{"id":"https://openalex.org/W2808797711","doi":"https://doi.org/10.3390/fi10070056","title":"Big Data Perspective and Challenges in Next Generation Networks","display_name":"Big Data Perspective and Challenges in Next Generation Networks","publication_year":2018,"publication_date":"2018-06-21","ids":{"openalex":"https://openalex.org/W2808797711","doi":"https://doi.org/10.3390/fi10070056","mag":"2808797711"},"language":"en","primary_location":{"id":"doi:10.3390/fi10070056","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi10070056","pdf_url":"https://www.mdpi.com/1999-5903/10/7/56/pdf?version=1529570490","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/10/7/56/pdf?version=1529570490","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061022840","display_name":"Kashif Sultan","orcid":"https://orcid.org/0000-0002-6194-9864"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kashif Sultan","raw_affiliation_strings":["School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051893714","display_name":"Hazrat Ali","orcid":"https://orcid.org/0000-0003-3058-5794"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]},{"id":"https://openalex.org/I3131573596","display_name":"Abbottabad University of Science and Technology","ror":"https://ror.org/0549hdw45","country_code":"PK","type":"education","lineage":["https://openalex.org/I3131573596"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Hazrat Ali","raw_affiliation_strings":["Department of Electrical Engineering, COMSATS University Islamabad, Abbottabad Campus, Abbottabad 22060, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, COMSATS University Islamabad, Abbottabad Campus, Abbottabad 22060, Pakistan","institution_ids":["https://openalex.org/I3131573596","https://openalex.org/I16076960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040401781","display_name":"Zhongshan Zhang","orcid":"https://orcid.org/0000-0001-6454-4689"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhongshan Zhang","raw_affiliation_strings":["School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China","institution_ids":["https://openalex.org/I92403157"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5040401781"],"corresponding_institution_ids":["https://openalex.org/I92403157"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":3.7941,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.93892901,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"10","issue":"7","first_page":"56","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998999834060669,"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":0.9998999834060669,"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/T11458","display_name":"Advanced Wireless Communication Technologies","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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.8522670269012451},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6882414817810059},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6638383865356445},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.626028835773468},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.519321084022522},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.49318450689315796},{"id":"https://openalex.org/keywords/low-latency","display_name":"Low latency (capital markets)","score":0.4856792688369751},{"id":"https://openalex.org/keywords/high-data-rate","display_name":"High data rate","score":0.4370032846927643},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.4120827913284302},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.34844833612442017},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.26581907272338867},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2118965983390808},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.17308688163757324},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.16861805319786072},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.12126022577285767}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8522670269012451},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6882414817810059},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6638383865356445},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.626028835773468},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.519321084022522},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.49318450689315796},{"id":"https://openalex.org/C46637626","wikidata":"https://www.wikidata.org/wiki/Q6693015","display_name":"Low latency (capital markets)","level":2,"score":0.4856792688369751},{"id":"https://openalex.org/C3019438356","wikidata":"https://www.wikidata.org/wiki/Q155028","display_name":"High data rate","level":3,"score":0.4370032846927643},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.4120827913284302},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.34844833612442017},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.26581907272338867},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2118965983390808},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.17308688163757324},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.16861805319786072},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12126022577285767},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/fi10070056","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi10070056","pdf_url":"https://www.mdpi.com/1999-5903/10/7/56/pdf?version=1529570490","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:10:y:2018:i:7:p:56-:d:153634","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/10/7/56/","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:281106435b7c44fea52d40078f87a08b","is_oa":true,"landing_page_url":"https://doaj.org/article/281106435b7c44fea52d40078f87a08b","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 10, Iss 7, p 56 (2018)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-5903/10/7/56/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/fi10070056","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/fi10070056","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi10070056","pdf_url":"https://www.mdpi.com/1999-5903/10/7/56/pdf?version=1529570490","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2808797711.pdf","grobid_xml":"https://content.openalex.org/works/W2808797711.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W866281365","https://openalex.org/W1667950888","https://openalex.org/W1906224694","https://openalex.org/W1966799294","https://openalex.org/W1976817824","https://openalex.org/W1978308495","https://openalex.org/W1981104527","https://openalex.org/W1994080576","https://openalex.org/W1997036878","https://openalex.org/W1999153524","https://openalex.org/W2004477678","https://openalex.org/W2009332171","https://openalex.org/W2010630450","https://openalex.org/W2013366448","https://openalex.org/W2013546591","https://openalex.org/W2023580042","https://openalex.org/W2041753440","https://openalex.org/W2042308583","https://openalex.org/W2050408568","https://openalex.org/W2052190282","https://openalex.org/W2054692642","https://openalex.org/W2056062664","https://openalex.org/W2076063813","https://openalex.org/W2077723394","https://openalex.org/W2077949195","https://openalex.org/W2098936723","https://openalex.org/W2103970559","https://openalex.org/W2103972037","https://openalex.org/W2104074482","https://openalex.org/W2111730140","https://openalex.org/W2116334496","https://openalex.org/W2122496159","https://openalex.org/W2135517533","https://openalex.org/W2136051823","https://openalex.org/W2138020668","https://openalex.org/W2147093486","https://openalex.org/W2148454256","https://openalex.org/W2149170915","https://openalex.org/W2160160578","https://openalex.org/W2163922914","https://openalex.org/W2165698076","https://openalex.org/W2166733284","https://openalex.org/W2248544358","https://openalex.org/W2281611560","https://openalex.org/W2285154146","https://openalex.org/W2330448804","https://openalex.org/W2343448572","https://openalex.org/W2415391790","https://openalex.org/W2466084743","https://openalex.org/W2511063986","https://openalex.org/W2517166312","https://openalex.org/W2562947506","https://openalex.org/W2593693876","https://openalex.org/W2615459164","https://openalex.org/W2738902735","https://openalex.org/W2741401130","https://openalex.org/W2741901456","https://openalex.org/W2747633805","https://openalex.org/W2770215151","https://openalex.org/W2770404886","https://openalex.org/W2771789848","https://openalex.org/W2773405367","https://openalex.org/W2783206954","https://openalex.org/W2783334894","https://openalex.org/W2784009994","https://openalex.org/W2786817472","https://openalex.org/W2789411242","https://openalex.org/W2791056945","https://openalex.org/W2792068510","https://openalex.org/W2792865381","https://openalex.org/W2793130454","https://openalex.org/W2919115771","https://openalex.org/W2963008907","https://openalex.org/W2963229748","https://openalex.org/W2963634393","https://openalex.org/W3105072513","https://openalex.org/W3124305946","https://openalex.org/W4252349966","https://openalex.org/W6656451038"],"related_works":["https://openalex.org/W2187864705","https://openalex.org/W3120936381","https://openalex.org/W4231281561","https://openalex.org/W2883733665","https://openalex.org/W4287392601","https://openalex.org/W4323781880","https://openalex.org/W1021135154","https://openalex.org/W3195068636","https://openalex.org/W3156469477","https://openalex.org/W2157681446"],"abstract_inverted_index":{"With":[0],"the":[1,4,11,17,77,88,96,107,113,123,130,138],"development":[2],"towards":[3,15,91,111],"next":[5,33],"generation":[6,34],"cellular":[7],"networks,":[8],"i.e.,":[9],"5G,":[10],"focus":[12],"has":[13],"shifted":[14],"meeting":[16],"higher":[18],"data":[19,39,135],"rate":[20],"requirements,":[21],"potential":[22,118,139],"of":[23,45,50,95,98,140],"micro":[24],"cells":[25],"and":[26,43,67,86,93,122,137,145],"millimeter":[27],"wave":[28],"spectrum.":[29],"The":[30,48],"goals":[31,52,97],"for":[32,120,143],"networks":[35,85],"are":[36],"very":[37],"high":[38],"rates,":[40],"low":[41],"latency":[42],"handling":[44],"big":[46,134],"data.":[47],"achievement":[49],"these":[51],"definitely":[53],"require":[54],"newer":[55],"architecture":[56],"designs,":[57],"upgraded":[58],"technologies":[59],"with":[60],"possible":[61],"backward":[62],"support,":[63],"better":[64],"security":[65],"algorithms":[66],"intelligent":[68],"decision":[69,146],"making":[70,147],"capability.":[71],"In":[72],"this":[73],"survey,":[74],"we":[75],"identify":[76],"opportunities":[78],"which":[79,115],"can":[80],"be":[81,117],"provided":[82],"by":[83],"5G":[84,127,149],"discuss":[87],"underlying":[89],"challenges":[90],"implementation":[92],"realization":[94],"5G.":[99],"This":[100],"survey":[101],"also":[102],"provides":[103],"a":[104,133],"discussion":[105],"on":[106],"recent":[108],"developments":[109],"made":[110],"standardization,":[112],"architectures":[114],"may":[116],"candidates":[119],"deployment":[121],"energy":[124],"concerns":[125],"in":[126,148],"networks.":[128,150],"Finally,":[129],"paper":[131],"presents":[132],"perspective":[136],"machine":[141],"learning":[142],"optimization":[144]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":8}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}