{"id":"https://openalex.org/W7128473291","doi":"https://doi.org/10.18420/giljt2026_57","title":"Auf dem Weg zu einer KI-gest\u00fctzten Gew\u00e4sser- und Wasseransammlungsdetektion zur adaptiven Steuerung von Pflanzenschutz- und D\u00fcngerapplikation auf Landmaschinen","display_name":"Auf dem Weg zu einer KI-gest\u00fctzten Gew\u00e4sser- und Wasseransammlungsdetektion zur adaptiven Steuerung von Pflanzenschutz- und D\u00fcngerapplikation auf Landmaschinen","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7128473291","doi":"https://doi.org/10.18420/giljt2026_57"},"language":"de","primary_location":{"id":"pmh:doi:10.18420/giljt2026_57","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text/Conference Paper"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.18420/giljt2026_57","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5125574212","display_name":"Christoph Tieben","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Tieben, Christoph","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068394644","display_name":"Robert Rettig","orcid":"https://orcid.org/0000-0002-4632-1286"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rettig, Robert","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004035546","display_name":"Benjamin Kisliuk","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kisliuk, Benjamin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125486117","display_name":"Andrej Lejman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lejman, Andrej","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125536182","display_name":"Christoph Man\u00df","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Man\u00df, Christoph","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125480124","display_name":"Kai A. von Szadkowski","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Szadkowski, Kai A. von","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Atzmueller, Martin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Atzmueller, Martin","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5125574212"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35495185,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10616","display_name":"Smart Agriculture and AI","score":0.49799999594688416,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.49799999594688416,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.09470000118017197,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11404","display_name":"Irrigation Practices and Water Management","score":0.03099999949336052,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C29456083","wikidata":"https://www.wikidata.org/wiki/Q1221899","display_name":"Gynecology","level":1,"score":0.5217999815940857},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.4973999857902527},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30550000071525574},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1915999948978424},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.18140000104904175},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.17589999735355377},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.1753000020980835},{"id":"https://openalex.org/C178550888","wikidata":"https://www.wikidata.org/wiki/Q2043282","display_name":"Business administration","level":1,"score":0.1679999977350235},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.16509999334812164},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.164000004529953}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.18420/giljt2026_57","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text/Conference Paper"},{"id":"doi:10.18420/giljt2026_57","is_oa":true,"landing_page_url":"https://doi.org/10.18420/giljt2026_57","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18420/giljt2026_57","is_oa":true,"landing_page_url":"https://doi.org/10.18420/giljt2026_57","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.454726904630661}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Die":[0,28,122],"zunehmenden":[1],"regulatorischen":[2],"Anforderungen":[3],"an":[4],"den":[5],"Umwelt-":[6],"und":[7,21,63,76,81,113,117,133],"Gew\u00e4sserschutz":[8],"stellen":[9],"Landwirte":[10],"vor":[11],"gro\u00dfe":[12],"Herausforderungen,":[13],"insbesondere":[14],"bei":[15],"der":[16,24],"Ausbringung":[17,73],"von":[18,26,61,74,91],"Pflanzenschutzmitteln":[19],"(PSM)":[20],"D\u00fcngemitteln":[22,77],"in":[23,66],"N\u00e4he":[25],"Gew\u00e4ssern.":[27],"derzeit":[29],"eingesetzten":[30],"statischen":[31],"Verfahren,":[32],"die":[33,42,72,83,142],"auf":[34,130],"Kartenmaterial":[35],"oder":[36,93],"manuellen":[37],"Stichproben":[38],"basieren,":[39],"sind":[40],"f\u00fcr":[41,99],"moderne,":[43],"automatisierte":[44],"Landwirtschaft":[45],"nicht":[46],"ausreichend.":[47],"Eine":[48,107],"adaptive":[49],"Steuerung":[50],"soll":[51],"diese":[52],"Problematik":[53],"adressieren,":[54],"mittels":[55],"eines":[56],"sensorbasierten":[57],"KI-Systems":[58],"zur":[59,150],"Echtzeiterkennung":[60],"Gew\u00e4ssern":[62],"tempor\u00e4ren":[64],"Wasseransammlungen":[65],"landwirtschaftlichen":[67],"Umgebungen.":[68],"Ziel":[69],"ist":[70],"es,":[71],"PSM":[75],"dynamisch":[78],"zu":[79,87],"steuern":[80],"so":[82],"Einhaltung":[84],"gesetzlicher":[85],"Vorgaben":[86],"gew\u00e4hrleisten":[88],"\u2013":[89],"unabh\u00e4ngig":[90],"GNSS":[92],"vorhandenen":[94],"Geodaten.":[95],"Dazu":[96],"werden":[97,141],"Edge-KI-Modelle":[98],"energieeffiziente":[100],"Hardware":[101],"sowohl":[102],"trainiert":[103],"als":[104],"auch":[105],"evaluiert.":[106],"modulare":[108],"Sensorbox":[109],"mit":[110],"RGB-D-,":[111],"LiDAR-":[112],"Multispektralsensorik":[114],"wird":[115],"entwickelt":[116],"unter":[118],"realen":[119],"Bedingungen":[120],"getestet.":[121],"KI-Entwicklung":[123],"kann":[124],"dabei":[125],"durch":[126],"synthetische":[127],"Datengenerierung":[128],"basierend":[129],"photorealistischen":[131],"Simulationen":[132],"teilautomatisierter":[134],"Annotation":[135],"beschleunigt":[136],"werden.":[137],"In":[138],"diesem":[139],"Beitrag":[140],"entsprechenden":[143],"Konzepte,":[144],"erste":[145],"Ergebnisse":[146],"sowie":[147],"notwendige":[148],"Schritte":[149],"Entwicklung":[151],"einer":[152],"adaptiv":[153],"gesteuerten":[154],"Feldspritze":[155],"diskutiert.":[156]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2026-02-11T00:00:00"}