{"id":"https://openalex.org/W2970143344","doi":"https://doi.org/10.3390/sym11091095","title":"An Adaptive Routing-Forwarding Control Scheme Based on an Intelligent Fuzzy Decision-Making System for Opportunistic Social Networks","display_name":"An Adaptive Routing-Forwarding Control Scheme Based on an Intelligent Fuzzy Decision-Making System for Opportunistic Social Networks","publication_year":2019,"publication_date":"2019-09-02","ids":{"openalex":"https://openalex.org/W2970143344","doi":"https://doi.org/10.3390/sym11091095","mag":"2970143344"},"language":"en","primary_location":{"id":"doi:10.3390/sym11091095","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym11091095","pdf_url":"https://www.mdpi.com/2073-8994/11/9/1095/pdf?version=1567415057","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/11/9/1095/pdf?version=1567415057","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006814445","display_name":"Yian Zhu","orcid":"https://orcid.org/0000-0001-6564-5756"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yian Zhu","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003408565","display_name":"Lin Zhang","orcid":"https://orcid.org/0000-0002-4327-8964"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lin Zhang","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066853036","display_name":"Haobin Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haobin Shi","raw_affiliation_strings":["Key Laboratory of Big Data Storage and Management, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","Key Laboratory of Big Data Storage and Management, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi'an 710072, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Big Data Storage and Management, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004","https://openalex.org/I890469752"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"Key Laboratory of Big Data Storage and Management, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004","https://openalex.org/I890469752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061189209","display_name":"Kao\u2010Shing Hwang","orcid":"https://orcid.org/0000-0001-9234-4836"},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Kao-Shing Hwang","raw_affiliation_strings":["Department of Electrical Engineering, National Sun Yat-sen University, Kaohsiung 80424, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sun Yat-sen University, Kaohsiung 80424, Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091390209","display_name":"Xianchen Shi","orcid":"https://orcid.org/0000-0001-6959-6218"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianchen Shi","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019677683","display_name":"Shuyan Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuyan Luo","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5003408565","https://openalex.org/A5061189209"],"corresponding_institution_ids":["https://openalex.org/I142974352","https://openalex.org/I17145004"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":0.5306,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.69029769,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"11","issue":"9","first_page":"1095","last_page":"1095"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9819999933242798,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7828561067581177},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6619021892547607},{"id":"https://openalex.org/keywords/routing-protocol","display_name":"Routing protocol","score":0.5359699726104736},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5249626040458679},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5131948590278625},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5123463869094849},{"id":"https://openalex.org/keywords/policy-based-routing","display_name":"Policy-based routing","score":0.5072552561759949},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4965105652809143},{"id":"https://openalex.org/keywords/dynamic-source-routing","display_name":"Dynamic Source Routing","score":0.4622488021850586},{"id":"https://openalex.org/keywords/static-routing","display_name":"Static routing","score":0.4529418647289276},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.4504018723964691},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.4250243604183197},{"id":"https://openalex.org/keywords/destination-sequenced-distance-vector-routing","display_name":"Destination-Sequenced Distance Vector routing","score":0.41550949215888977},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.37129825353622437},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19600826501846313},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08035984635353088}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7828561067581177},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6619021892547607},{"id":"https://openalex.org/C104954878","wikidata":"https://www.wikidata.org/wiki/Q1648707","display_name":"Routing protocol","level":3,"score":0.5359699726104736},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5249626040458679},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5131948590278625},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5123463869094849},{"id":"https://openalex.org/C196423136","wikidata":"https://www.wikidata.org/wiki/Q7209671","display_name":"Policy-based routing","level":5,"score":0.5072552561759949},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4965105652809143},{"id":"https://openalex.org/C9659607","wikidata":"https://www.wikidata.org/wiki/Q1268903","display_name":"Dynamic Source Routing","level":4,"score":0.4622488021850586},{"id":"https://openalex.org/C204948658","wikidata":"https://www.wikidata.org/wiki/Q1119410","display_name":"Static routing","level":4,"score":0.4529418647289276},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.4504018723964691},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.4250243604183197},{"id":"https://openalex.org/C29436982","wikidata":"https://www.wikidata.org/wiki/Q3700557","display_name":"Destination-Sequenced Distance Vector routing","level":5,"score":0.41550949215888977},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.37129825353622437},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19600826501846313},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08035984635353088},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/sym11091095","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym11091095","pdf_url":"https://www.mdpi.com/2073-8994/11/9/1095/pdf?version=1567415057","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:88d48e3c5001406f95282ed71509bd15","is_oa":true,"landing_page_url":"https://doaj.org/article/88d48e3c5001406f95282ed71509bd15","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":"Symmetry, Vol 11, Iss 9, p 1095 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/sym11091095","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym11091095","pdf_url":"https://www.mdpi.com/2073-8994/11/9/1095/pdf?version=1567415057","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.47999998927116394,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2970143344.pdf","grobid_xml":"https://content.openalex.org/works/W2970143344.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1980749520","https://openalex.org/W1984951465","https://openalex.org/W2001672212","https://openalex.org/W2026139231","https://openalex.org/W2036400208","https://openalex.org/W2082090908","https://openalex.org/W2103595324","https://openalex.org/W2110188845","https://openalex.org/W2110255687","https://openalex.org/W2154342144","https://openalex.org/W2158185739","https://openalex.org/W2162435761","https://openalex.org/W2261198379","https://openalex.org/W2329638885","https://openalex.org/W2530280319","https://openalex.org/W2577852809","https://openalex.org/W2595434074","https://openalex.org/W2600775919","https://openalex.org/W2613855029","https://openalex.org/W2625052953","https://openalex.org/W2756305112","https://openalex.org/W2771891207","https://openalex.org/W2772805003","https://openalex.org/W2789056404","https://openalex.org/W2789342294","https://openalex.org/W2795372868","https://openalex.org/W2800743721","https://openalex.org/W2803358472","https://openalex.org/W2808057729","https://openalex.org/W2884306723","https://openalex.org/W2884922022","https://openalex.org/W2885056752","https://openalex.org/W2887659330","https://openalex.org/W2889319910","https://openalex.org/W2893669107","https://openalex.org/W2905245972","https://openalex.org/W2909129841","https://openalex.org/W2911862555","https://openalex.org/W2912867665","https://openalex.org/W2918245529","https://openalex.org/W2920134048","https://openalex.org/W2963744892","https://openalex.org/W3100914340","https://openalex.org/W4230770130","https://openalex.org/W6701620065","https://openalex.org/W6748738632","https://openalex.org/W6753821244"],"related_works":["https://openalex.org/W1997091564","https://openalex.org/W2102655743","https://openalex.org/W2915872201","https://openalex.org/W2607223747","https://openalex.org/W2081964190","https://openalex.org/W2138035214","https://openalex.org/W1904064112","https://openalex.org/W2386380844","https://openalex.org/W2341164098","https://openalex.org/W2138388820"],"abstract_inverted_index":{"Routing":[0],"selection":[1],"in":[2,49,81,124],"opportunistic":[3,28],"social":[4,29,34,89],"networks":[5,30],"is":[6,110],"a":[7,40],"complex":[8],"and":[9,20,94,105,116,153,166],"challenging":[10],"issue":[11],"due":[12],"to":[13,112,163],"intermittent":[14],"communication":[15],"connections":[16],"among":[17],"mobile":[18,37],"devices":[19],"dynamic":[21],"network":[22,156],"topologies.":[23],"The":[24],"structural":[25],"characteristics":[26,90],"of":[27,36,70,73,88,91,136],"indicate":[31],"that":[32],"the":[33,68,71,82,101,106,125,128,139,149,155,164],"attributes":[35],"nodes":[38],"play":[39],"significant":[41],"role":[42],"on":[43,61,100],"data":[44,118],"dissemination.":[45],"To":[46],"this":[47,50],"end,":[48],"paper,":[51],"we":[52],"propose":[53],"an":[54,62,132],"adaptive":[55],"routing-forwarding":[56],"control":[57,113],"scheme":[58,130],"(FPRDM)":[59],"based":[60,99],"intelligent":[63],"fuzzy":[64,74,102,107],"decision-making":[65,108],"system.":[66],"On":[67],"foundation":[69],"conception":[72],"inference":[75],"logic,":[76],"two":[77],"techniques":[78],"are":[79,97],"used":[80],"proposed":[83,129],"routing":[84,151,168],"algorithm.":[85,169],"Information":[86],"fusion":[87],"message":[92,114],"users":[93],"node":[95],"identification":[96],"implemented":[98],"recognition":[103],"strategy,":[104],"mechanism":[109],"applied":[111],"replication":[115],"optimize":[117],"transmission.":[119],"Simulation":[120],"results":[121],"demonstrate":[122],"that,":[123],"best":[126],"case,":[127],"presents":[131],"average":[133,140],"delivery":[134],"ratio":[135],"0.8,":[137],"reduces":[138],"end-to-end":[141],"delay":[142],"by":[143,158],"nearly":[144],"45%":[145],"as":[146,161],"compared":[147,162],"with":[148],"Epidemic":[150],"protocol,":[152],"lowers":[154],"overhead":[157],"about":[159],"75%":[160],"Spray":[165],"Wait":[167]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
