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Journal articles
Molecular Communications: Model-Based and Data-Driven Receiver Design and Optimization
Abstract : In this paper, we consider a molecular communication system that is made of a 3D unboundeddiffusion channel model without flow, a point transmitter, and a spherical absorbing receiver. In particular,we study the impact of inter-symbol interference and analyze the performance of different threshold-basedreceiver schemes. The aim of this paper is to analyze and optimize the receivers by using the conventionalmodel-based approach, which relies on an accurate model of the system, and the emerging data-drivenapproach, which, on the other hand, does not need any apriori information about the system model andexploits deep learning tools. We develop a general analytical framework for analyzing the performanceof threshold-based receiver schemes, which are suitable to optimize the detection threshold. In addition,we show that data-driven receiver designs yield the same performance as receivers that have perfectknowledge of the underlaying channel model.
Cited literature [26 references]
https://hal-centralesupelec.archives-ouvertes.fr/hal-02376620
Contributor : Jian Song Connect in order to contact the contributor
Submitted on : Tuesday, July 7, 2020 - 9:22:34 AM
Last modification on : Saturday, May 1, 2021 - 3:49:10 AM
Long-term archiving on: : Friday, November 27, 2020 - 12:12:38 PM
Contributor : Jian Song Connect in order to contact the contributor
Submitted on : Tuesday, July 7, 2020 - 9:22:34 AM
Last modification on : Saturday, May 1, 2021 - 3:49:10 AM
Long-term archiving on: : Friday, November 27, 2020 - 12:12:38 PM
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