In cell-free wireless networks, multiple connectiv- ity options and technologies are available to serve each user. Traditionally, such options are ranked and selected solely based on the network performance they yield; however, additional information such as electromagnetic field (EMF) exposure could be considered. In this work, we explore the trade-offs between network performance and EMF exposure in a typical indoor scenario, finding that it is possible to significantly reduce the latter with a minor impact on the former. We further find that surrogate models represent an efficient and effective tool to model the network behavior.
Performance and EMF Exposure Trade-offs in Human-centric Cell-free Networks / Malandrino, Francesco; Chiaramello, Emma; Parazzini, Marta; Chiasserini, Carla Fabiana. - STAMPA. - (2022). (Intervento presentato al convegno WiOpt 2022 Workshop on Sustainable Wireless Networking (SWirNet'22) tenutosi a Torino (Italy) nel 19-23 September 2022) [10.23919/WiOpt56218.2022.9930537].
Performance and EMF Exposure Trade-offs in Human-centric Cell-free Networks
Carla Fabiana Chiasserini
2022
Abstract
In cell-free wireless networks, multiple connectiv- ity options and technologies are available to serve each user. Traditionally, such options are ranked and selected solely based on the network performance they yield; however, additional information such as electromagnetic field (EMF) exposure could be considered. In this work, we explore the trade-offs between network performance and EMF exposure in a typical indoor scenario, finding that it is possible to significantly reduce the latter with a minor impact on the former. We further find that surrogate models represent an efficient and effective tool to model the network behavior.File | Dimensione | Formato | |
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https://hdl.handle.net/11583/2969998