{"id":"https://openalex.org/W2064603341","doi":"https://doi.org/10.1109/iswcs.2010.5624542","title":"Land use classification as a key component for path loss prediction in rural areas","display_name":"Land use classification as a key component for path loss prediction in rural areas","publication_year":2010,"publication_date":"2010-09-01","ids":{"openalex":"https://openalex.org/W2064603341","doi":"https://doi.org/10.1109/iswcs.2010.5624542","mag":"2064603341"},"language":"en","primary_location":{"id":"doi:10.1109/iswcs.2010.5624542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iswcs.2010.5624542","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 7th International Symposium on Wireless Communication Systems","raw_type":"proceedings-article"},"type":"article","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/A5080762562","display_name":"Melanie Neunerdt","orcid":null},"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":true,"raw_author_name":"Melanie Neunerdt","raw_affiliation_strings":["Institute of Theoretical Information Technology, RWTH Aachen University, Germany","Institute for Theoretical Information Technology, RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Theoretical Information Technology, RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute for Theoretical Information Technology, RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102732787","display_name":"Alexander Engels","orcid":"https://orcid.org/0000-0003-4942-9994"},"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":"Alexander Engels","raw_affiliation_strings":["Institute of Theoretical Information Technology, RWTH Aachen University, Germany","Institute for Theoretical Information Technology, RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Theoretical Information Technology, RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute for Theoretical Information Technology, RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066277118","display_name":"Rudolf Mathar","orcid":"https://orcid.org/0000-0002-9585-605X"},"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":"Rudolf Mathar","raw_affiliation_strings":["Institute of Theoretical Information Technology, RWTH Aachen University, Germany","Institute for Theoretical Information Technology, RWTH Aachen University, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Theoretical Information Technology, RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute for Theoretical Information Technology, RWTH Aachen University, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080762562"],"corresponding_institution_ids":["https://openalex.org/I887968799"],"apc_list":null,"apc_paid":null,"fwci":0.5879,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.72385814,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"666","last_page":"670"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9997000098228455,"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9994999766349792,"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/T12146","display_name":"Power Line Communications and Noise","score":0.9904999732971191,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6675727963447571},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6567552089691162},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.6391575336456299},{"id":"https://openalex.org/keywords/path-loss","display_name":"Path loss","score":0.6283929347991943},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5607824325561523},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5443004369735718},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5366876125335693},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5234445929527283},{"id":"https://openalex.org/keywords/empirical-modelling","display_name":"Empirical modelling","score":0.47524189949035645},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46679598093032837},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.4557272493839264},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.44640326499938965},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3490021228790283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3389706313610077},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.26551002264022827},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17100659012794495},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.10879883170127869},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09451323747634888},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08081868290901184},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.0719466507434845}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6675727963447571},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6567552089691162},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.6391575336456299},{"id":"https://openalex.org/C194273485","wikidata":"https://www.wikidata.org/wiki/Q1478845","display_name":"Path loss","level":3,"score":0.6283929347991943},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5607824325561523},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5443004369735718},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5366876125335693},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5234445929527283},{"id":"https://openalex.org/C133199616","wikidata":"https://www.wikidata.org/wiki/Q25386885","display_name":"Empirical modelling","level":2,"score":0.47524189949035645},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46679598093032837},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.4557272493839264},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.44640326499938965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3490021228790283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3389706313610077},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.26551002264022827},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17100659012794495},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.10879883170127869},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09451323747634888},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08081868290901184},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0719466507434845},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iswcs.2010.5624542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iswcs.2010.5624542","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 7th International Symposium on Wireless Communication Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.rwth-aachen.de:118362","is_oa":false,"landing_page_url":"https://publications.rwth-aachen.de/record/118362","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":"Proceedings of the 2010 7th International Symposium on Wireless Communication Systems : [ISWCS 2010] ; 19\u201322 September 2010 ; Univ. of York, York, United Kingdom / IEEE... Eds.: Rodrigo C. Lamare ...<br/>7. International Symposium on Wireless Communication Systems, ISWCS 2010, York, UK, 2010-09-19 - 2010-09-22","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.4699999988079071}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324232","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1587362683","https://openalex.org/W1601795611","https://openalex.org/W1663973292","https://openalex.org/W2044465660","https://openalex.org/W2058536250","https://openalex.org/W2110784079","https://openalex.org/W2119792344","https://openalex.org/W2122111042","https://openalex.org/W2125462928","https://openalex.org/W2151651005","https://openalex.org/W2799061466","https://openalex.org/W4205687621","https://openalex.org/W4302070335","https://openalex.org/W6676618438"],"related_works":["https://openalex.org/W2292972763","https://openalex.org/W3144372491","https://openalex.org/W3089761018","https://openalex.org/W2898051319","https://openalex.org/W4312126988","https://openalex.org/W3169988702","https://openalex.org/W2074982533","https://openalex.org/W2484119988","https://openalex.org/W2471827583","https://openalex.org/W1964571441"],"abstract_inverted_index":{"Path":[0],"loss":[1,26,71,106],"prediction":[2,27,72,107,111],"is":[3],"an":[4],"essential":[5],"building":[6],"block":[7],"for":[8,41,66],"planning":[9],"and":[10,23],"optimization":[11],"of":[12,93,98,118],"cellular":[13],"radio":[14],"networks.":[15],"Semi-empirical":[16],"land":[17,33,67,83],"use":[18,34,68,84],"based":[19,69],"models":[20],"yield":[21],"accurate":[22],"efficient":[24],"path":[25,70,105],"results":[28,112],"in":[29,91],"rural":[30],"areas.":[31],"Consequently,":[32],"information":[35],"serves":[36],"as":[37],"a":[38,49,87,103,114],"key":[39],"input":[40,64],"those":[42],"models.":[43,73],"In":[44],"this":[45,77],"paper,":[46],"we":[47],"present":[48],"new":[50],"C":[51],"\u00d7":[52],"K-Nearest-Mean":[53],"classification":[54,85,100],"method":[55,101],"operating":[56],"on":[57],"landscape":[58],"images":[59],"to":[60,76,110],"provide":[61],"the":[62],"required":[63],"data":[65],"With":[74],"respect":[75],"purpose":[78],"our":[79,99],"approach":[80],"exceeds":[81],"conventional":[82],"using":[86],"neural":[88],"network":[89],"particularly":[90],"terms":[92],"total":[94],"error":[95,117],"rate.":[96],"Utilization":[97],"by":[102],"specific":[104],"model":[108],"leads":[109],"with":[113],"mean":[115],"square":[116],"less":[119],"than":[120],"6dB.":[121]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}