{"id":"https://openalex.org/W2344636305","doi":"https://doi.org/10.1109/jsyst.2015.2491359","title":"$K$-Means Clustering-Based Data Compression Scheme for Wireless Imaging Sensor Networks","display_name":"$K$-Means Clustering-Based Data Compression Scheme for Wireless Imaging Sensor Networks","publication_year":2015,"publication_date":"2015-10-30","ids":{"openalex":"https://openalex.org/W2344636305","doi":"https://doi.org/10.1109/jsyst.2015.2491359","mag":"2344636305"},"language":"en","primary_location":{"id":"doi:10.1109/jsyst.2015.2491359","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2015.2491359","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Systems Journal","raw_type":"journal-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/A5051076677","display_name":"Jeongyeup Paek","orcid":"https://orcid.org/0000-0001-5177-4936"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeongyeup Paek","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University, Seoul, Korea","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022122076","display_name":"JeongGil Ko","orcid":"https://orcid.org/0000-0003-0799-4039"},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"JeongGil Ko","raw_affiliation_strings":["Department of Software Convergence Technology, Ajou University, Suwon, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Convergence Technology, Ajou University, Suwon, Korea","institution_ids":["https://openalex.org/I57664883"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.677,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.7695686,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"4","first_page":"2652","last_page":"2662"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9998000264167786,"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":0.9998000264167786,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9927999973297119,"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/wireless-sensor-network","display_name":"Wireless sensor network","score":0.7582077980041504},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.735443115234375},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6830531358718872},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.6587987542152405},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.6136212348937988},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5570129156112671},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5546137094497681},{"id":"https://openalex.org/keywords/image-sensor","display_name":"Image sensor","score":0.5310397744178772},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5216065645217896},{"id":"https://openalex.org/keywords/key-distribution-in-wireless-sensor-networks","display_name":"Key distribution in wireless sensor networks","score":0.468760222196579},{"id":"https://openalex.org/keywords/sensor-node","display_name":"Sensor node","score":0.45326870679855347},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.42650774121284485},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.36755555868148804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36176055669784546},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2738005518913269},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.25255411863327026},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.19386491179466248},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13592153787612915},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11820781230926514}],"concepts":[{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.7582077980041504},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.735443115234375},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6830531358718872},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.6587987542152405},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.6136212348937988},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5570129156112671},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5546137094497681},{"id":"https://openalex.org/C76935873","wikidata":"https://www.wikidata.org/wiki/Q209121","display_name":"Image sensor","level":2,"score":0.5310397744178772},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5216065645217896},{"id":"https://openalex.org/C41971633","wikidata":"https://www.wikidata.org/wiki/Q6398155","display_name":"Key distribution in wireless sensor networks","level":4,"score":0.468760222196579},{"id":"https://openalex.org/C111185680","wikidata":"https://www.wikidata.org/wiki/Q3866206","display_name":"Sensor node","level":5,"score":0.45326870679855347},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.42650774121284485},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.36755555868148804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36176055669784546},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2738005518913269},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.25255411863327026},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.19386491179466248},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13592153787612915},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11820781230926514},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsyst.2015.2491359","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2015.2491359","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Systems Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7900000214576721,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321202","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98"},{"id":"https://openalex.org/F4320321354","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1520935423","https://openalex.org/W1580506158","https://openalex.org/W1593318668","https://openalex.org/W1607990371","https://openalex.org/W1977594609","https://openalex.org/W1979721253","https://openalex.org/W1991252512","https://openalex.org/W1993560812","https://openalex.org/W1994304612","https://openalex.org/W1995335527","https://openalex.org/W1996289714","https://openalex.org/W2005392022","https://openalex.org/W2022857134","https://openalex.org/W2050349806","https://openalex.org/W2071591551","https://openalex.org/W2103404028","https://openalex.org/W2107106521","https://openalex.org/W2110934876","https://openalex.org/W2117520883","https://openalex.org/W2143321474","https://openalex.org/W2169460835","https://openalex.org/W2171891076","https://openalex.org/W2258829076","https://openalex.org/W4214673955","https://openalex.org/W4245685877","https://openalex.org/W6635385780","https://openalex.org/W6675372520"],"related_works":["https://openalex.org/W2799361348","https://openalex.org/W2148549110","https://openalex.org/W1977342959","https://openalex.org/W2053773563","https://openalex.org/W2521595930","https://openalex.org/W4243608781","https://openalex.org/W3165542721","https://openalex.org/W4313046148","https://openalex.org/W2006575519","https://openalex.org/W1939109514"],"abstract_inverted_index":{"Image-based":[0],"embedded":[1,26,85],"wireless":[2,27,69,144],"sensor":[3,145],"networks":[4],"(WSNs)":[5],"can":[6,52,164],"be":[7,53],"a":[8,143,191],"useful":[9],"tool":[10],"in":[11,49],"various":[12],"environmental":[13],"monitoring":[14],"applications":[15],"to":[16,55,98],"unobtrusively":[17],"observe":[18],"biological":[19],"phenomena.":[20],"Our":[21,132],"prior":[22,50],"deployments":[23,114],"of":[24,68,95,125,138,151],"an":[25,76],"imaging":[28],"system":[29],"at":[30,115],"the":[31,65,93,103,116,121,126,136,149,156,162],"James":[32,117],"Reserve":[33],"have":[34],"already":[35],"shown":[36],"its":[37],"feasibility":[38],"and":[39,101,123,159],"usefulness.":[40],"However,":[41],"we":[42,74,91,119],"argue":[43],"that":[44,135,177],"data":[45,152,174],"compression":[46,78,130,163],"schemes":[47],"employed":[48],"systems":[51],"improved":[54],"provide":[56,165],"higher":[57],"image":[58,77,188],"transfer":[59],"rates":[60],"per":[61],"node,":[62],"or":[63],"lower":[64],"energy":[66,167],"costs":[67],"communication.":[70],"In":[71],"this":[72],"paper,":[73],"develop":[75],"scheme":[79,180],"using":[80],"K-means":[81,128,140],"clustering":[82],"on":[83,142],"low-power":[84],"devices":[86],"for":[87],"image-based":[88],"WSNs.":[89],"Specifically,":[90,169],"use":[92],"similarity":[94],"pixel":[96],"colors":[97],"group":[99],"pixels":[100],"compress":[102],"original":[104],"image.":[105],"Using":[106],"100":[107],"000":[108],"images":[109],"collected":[110],"from":[111,190],"our":[112,170,178],"pilot":[113],"Reserve,":[118],"study":[120],"applicability":[122],"impact":[124],"proposed":[127,179],"clustering-based":[129],"algorithm.":[131],"results":[133],"suggest":[134],"cost":[137],"running":[139],"learning":[141,157],"node":[146],"may":[147],"outweigh":[148],"benefit":[150],"compression,":[153],"but":[154],"offloading":[155],"step":[158],"only":[160],"performing":[161],"significant":[166],"gains.":[168],"evaluations":[171],"with":[172],"real-world":[173],"sets":[175],"show":[176],"reduces":[181],"power":[182],"usage":[183],"by":[184],"~49%,":[185],"when":[186],"sending":[187],"updates":[189],"bird":[192],"nest":[193],"periodically":[194],"every":[195],"15":[196],"min.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
