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            <funder>This research work was carried out in IRCICA, UAR CNRS 3380, Lille. The work was financed by Métropole Européenne de Lille (MEL).This work has also been partially funded by Grant PID2020-112675RB-C41 by MCIN/AEI/10.13039/501100011033 and was part ofBeyond5G, a project funded by the French government as part of the economic recovery plan, namely ”France Relance”, and theinvestments for the future program. The authors also acknowledge the fruitful discussions in the COST Action CA20120 INTERACT</funder>
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                <term xml:lang="en">5G EMF exposure</term>
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              <p>Electromagnetic field (EMF) exposure has grown to be a critical concern as a consequence of the ongoing installation of fifth-generation cellular networks (5G). The lack of measurements makes it difficult to accurately assess the EMF in a specific urban area, as Spectrum cartography (SC) relies on a set of measurements recorded by spatially distributed sensors for the generation of exposure maps. However, when the spatial sampling rate is limited, significant estimation errors occur. To overcome this issue, the exposure map estimation is addressed as a missing data imputation task. We compute a convolutional neural tangent kernel (CNTK) for an infinitely wide convolutional neural network whose training dynamics can be completely described by a closed-form formula. This CNTK is employed to impute the target matrix and estimate EMF exposure from few sensors sparsely located in an urban environment. Experimental results show that the kernel, even when only sparse sensor data are available, can produce accurate estimates. It is a promising solution for exposure map reconstruction that does not require large training sets. The proposed method is compared with other deep learning approaches and Gaussian Process regression.</p>
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