[546],"travel":[550],"Btkm_*_*":[552],"Regions":[554],"Region":[568,570],"Code":[569,590],"Z":[571],"Central":[572],"S":[573],"South":[574],"O":[575],"East":[576],"W":[577],"West":[578],"Categories":[580],"reported":[584],"three":[586],"types.":[588],"Category":[589],"Type":[592],"F":[593],"Freight":[594],"R":[596],"G":[600],"Long-distance":[601],"intercity":[603],"Citation":[606],"If":[607],"you":[608],"use":[609],"your":[613],"research,":[614],"please":[615],"cite":[616],"following":[618],"paper:":[619],"Theiler,":[620],"R.,":[621],"Von":[622],"Krannichfeldt,":[623],"L.,":[624],"Sansavini,":[625],"G.,":[626],"Howland,":[627],"M.":[628],"F.,":[629],"&":[630],"Fink,":[631],"O.Integrating":[632],"Expected":[634],"Future":[635],"Load":[637],"Contextually":[640],"Enhanced":[641],"Transformer":[642],"Models.":[643],"Acknowledgments":[644],"was":[647],"developed":[648],"part":[650],"project":[653],"INITIATE":[654],"\u2013":[655],"INtellIgenT":[656],"maIntenance":[657],"rAilway":[658],"sysTEms":[660],"funded":[661],"Office":[666],"(FOT).":[669],"authors":[671],"thank":[672],"(SBB)":[676],"providing":[678],"access":[679],"their":[689],"collaboration":[690],"project.":[693]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-14T00:00:00"}