{"id":"https://openalex.org/W3042065895","doi":"https://doi.org/10.1109/meco49872.2020.9134323","title":"Visual Programmed IoT Beehive Monitoring for Decision Aid by Machine Learning based Anomaly Detection","display_name":"Visual Programmed IoT Beehive Monitoring for Decision Aid by Machine Learning based Anomaly Detection","publication_year":2020,"publication_date":"2020-06-01","ids":{"openalex":"https://openalex.org/W3042065895","doi":"https://doi.org/10.1109/meco49872.2020.9134323","mag":"3042065895"},"language":"en","primary_location":{"id":"doi:10.1109/meco49872.2020.9134323","is_oa":false,"landing_page_url":"https://doi.org/10.1109/meco49872.2020.9134323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 9th Mediterranean Conference on Embedded Computing (MECO)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000635678","display_name":"R\u00fcdiger Machhamer","orcid":"https://orcid.org/0000-0002-0194-6194"},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rudiger Machhamer","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054906853","display_name":"Jannik Altenhofer","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jannik Altenhofer","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090335363","display_name":"Kristof Ueding","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kristof Ueding","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034288080","display_name":"Levin Czenkusch","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Levin Czenkusch","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069378658","display_name":"Florian Stolz","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Stolz","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019793330","display_name":"Maximilian Harth","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maximilian Harth","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041975716","display_name":"Michael R. Mattern","orcid":"https://orcid.org/0000-0002-8595-000X"},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Mattern","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046025078","display_name":"Azhar Latif","orcid":null},"institutions":[{"id":"https://openalex.org/I3025081897","display_name":"G\u00f6teborgs Stads","ror":"https://ror.org/03nd75281","country_code":"SE","type":"other","lineage":["https://openalex.org/I3025081897"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Azhar Latif","raw_affiliation_strings":["Dimv\u00e4dersgatan 48, G\u00f6teborg, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dimv\u00e4dersgatan 48, G\u00f6teborg, Sweden","institution_ids":["https://openalex.org/I3025081897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015087264","display_name":"Swen Haab","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Swen Haab","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075127251","display_name":"J\u00fcrgen Herrmann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210094019","display_name":"ift Rosenheim","ror":"https://ror.org/00rv22c87","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210094019"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jurgen Herrmann","raw_affiliation_strings":["57520, Rosenheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"57520, Rosenheim, Germany","institution_ids":["https://openalex.org/I4210094019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072895220","display_name":"Anke Schmeink","orcid":"https://orcid.org/0000-0002-9929-2925"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anke Schmeink","raw_affiliation_strings":["ISEK Research and Teaching Area, RWTH, Aachen University, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISEK Research and Teaching Area, RWTH, Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027221102","display_name":"Klaus-Uwe Gollmer","orcid":"https://orcid.org/0000-0002-1330-499X"},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus-Uwe Gollmer","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091189894","display_name":"Guido Dartmann","orcid":"https://orcid.org/0000-0002-6786-6664"},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Guido Dartmann","raw_affiliation_strings":["Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software Systems (ISS), Trier University of Applied Sciences - Environmental Campus Birkenfeld, Birkenfeld, Rhineland Palatinate, Germany","institution_ids":["https://openalex.org/I137932638"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10487","display_name":"Plant and animal studies","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/T10487","display_name":"Plant and animal studies","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/T10702","display_name":"Insect and Arachnid Ecology and Behavior","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11641","display_name":"Insect and Pesticide Research","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1109","display_name":"Insect 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":[{"id":"https://openalex.org/keywords/beehive","display_name":"Beehive","score":0.975990891456604},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6776652336120605},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5810419321060181},{"id":"https://openalex.org/keywords/beekeeping","display_name":"Beekeeping","score":0.5635461211204529},{"id":"https://openalex.org/keywords/honeypot","display_name":"Honeypot","score":0.5111446976661682},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.49113771319389343},{"id":"https://openalex.org/keywords/microsoft-visual-studio","display_name":"Microsoft Visual Studio","score":0.46955329179763794},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4522767663002014},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.4205559194087982},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4142674207687378},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3712049722671509},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.30348318815231323},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20662644505500793},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.2063387632369995},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.09119948744773865}],"concepts":[{"id":"https://openalex.org/C2779982806","wikidata":"https://www.wikidata.org/wiki/Q165107","display_name":"Beehive","level":2,"score":0.975990891456604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6776652336120605},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5810419321060181},{"id":"https://openalex.org/C21078798","wikidata":"https://www.wikidata.org/wiki/Q176353","display_name":"Beekeeping","level":2,"score":0.5635461211204529},{"id":"https://openalex.org/C191267431","wikidata":"https://www.wikidata.org/wiki/Q911932","display_name":"Honeypot","level":2,"score":0.5111446976661682},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.49113771319389343},{"id":"https://openalex.org/C512115632","wikidata":"https://www.wikidata.org/wiki/Q134067","display_name":"Microsoft Visual Studio","level":3,"score":0.46955329179763794},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4522767663002014},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.4205559194087982},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4142674207687378},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3712049722671509},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.30348318815231323},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20662644505500793},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2063387632369995},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.09119948744773865},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/meco49872.2020.9134323","is_oa":false,"landing_page_url":"https://doi.org/10.1109/meco49872.2020.9134323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 9th Mediterranean Conference on Embedded Computing (MECO)","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.rwth-aachen.de:815238","is_oa":false,"landing_page_url":"https://publications.rwth-aachen.de/record/815238","pdf_url":null,"source":{"id":"https://openalex.org/S4306401362","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"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":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W147699954","https://openalex.org/W1560724230","https://openalex.org/W1673310716","https://openalex.org/W2115943082","https://openalex.org/W2902119340","https://openalex.org/W2902264868","https://openalex.org/W2972376176","https://openalex.org/W4254115205","https://openalex.org/W6637131181"],"related_works":["https://openalex.org/W3017163745","https://openalex.org/W1501893924","https://openalex.org/W2346284945","https://openalex.org/W2041796782","https://openalex.org/W2108983843","https://openalex.org/W2515243975","https://openalex.org/W4388726973","https://openalex.org/W4380317910","https://openalex.org/W2898129294","https://openalex.org/W1500597735"],"abstract_inverted_index":{"The":[0],"global":[1],"decline":[2],"of":[3,23,32,41,49,69,143,153],"bees":[4],"is":[5],"an":[6,102],"important":[7],"ecological":[8],"and":[9,17,19,45,72,114,136,148],"economic":[10],"issue.":[11],"Increasing":[12],"stressors":[13],"such":[14,117],"as":[15,118],"pests":[16],"pollutants":[18],"the":[20,30,39,123,131,141],"increasing":[21],"lack":[22],"diversity":[24],"due":[25],"to":[26,61,88,129,139],"monocultures":[27],"are":[28,96],"worsening":[29],"viability":[31],"bees.":[33],"Beekeepers":[34],"have":[35,59],"great":[36],"interest":[37],"in":[38,64],"health":[40],"these":[42],"complex":[43],"systems":[44],"put":[46],"a":[47,81],"lot":[48],"work":[50],"into":[51],"monitoring":[52,104],"them.":[53],"Unfortunately,":[54],"they":[55],"usually":[56],"do":[57],"not":[58,107],"resources":[60],"engage":[62],"experts":[63],"modern":[65,91],"technologies":[66,92],"like":[67],"Internet":[68],"Things":[70],"(IoT)":[71],"Machine":[73],"Learning":[74],"(ML).":[75],"To":[76],"support":[77],"them,":[78],"we":[79],"present":[80],"visual":[82],"programming":[83],"environment":[84],"which":[85],"enables":[86],"laymen":[87],"handle":[89],"those":[90],"much":[93],"easier.":[94],"We":[95],"demonstrating":[97],"our":[98],"tool":[99],"by":[100],"developing":[101],"IoT":[103,147],"system":[105],"that":[106],"only":[108],"collects":[109],"data":[110],"but":[111],"also":[112],"detects":[113],"reports":[115],"anomalies":[116],"vandalism":[119],"or":[120],"diseases":[121],"on":[122],"beehive.":[124],"This":[125],"will":[126,137],"enable":[127],"beekeepers":[128],"minimise":[130],"effort":[132],"required":[133],"for":[134],"beekeeping":[135],"help":[138],"investigate":[140],"causes":[142],"colony":[144],"problems":[145],"using":[146],"ML":[149],"without":[150],"in-depth":[151],"knowledge":[152],"computer":[154],"science.":[155]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}