Smart city deals with the improvement of their citizens' quality of life. Numerous ad-hoc sensors need to be deployed to know humans' activities as well as the conditions in which these actions take place. Even if these sensors are cheaper and cheaper, their installation and maintenance cost increases rapidly with their number. We propose a methodology to limit the number of sensors to deploy by using a standard clustering technique and the normalized convolution to estimate environmental information whereas sensors are actually missing. In spite of its simplicity, our methodology lets us provide accurate assesses.
Guastella, D.A., Valenti, C. (2018). Estimating Missing Information by Cluster Analysis and Normalized Convolution. In IEEE 4th International Forum on Research and Technologies for Society and Industry, RTSI 2018 - Proceedings (pp. 1-6). Institute of Electrical and Electronics Engineers Inc. [10.1109/RTSI.2018.8548454].
Estimating Missing Information by Cluster Analysis and Normalized Convolution
Guastella, Davide Andrea;Valenti, Cesare
2018-01-01
Abstract
Smart city deals with the improvement of their citizens' quality of life. Numerous ad-hoc sensors need to be deployed to know humans' activities as well as the conditions in which these actions take place. Even if these sensors are cheaper and cheaper, their installation and maintenance cost increases rapidly with their number. We propose a methodology to limit the number of sensors to deploy by using a standard clustering technique and the normalized convolution to estimate environmental information whereas sensors are actually missing. In spite of its simplicity, our methodology lets us provide accurate assesses.File | Dimensione | Formato | |
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