{"id":"https://openalex.org/W4400445969","doi":"https://doi.org/10.1145/3632775.3662161","title":"Intrinsic Explainable Artificial Intelligence Using Trainable Spatial Weights on Numerical Weather Predictions","display_name":"Intrinsic Explainable Artificial Intelligence Using Trainable Spatial Weights on Numerical Weather Predictions","publication_year":2024,"publication_date":"2024-05-31","ids":{"openalex":"https://openalex.org/W4400445969","doi":"https://doi.org/10.1145/3632775.3662161"},"language":"en","primary_location":{"id":"doi:10.1145/3632775.3662161","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632775.3662161","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 15th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3632775.3662161","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003493644","display_name":"Oliver Neumann","orcid":"https://orcid.org/0000-0003-4438-300X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oliver Neumann","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4438-300X","affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084746605","display_name":"Maximilian Beichter","orcid":"https://orcid.org/0009-0009-9713-3590"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maximilian Beichter","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0009-0009-9713-3590","affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048040015","display_name":"Benedikt Heidrich","orcid":"https://orcid.org/0000-0002-1923-0848"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benedikt Heidrich","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1923-0848","affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092977885","display_name":"Nils Friederich","orcid":"https://orcid.org/0009-0003-9377-3140"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nils Friederich","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0009-0003-9377-3140","affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014228448","display_name":"Veit Hagenmeyer","orcid":"https://orcid.org/0000-0002-3572-9083"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Veit Hagenmeyer","raw_affiliation_strings":["Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3572-9083","affiliations":[{"raw_affiliation_string":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001459055","display_name":"Ralf Mikut","orcid":"https://orcid.org/0000-0001-9100-5496"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ralf Mikut","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Germany"],"raw_orcid":"https://orcid.org/0000-0001-9100-5496","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"551","last_page":"559"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6820650100708008},{"id":"https://openalex.org/keywords/weather-forecasting","display_name":"Weather forecasting","score":0.4886966049671173},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4630783498287201},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.37433764338493347},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08694922924041748}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6820650100708008},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.4886966049671173},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4630783498287201},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.37433764338493347},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08694922924041748}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3632775.3662161","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632775.3662161","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 15th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3632775.3662161","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3632775.3662161","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 15th ACM International Conference on Future and Sustainable Energy Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.800000011920929,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1622676895","https://openalex.org/W1992885444","https://openalex.org/W2607339923","https://openalex.org/W2767545488","https://openalex.org/W2773116114","https://openalex.org/W2783018885","https://openalex.org/W2888183416","https://openalex.org/W2904031088","https://openalex.org/W3013079023","https://openalex.org/W3159197733","https://openalex.org/W3200680133","https://openalex.org/W4220726206","https://openalex.org/W4238681028","https://openalex.org/W4283370720","https://openalex.org/W4298109254","https://openalex.org/W4319919010","https://openalex.org/W4385162120","https://openalex.org/W4388210823","https://openalex.org/W4396221671","https://openalex.org/W4407926705"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2958561312","https://openalex.org/W1480156024","https://openalex.org/W3092347950","https://openalex.org/W65938850","https://openalex.org/W275718980","https://openalex.org/W2361731950","https://openalex.org/W2618707070","https://openalex.org/W4223932376","https://openalex.org/W188660134"],"abstract_inverted_index":{"Addressing":[0],"the":[1,13,160],"volatility":[2],"of":[3,20,167],"renewable":[4,21,34],"energies":[5,35],"like":[6],"solar":[7],"and":[8,17,33,38,84,126,156,176],"wind":[9],"is":[10,78],"crucial":[11],"for":[12,47,60],"energy":[14,24,48,61,69,73,95,123],"system\u2019s":[15],"stability":[16],"optimal":[18],"utilization":[19],"energies.":[22],"Accurate":[23],"forecasts":[25,49,141],"are":[26,36,63,82,102],"important":[27,79],"to":[28,44,51,94,121,138,153],"improve":[29],"scheduling.":[30],"Electrical":[31],"demand":[32],"weather-dependent":[37],"Numerical":[39],"Weather":[40],"Predictions":[41],"have":[42],"proven":[43],"be":[45,150],"beneficial":[46],"due":[50],"their":[52],"fine-grained":[53],"spatial":[54,113,136,144,161],"resolution.":[55],"State-of-the-art":[56],"Deep":[57],"Learning":[58],"approaches":[59],"forecasting":[62,96],"black-box":[64],"models.":[65],"However,":[66],"decisions":[67],"in":[68],"systems":[70],"depend":[71],"on":[72,111,142],"forecasts,":[74],"and,":[75],"thus,":[76],"it":[77],"that":[80,91,124],"models":[81],"explainable":[83],"trustworthy.":[85],"Explainable":[86],"Artificial":[87],"Intelligence":[88],"techniques":[89],"exist":[90],"add":[92],"explainability":[93,129,155],"models,":[97],"but":[98],"all":[99],"existing":[100],"methods":[101],"only":[103],"post-hoc":[104],"or":[105],"do":[106],"not":[107],"use":[108,134],"weather":[109],"data":[110],"large":[112,143],"areas.":[114,145],"This":[115],"paper":[116],"introduces":[117],"a":[118,164],"novel":[119],"approach":[120],"forecast":[122],"scales":[125],"adds":[127],"intrinsic":[128],"by":[130],"design.":[131],"Therefore,":[132],"we":[133],"trainable":[135],"weights":[137,148,162],"make":[139],"accurate":[140],"The":[146],"trained":[147],"can":[149],"interpreted":[151],"spatially":[152],"enhance":[154],"increase":[157],"trust.":[158],"Furthermore,":[159],"enable":[163],"wide":[165],"range":[166],"future":[168],"work,":[169],"including":[170],"postprocessing,":[171],"subregion":[172],"forecasting,":[173],"hierarchical":[174],"learning,":[175],"spatial-temporal":[177],"weights.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
