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A Scalable and Flexible Repository for Big Sensor Data
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lee, Dongeun | - |
dc.contributor.author | Choi, Jaesik | - |
dc.contributor.author | Shin, Heonshik | - |
dc.date.accessioned | 2016-01-29T02:36:52Z | - |
dc.date.available | 2016-01-29T02:36:52Z | - |
dc.date.created | 2018-09-28 | - |
dc.date.issued | 2015-12 | - |
dc.identifier.citation | IEEE Sensors Journal, Vol.15 No.12, pp.7284-7294 | - |
dc.identifier.issn | 1530-437X | - |
dc.identifier.uri | https://hdl.handle.net/10371/95479 | - |
dc.description.abstract | Data generation rates of sensors are rapidly increasing, reaching a limit such that storage expansion cannot keep up with the data growth. We propose a new big data archiving scheme that handles the huge volume of sensor data with an optimized lossy coding. Our scheme leverages spatial and temporal correlations inherent in typical sensor data. The spatio-temporal correlations, observed in quality adjustable sensor data, enable us to compress a massive amount of sensor data without compromising distinctive attributes in sensor signals. Sensor data fidelity can also be decreased gradually. In order to maximize storage efficiency, we derive an optimal storage configuration for this data aging scenario. Experiments show outstanding compression ratios of our scheme and the optimality of storage configuration that minimizes system-wide distortion of sensor data under a given storage space. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | Institute of Electrical and Electronics Engineers | - |
dc.title | A Scalable and Flexible Repository for Big Sensor Data | - |
dc.type | Article | - |
dc.contributor.AlternativeAuthor | 이동은 | - |
dc.contributor.AlternativeAuthor | 최재식 | - |
dc.contributor.AlternativeAuthor | 신현식 | - |
dc.identifier.doi | 10.1109/JSEN.2015.2471802 | - |
dc.citation.journaltitle | IEEE Sensors Journal | - |
dc.identifier.wosid | 000366849500065 | - |
dc.identifier.scopusid | 2-s2.0-84960192953 | - |
dc.description.srnd | OAIID:oai:osos.snu.ac.kr:snu2015-01/102/0000001265/4 | - |
dc.description.srnd | ADJUST_YN:Y | - |
dc.description.srnd | EMP_ID:A002514 | - |
dc.description.srnd | DEPT_CD:4190 | - |
dc.description.srnd | CITE_RATE:1.762 | - |
dc.description.srnd | FILENAME:[이동은2015]a scalable and flexible repository for big sensor data.pdf | - |
dc.description.srnd | DEPT_NM:컴퓨터공학부 | - |
dc.description.srnd | SCOPUS_YN:Y | - |
dc.description.srnd | CONFIRM:Y | - |
dc.citation.endpage | 7294 | - |
dc.citation.number | 12 | - |
dc.citation.startpage | 7284 | - |
dc.citation.volume | 15 | - |
dc.description.isOpenAccess | N | - |
dc.contributor.affiliatedAuthor | Shin, Heonshik | - |
dc.identifier.srnd | 2015-01/102/0000001265/4 | - |
dc.type.docType | Article | - |
dc.description.journalClass | 1 | - |
dc.subject.keywordPlus | DATA-COMPRESSION | - |
dc.subject.keywordPlus | NETWORKS | - |
dc.subject.keywordPlus | ARCHITECTURE | - |
dc.subject.keywordPlus | ALLOCATION | - |
dc.subject.keywordPlus | TRANSFORM | - |
dc.subject.keywordPlus | EFFICIENT | - |
dc.subject.keywordPlus | INTERNET | - |
dc.subject.keywordAuthor | Big data archiving | - |
dc.subject.keywordAuthor | data compression | - |
dc.subject.keywordAuthor | quality-adjustable sensor data | - |
dc.subject.keywordAuthor | storage management | - |
dc.subject.keywordAuthor | wireless sensor network | - |
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