Matches in SemOpenAlex for { <https://semopenalex.org/work/W2896483806> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W2896483806 endingPage "169" @default.
- W2896483806 startingPage "158" @default.
- W2896483806 abstract "In wireless sensor networks (WSNs), hundreds or thousands of nodes are deployed in order to provide high quality monitoring. Nowadays, they constitute one of the most important sources of big data. Such amount of collected data is a real challenge for sensor nodes suffering from many limitations, especially, energy constraints. Therefore, to address big data issue, research efforts have been done today to design efficient data management (acquisition, aggregation, mining, etc.) techniques for WSNs. The main objective of these works is to reduce the amount of transmitted data over the network while preserving their properties. In this paper, we present a new data handling approach in order to reduce data transmission without the loss of data integrity. Our proposed approach, named EK-means, is a two-steps approach. First, it eliminates similar data generated at the sensors level using an Euclidean distance based data aggregation technique. Second, it applies an enhanced k-means clustering algorithm in order to group similar datasets generated by neighboring nodes into same clusters and reduce further the amount of data sent to the sink. Experiments on real sensor data show that our proposal can effectively minimize the energy consumption in WSNs and largely outperform the classic K-means algorithm." @default.
- W2896483806 created "2018-10-26" @default.
- W2896483806 creator A5005132068 @default.
- W2896483806 creator A5035889360 @default.
- W2896483806 creator A5061120179 @default.
- W2896483806 creator A5070973485 @default.
- W2896483806 creator A5086156614 @default.
- W2896483806 date "2019-03-01" @default.
- W2896483806 modified "2023-10-10" @default.
- W2896483806 title "EK-means: A new clustering approach for datasets classification in sensor networks" @default.
- W2896483806 cites W1151409704 @default.
- W2896483806 cites W1210027165 @default.
- W2896483806 cites W1491634537 @default.
- W2896483806 cites W1605879311 @default.
- W2896483806 cites W1780081791 @default.
- W2896483806 cites W2011501918 @default.
- W2896483806 cites W2028155346 @default.
- W2896483806 cites W2104846640 @default.
- W2896483806 cites W2106541569 @default.
- W2896483806 cites W2289310358 @default.
- W2896483806 cites W2324541409 @default.
- W2896483806 cites W2325759433 @default.
- W2896483806 cites W2550372797 @default.
- W2896483806 cites W2594582036 @default.
- W2896483806 cites W2751490707 @default.
- W2896483806 cites W803648453 @default.
- W2896483806 doi "https://doi.org/10.1016/j.adhoc.2018.09.012" @default.
- W2896483806 hasPublicationYear "2019" @default.
- W2896483806 type Work @default.
- W2896483806 sameAs 2896483806 @default.
- W2896483806 citedByCount "26" @default.
- W2896483806 countsByYear W28964838062019 @default.
- W2896483806 countsByYear W28964838062020 @default.
- W2896483806 countsByYear W28964838062021 @default.
- W2896483806 countsByYear W28964838062022 @default.
- W2896483806 countsByYear W28964838062023 @default.
- W2896483806 crossrefType "journal-article" @default.
- W2896483806 hasAuthorship W2896483806A5005132068 @default.
- W2896483806 hasAuthorship W2896483806A5035889360 @default.
- W2896483806 hasAuthorship W2896483806A5061120179 @default.
- W2896483806 hasAuthorship W2896483806A5070973485 @default.
- W2896483806 hasAuthorship W2896483806A5086156614 @default.
- W2896483806 hasConcept C119599485 @default.
- W2896483806 hasConcept C119857082 @default.
- W2896483806 hasConcept C120174047 @default.
- W2896483806 hasConcept C124101348 @default.
- W2896483806 hasConcept C127413603 @default.
- W2896483806 hasConcept C154945302 @default.
- W2896483806 hasConcept C176217482 @default.
- W2896483806 hasConcept C21547014 @default.
- W2896483806 hasConcept C24590314 @default.
- W2896483806 hasConcept C24756922 @default.
- W2896483806 hasConcept C2780165032 @default.
- W2896483806 hasConcept C31258907 @default.
- W2896483806 hasConcept C41008148 @default.
- W2896483806 hasConcept C73555534 @default.
- W2896483806 hasConcept C75684735 @default.
- W2896483806 hasConcept C82578977 @default.
- W2896483806 hasConceptScore W2896483806C119599485 @default.
- W2896483806 hasConceptScore W2896483806C119857082 @default.
- W2896483806 hasConceptScore W2896483806C120174047 @default.
- W2896483806 hasConceptScore W2896483806C124101348 @default.
- W2896483806 hasConceptScore W2896483806C127413603 @default.
- W2896483806 hasConceptScore W2896483806C154945302 @default.
- W2896483806 hasConceptScore W2896483806C176217482 @default.
- W2896483806 hasConceptScore W2896483806C21547014 @default.
- W2896483806 hasConceptScore W2896483806C24590314 @default.
- W2896483806 hasConceptScore W2896483806C24756922 @default.
- W2896483806 hasConceptScore W2896483806C2780165032 @default.
- W2896483806 hasConceptScore W2896483806C31258907 @default.
- W2896483806 hasConceptScore W2896483806C41008148 @default.
- W2896483806 hasConceptScore W2896483806C73555534 @default.
- W2896483806 hasConceptScore W2896483806C75684735 @default.
- W2896483806 hasConceptScore W2896483806C82578977 @default.
- W2896483806 hasLocation W28964838061 @default.
- W2896483806 hasLocation W28964838062 @default.
- W2896483806 hasLocation W28964838063 @default.
- W2896483806 hasOpenAccess W2896483806 @default.
- W2896483806 hasPrimaryLocation W28964838061 @default.
- W2896483806 hasRelatedWork W1634457900 @default.
- W2896483806 hasRelatedWork W2093193679 @default.
- W2896483806 hasRelatedWork W2149099995 @default.
- W2896483806 hasRelatedWork W2891888580 @default.
- W2896483806 hasRelatedWork W2960264696 @default.
- W2896483806 hasRelatedWork W4210350690 @default.
- W2896483806 hasRelatedWork W4214810901 @default.
- W2896483806 hasRelatedWork W4247566972 @default.
- W2896483806 hasRelatedWork W4361214895 @default.
- W2896483806 hasRelatedWork W857034687 @default.
- W2896483806 hasVolume "84" @default.
- W2896483806 isParatext "false" @default.
- W2896483806 isRetracted "false" @default.
- W2896483806 magId "2896483806" @default.
- W2896483806 workType "article" @default.