{"id":"https://openalex.org/W3177907824","doi":"https://doi.org/10.1155/2021/5051863","title":"Adaptive Chaotic Ant Colony Optimization for Energy Optimization in Smart Sensor Networks","display_name":"Adaptive Chaotic Ant Colony Optimization for Energy Optimization in Smart Sensor Networks","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3177907824","doi":"https://doi.org/10.1155/2021/5051863","mag":"3177907824"},"language":"en","primary_location":{"id":"doi:10.1155/2021/5051863","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5051863","pdf_url":"https://downloads.hindawi.com/journals/js/2021/5051863.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/js/2021/5051863.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070164802","display_name":"Wenxian Jia","orcid":"https://orcid.org/0000-0002-7492-1481"},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxian Jia","raw_affiliation_strings":["College of Information Science and Technology, Shihezi University, Shihezi 832000, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Shihezi University, Shihezi 832000, China","institution_ids":["https://openalex.org/I102208913"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101494452","display_name":"Menghan Liu","orcid":"https://orcid.org/0000-0001-8403-2330"},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Menghan Liu","raw_affiliation_strings":["College of Information Science and Technology, Shihezi University, Shihezi 832000, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Shihezi University, Shihezi 832000, China","institution_ids":["https://openalex.org/I102208913"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003189850","display_name":"Jie Zhou","orcid":"https://orcid.org/0000-0003-2406-3981"},"institutions":[{"id":"https://openalex.org/I4210133666","display_name":"Tiandi Science & Technology (China)","ror":"https://ror.org/03ssr6t63","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210133666"]},{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Zhou","raw_affiliation_strings":["College of Information Science and Technology, Shihezi University, Shihezi 832000, China","Xinjiang Tianfu Information Technology Co., Ltd., China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Shihezi University, Shihezi 832000, China","institution_ids":["https://openalex.org/I102208913"]},{"raw_affiliation_string":"Xinjiang Tianfu Information Technology Co., Ltd., China","institution_ids":["https://openalex.org/I4210133666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5003189850"],"corresponding_institution_ids":["https://openalex.org/I102208913","https://openalex.org/I4210133666"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":1.5901,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.8404154,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"2021","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9979000091552734,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9979000091552734,"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/T13535","display_name":"Wireless Sensor Networks and IoT","score":0.9369000196456909,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9143999814987183,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.6767832636833191},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5507546067237854},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.549949586391449},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.5437813997268677},{"id":"https://openalex.org/keywords/chaotic","display_name":"Chaotic","score":0.5349615216255188},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5306892395019531},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5058905482292175},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.4944934546947479},{"id":"https://openalex.org/keywords/local-optimum","display_name":"Local optimum","score":0.4938815236091614},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4704897403717041},{"id":"https://openalex.org/keywords/ant-colony","display_name":"Ant colony","score":0.447307288646698},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3911697268486023},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36073797941207886},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3309408724308014},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.22041767835617065},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1658242642879486},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08387011289596558},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08119896054267883}],"concepts":[{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6767832636833191},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5507546067237854},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.549949586391449},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.5437813997268677},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.5349615216255188},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5306892395019531},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5058905482292175},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.4944934546947479},{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.4938815236091614},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4704897403717041},{"id":"https://openalex.org/C60891933","wikidata":"https://www.wikidata.org/wiki/Q796575","display_name":"Ant colony","level":3,"score":0.447307288646698},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3911697268486023},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36073797941207886},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3309408724308014},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.22041767835617065},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1658242642879486},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08387011289596558},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08119896054267883},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/5051863","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5051863","pdf_url":"https://downloads.hindawi.com/journals/js/2021/5051863.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a79b81b519a34682a2e419b7e0e4467a","is_oa":true,"landing_page_url":"https://doaj.org/article/a79b81b519a34682a2e419b7e0e4467a","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Sensors, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/5051863","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5051863","pdf_url":"https://downloads.hindawi.com/journals/js/2021/5051863.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8700000047683716,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G1127805430","display_name":null,"funder_award_id":"2020CB001","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2690357005","display_name":null,"funder_award_id":"220531","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4611892408","display_name":null,"funder_award_id":"RCZK2018C38","funder_id":"https://openalex.org/F4320322542","funder_display_name":"Shihezi University"},{"id":"https://openalex.org/G5264161846","display_name":null,"funder_award_id":"2018CB006","funder_id":"https://openalex.org/F4320322542","funder_display_name":"Shihezi University"},{"id":"https://openalex.org/G6751657884","display_name":null,"funder_award_id":"2020CB001","funder_id":"https://openalex.org/F4320322542","funder_display_name":"Shihezi University"},{"id":"https://openalex.org/G73036591","display_name":null,"funder_award_id":"ZZZC201915B","funder_id":"https://openalex.org/F4320322542","funder_display_name":"Shihezi University"},{"id":"https://openalex.org/G7382825568","display_name":null,"funder_award_id":"ZZZC201915B","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8159739679","display_name":null,"funder_award_id":"2018CB006","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8561436333","display_name":null,"funder_award_id":"RCZK2018C38","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8657358997","display_name":null,"funder_award_id":"220531","funder_id":"https://openalex.org/F4320322542","funder_display_name":"Shihezi University"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322542","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3177907824.pdf","grobid_xml":"https://content.openalex.org/works/W3177907824.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2529248691","https://openalex.org/W2804296053","https://openalex.org/W2936275021","https://openalex.org/W2946005165","https://openalex.org/W2947082382","https://openalex.org/W2947863028","https://openalex.org/W2979028145","https://openalex.org/W2981519545","https://openalex.org/W2981622489","https://openalex.org/W3004851295","https://openalex.org/W3007204550","https://openalex.org/W3012277793","https://openalex.org/W3017535018","https://openalex.org/W3020251297","https://openalex.org/W3038808406","https://openalex.org/W3045631237","https://openalex.org/W3046128447","https://openalex.org/W3139727712"],"related_works":["https://openalex.org/W2347951034","https://openalex.org/W2388326823","https://openalex.org/W2366876790","https://openalex.org/W2381829748","https://openalex.org/W2071981049","https://openalex.org/W2244460820","https://openalex.org/W2109336245","https://openalex.org/W2511325427","https://openalex.org/W2392795382","https://openalex.org/W2379177376"],"abstract_inverted_index":{"Smart":[0],"sensor":[1,33,74,88],"network":[2,62,89],"has":[3,19,174],"the":[4,27,31,51,58,61,67,78,108,111,116,121,127,132,139,143,150,154,157,165],"characteristics":[5],"of":[6,23,54,60,69,80],"low":[7,9],"cost,":[8],"power":[10],"consumption,":[11],"real":[12],"time,":[13],"strong":[14],"adaptability,":[15],"etc.,":[16],"and":[17,56,114,142,181],"it":[18,41],"a":[20],"wide":[21],"range":[22],"application":[24],"prospects":[25],"in":[26,46,66],"agricultural":[28,47],"field.":[29],"However,":[30],"smart":[32,73],"node":[34],"is":[35,147],"limited":[36],"by":[37,149],"its":[38],"own":[39],"energy;":[40],"also":[42],"faces":[43],"many":[44],"bottlenecks":[45],"applications.":[48],"Therefore,":[49],"balancing":[50],"energy":[52,81],"consumption":[53],"nodes":[55],"extending":[57],"life":[59],"are":[63,135],"important":[64],"considerations":[65],"design":[68],"efficient":[70],"routing":[71],"for":[72],"networks.":[75],"Aiming":[76],"at":[77],"problem":[79],"constraints,":[82],"this":[83],"paper":[84],"proposes":[85],"an":[86],"intelligent":[87],"clustering":[90],"algorithm":[91,179],"based":[92],"on":[93,110],"adaptive":[94,117],"chaotic":[95,103],"ant":[96],"colony":[97],"optimization":[98,184],"(ACACO).":[99],"ACACO":[100,173],"introduces":[101],"logical":[102],"mapping":[104],"to":[105,119,137,163],"interfere":[106],"with":[107],"pheromone":[109,145],"initial":[112],"path":[113],"uses":[115],"strategy":[118],"improve":[120],"transition":[122],"probability":[123],"formula.":[124],"After":[125],"selecting":[126],"best":[128],"next":[129],"hop":[130],"node,":[131],"advancing":[133],"ants":[134,155,162],"released":[136],"update":[138,164],"local":[140],"pheromone,":[141],"current":[144],"content":[146],"adjusted":[148],"chaos":[151],"factor.":[152],"When":[153],"determine":[156],"path,":[158],"they":[159],"release":[160],"subsequent":[161],"global":[166],"pheromone.":[167],"The":[168],"simulation":[169],"results":[170],"show":[171],"that":[172],"obvious":[175],"advantages":[176],"over":[177],"genetic":[178],"(GA)":[180],"particle":[182],"swarm":[183],"(PSO).":[185]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}