{"id":"https://openalex.org/W4408821732","doi":"https://doi.org/10.3390/publications13020015","title":"Top2Vec Topic Modeling to Analyze the Dynamics of Publication Activity Related to Environmental Monitoring Using Unmanned Aerial Vehicles","display_name":"Top2Vec Topic Modeling to Analyze the Dynamics of Publication Activity Related to Environmental Monitoring Using Unmanned Aerial Vehicles","publication_year":2025,"publication_date":"2025-03-25","ids":{"openalex":"https://openalex.org/W4408821732","doi":"https://doi.org/10.3390/publications13020015"},"language":"en","primary_location":{"id":"doi:10.3390/publications13020015","is_oa":true,"landing_page_url":"https://doi.org/10.3390/publications13020015","pdf_url":"https://www.mdpi.com/2304-6775/13/2/15/pdf?version=1742901972","source":{"id":"https://openalex.org/S2738007992","display_name":"Publications","issn_l":"2304-6775","issn":["2304-6775"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Publications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2304-6775/13/2/15/pdf?version=1742901972","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116787888","display_name":"Vladimir Albrekht","orcid":null},"institutions":[{"id":"https://openalex.org/I204275683","display_name":"Satbayev University","ror":"https://ror.org/020cpsb96","country_code":"KZ","type":"education","lineage":["https://openalex.org/I204275683"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Vladimir Albrekht","raw_affiliation_strings":["Institute of Automation and Information Technologies, Satbayev University (KazNRTU), 22 Satpayev Street, Almaty 050013, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Institute of Automation and Information Technologies, Satbayev University (KazNRTU), 22 Satpayev Street, Almaty 050013, Kazakhstan","institution_ids":["https://openalex.org/I204275683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067815466","display_name":"Ravil I. Mukhamediev","orcid":"https://orcid.org/0000-0002-3727-043X"},"institutions":[{"id":"https://openalex.org/I204275683","display_name":"Satbayev University","ror":"https://ror.org/020cpsb96","country_code":"KZ","type":"education","lineage":["https://openalex.org/I204275683"]},{"id":"https://openalex.org/I4210135055","display_name":"Institute of Information and Computational Technologies","ror":"https://ror.org/03v6e0k54","country_code":"KZ","type":"facility","lineage":["https://openalex.org/I4210135055"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Ravil I. Mukhamediev","raw_affiliation_strings":["Institute of Automation and Information Technologies, Satbayev University (KazNRTU), 22 Satpayev Street, Almaty 050013, Kazakhstan","Institute of Information and Computational Technologies, Almaty 050010, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Institute of Automation and Information Technologies, Satbayev University (KazNRTU), 22 Satpayev Street, Almaty 050013, Kazakhstan","institution_ids":["https://openalex.org/I204275683"]},{"raw_affiliation_string":"Institute of Information and Computational Technologies, Almaty 050010, Kazakhstan","institution_ids":["https://openalex.org/I4210135055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070833173","display_name":"Yelena Popova","orcid":"https://orcid.org/0000-0002-8034-5935"},"institutions":[{"id":"https://openalex.org/I24568809","display_name":"Transport and Telecommunication Institute","ror":"https://ror.org/01628w679","country_code":"LV","type":"education","lineage":["https://openalex.org/I24568809"]}],"countries":["LV"],"is_corresponding":false,"raw_author_name":"Yelena Popova","raw_affiliation_strings":["Transport and Management Department, Transport and Telecommunication Institute, Lauvas iela 2, LV-1003 Riga, Latvia"],"affiliations":[{"raw_affiliation_string":"Transport and Management Department, Transport and Telecommunication Institute, Lauvas iela 2, LV-1003 Riga, Latvia","institution_ids":["https://openalex.org/I24568809"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068319009","display_name":"Elena Muhamedijeva","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135055","display_name":"Institute of Information and Computational Technologies","ror":"https://ror.org/03v6e0k54","country_code":"KZ","type":"facility","lineage":["https://openalex.org/I4210135055"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Elena Muhamedijeva","raw_affiliation_strings":["Institute of Information and Computational Technologies, Almaty 050010, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Institute of Information and Computational Technologies, Almaty 050010, Kazakhstan","institution_ids":["https://openalex.org/I4210135055"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116787889","display_name":"Asset Botaibekov","orcid":null},"institutions":[{"id":"https://openalex.org/I204275683","display_name":"Satbayev University","ror":"https://ror.org/020cpsb96","country_code":"KZ","type":"education","lineage":["https://openalex.org/I204275683"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Asset Botaibekov","raw_affiliation_strings":["Institute of Automation and Information Technologies, Satbayev University (KazNRTU), 22 Satpayev Street, Almaty 050013, Kazakhstan"],"affiliations":[{"raw_affiliation_string":"Institute of Automation and Information Technologies, Satbayev University (KazNRTU), 22 Satpayev Street, Almaty 050013, Kazakhstan","institution_ids":["https://openalex.org/I204275683"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5116787889"],"corresponding_institution_ids":["https://openalex.org/I204275683"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":7.1938,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.96415771,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"13","issue":"2","first_page":"15","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9717000126838684,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9717000126838684,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9045000076293945,"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/dynamics","display_name":"Dynamics (music)","score":0.6540819406509399},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5324488878250122},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"System dynamics","score":0.4377394914627075},{"id":"https://openalex.org/keywords/aeronautics","display_name":"Aeronautics","score":0.36431804299354553},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16120067238807678},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15108126401901245},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.049449622631073}],"concepts":[{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.6540819406509399},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5324488878250122},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.4377394914627075},{"id":"https://openalex.org/C178802073","wikidata":"https://www.wikidata.org/wiki/Q8421","display_name":"Aeronautics","level":1,"score":0.36431804299354553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16120067238807678},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15108126401901245},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.049449622631073},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/publications13020015","is_oa":true,"landing_page_url":"https://doi.org/10.3390/publications13020015","pdf_url":"https://www.mdpi.com/2304-6775/13/2/15/pdf?version=1742901972","source":{"id":"https://openalex.org/S2738007992","display_name":"Publications","issn_l":"2304-6775","issn":["2304-6775"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Publications","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jpubli:v:13:y:2025:i:2:p:15-:d:1620017","is_oa":false,"landing_page_url":"https://www.mdpi.com/2304-6775/13/2/15/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:doaj.org/article:102d6b54e6964a72ba05c9472bc37793","is_oa":true,"landing_page_url":"https://doaj.org/article/102d6b54e6964a72ba05c9472bc37793","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Publications, Vol 13, Iss 2, p 15 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/publications13020015","is_oa":true,"landing_page_url":"https://doi.org/10.3390/publications13020015","pdf_url":"https://www.mdpi.com/2304-6775/13/2/15/pdf?version=1742901972","source":{"id":"https://openalex.org/S2738007992","display_name":"Publications","issn_l":"2304-6775","issn":["2304-6775"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Publications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408821732.pdf"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W1902027874","https://openalex.org/W2024756413","https://openalex.org/W2131744502","https://openalex.org/W2133286915","https://openalex.org/W2229940056","https://openalex.org/W2278712165","https://openalex.org/W2304578911","https://openalex.org/W2331725058","https://openalex.org/W2601243251","https://openalex.org/W2620996074","https://openalex.org/W2762576911","https://openalex.org/W2803838739","https://openalex.org/W2883113516","https://openalex.org/W2889326414","https://openalex.org/W2889749348","https://openalex.org/W2891177506","https://openalex.org/W2896457183","https://openalex.org/W2909309670","https://openalex.org/W2940856955","https://openalex.org/W2946497559","https://openalex.org/W2962686197","https://openalex.org/W2963034284","https://openalex.org/W2970641574","https://openalex.org/W2973226110","https://openalex.org/W2996944547","https://openalex.org/W3020655189","https://openalex.org/W3036644138","https://openalex.org/W3045124597","https://openalex.org/W3106787563","https://openalex.org/W3109379470","https://openalex.org/W3120463393","https://openalex.org/W3134745554","https://openalex.org/W3135796646","https://openalex.org/W3174961705","https://openalex.org/W3196362003","https://openalex.org/W3206795908","https://openalex.org/W4210480131","https://openalex.org/W4213147678","https://openalex.org/W4214484978","https://openalex.org/W4220849261","https://openalex.org/W4225725971","https://openalex.org/W4229011615","https://openalex.org/W4231510805","https://openalex.org/W4282970004","https://openalex.org/W4295926338","https://openalex.org/W4308307404","https://openalex.org/W4312933530","https://openalex.org/W4316506832","https://openalex.org/W4382519272","https://openalex.org/W4385900995","https://openalex.org/W4387673749","https://openalex.org/W4394765787","https://openalex.org/W4399011059","https://openalex.org/W4401487781","https://openalex.org/W6639619044","https://openalex.org/W6752306592","https://openalex.org/W6765362104","https://openalex.org/W6848893552","https://openalex.org/W7023828953"],"related_works":["https://openalex.org/W4211139642","https://openalex.org/W2181721856","https://openalex.org/W2381418473","https://openalex.org/W2025879371","https://openalex.org/W2032986081","https://openalex.org/W4403119242","https://openalex.org/W1502305485","https://openalex.org/W826886275","https://openalex.org/W326831310","https://openalex.org/W2227085772"],"abstract_inverted_index":{"Unmanned":[0],"aerial":[1],"vehicles":[2],"(UAVs)":[3],"play":[4],"a":[5,180],"key":[6,41,81],"role":[7],"in":[8,79,94,126,149,162,183,193,216,233],"the":[9,26,40,48,68,95,118,127,136,140,143,150,160,165,170,190,201,217,224,227,230],"process":[10],"of":[11,21,29,59,90,97,112,117,124,129,145,152,172,203,219,229],"contemporary":[12],"environmental":[13,23],"monitoring,":[14,196],"enabling":[15],"more":[16,60],"frequent":[17],"and":[18,43,85,92,105,109,121,199,210,243],"detailed":[19],"observations":[20],"various":[22],"parameters.":[24],"With":[25],"rapid":[27],"growth":[28],"scientific":[30,64,231],"publications":[31],"on":[32,67,164],"this":[33],"topic,":[34],"it":[35],"is":[36,142,159,247],"important":[37,157],"to":[38,73,236],"identify":[39],"trends":[42],"directions.":[44],"This":[45],"study":[46,132],"uses":[47],"Top2Vec":[49],"algorithm":[50,54],"for":[51,139],"topic":[52,107],"modeling":[53],"aimed":[55],"at":[56],"analyzing":[57],"abstracts":[58],"than":[61],"556":[62],"thousand":[63],"articles":[65],"published":[66],"arXiv":[69],"platform":[70],"from":[71],"2010":[72],"2023.":[74],"The":[75,99,131,154],"analysis":[76,111],"was":[77],"conducted":[78],"five":[80],"domains:":[82],"air,":[83],"water,":[84],"surface":[86,205],"pollution":[87,212],"monitoring;":[88],"causes":[89,171],"pollution;":[91],"challenges":[93],"use":[96],"UAVs.":[98],"research":[100],"method":[101],"included":[102],"data":[103,147],"collection":[104],"pre-processing,":[106],"modeling,":[108],"quantitative":[110],"publication":[113],"activity":[114],"using":[115],"indicators":[116],"rate":[119],"(D1)":[120],"acceleration":[122],"(D2)":[123],"change":[125],"number":[128],"publications.":[130],"allows":[133],"concluding":[134],"that":[135],"main":[137],"challenge":[138],"researchers":[141],"task":[144],"processing":[146],"obtained":[148],"course":[151],"monitoring.":[153],"second":[155],"most":[156,191,214],"factor":[158],"reduction":[161],"restrictions":[163],"UAV":[166],"flight":[167],"duration.":[168],"Among":[169],"pollution,":[173,208,238],"agricultural":[174],"activities":[175],"will":[176,188],"be":[177,189],"considered":[178],"as":[179],"priority.":[181],"Research":[182],"monitoring":[184],"greenhouse":[185],"gas":[186],"emissions":[187],"topical":[192],"air":[194],"quality":[195,221],"while":[197],"erosion":[198],"sedimentation\u2014in":[200],"area":[202],"land":[204],"control.":[206,222],"Thermal":[207],"microplastics,":[209],"chemical":[211],"are":[213],"relevant":[215],"field":[218],"water":[220],"On":[223],"other":[225],"hand,":[226],"interest":[228],"community":[232],"topics":[234],"related":[235],"soil":[237],"particulate":[239],"matter,":[240],"sensor":[241],"calibration,":[242],"volatile":[244],"organic":[245],"compounds":[246],"decreasing.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
