dc.contributor.author | Håkansson, Victor Wattin | |
dc.contributor.author | Dasanadoddi Venkategowda, Naveen Kumar | |
dc.contributor.author | Kraemer, Frank Alexander | |
dc.contributor.author | Werner, Stefan | |
dc.date.accessioned | 2019-11-26T10:05:00Z | |
dc.date.available | 2019-11-26T10:05:00Z | |
dc.date.created | 2019-09-23T14:43:35Z | |
dc.date.issued | 2019 | |
dc.identifier.isbn | 978-9-0827-9702-2 | |
dc.identifier.uri | http://hdl.handle.net/11250/2630453 | |
dc.description.abstract | This paper develops a method for deciding when to update the prediction model or transmit a set of measurements from the sensor to the fusion centre (FC) to achieve minimal data transmission in a dual prediction scheme (DPS). The proposed method chooses a transmission strategy that results in the lowest expected future transmission cost among a given set of strategies. In a practical IoT setting, statistical information of the measurements might be limited. Hence, without assuming any distribution for the measurements, the proposed method estimates the transmission cost for each strategy through bootstrap data where associated model residuals are resampled using the maximum entropy bootstrap algorithm, which preserves several stochastic properties of the empirical distribution. Numerical results with simulated and real world data shows that the proposed method results in significant reduction in the transmitted data. | nb_NO |
dc.language.iso | eng | nb_NO |
dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | nb_NO |
dc.relation.ispartof | 2019 27th European Signal Processing Conference (EUSIPCO) | |
dc.title | Cost-Aware Dual Prediction Scheme for Reducing Transmissions at IoT Sensor Nodes | nb_NO |
dc.type | Chapter | nb_NO |
dc.description.version | acceptedVersion | nb_NO |
dc.source.pagenumber | 2166-? | nb_NO |
dc.identifier.doi | 10.23919/EUSIPCO.2019.8903156 | |
dc.identifier.cristin | 1727920 | |
dc.relation.project | Norges forskningsråd: 274717 | nb_NO |
dc.description.localcode | © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | nb_NO |
cristin.unitcode | 194,63,35,0 | |
cristin.unitcode | 194,63,30,0 | |
cristin.unitname | Institutt for elektroniske systemer | |
cristin.unitname | Institutt for informasjonssikkerhet og kommunikasjonsteknologi | |
cristin.ispublished | true | |
cristin.fulltext | postprint | |
cristin.qualitycode | 1 | |