C
Carles Navarro Manchon
Researcher at Aalborg University
Publications - 63
Citations - 1009
Carles Navarro Manchon is an academic researcher from Aalborg University. The author has contributed to research in topics: MIMO & Communication channel. The author has an hindex of 15, co-authored 61 publications receiving 829 citations. Previous affiliations of Carles Navarro Manchon include Intel.
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Journal ArticleDOI
Merging Belief Propagation and the Mean Field Approximation: A Free Energy Approach
Erwin Riegler,Gunvor Elisabeth Kirkelund,Carles Navarro Manchon,Mihai-Alin Badiu,Bernard Henry Fleury +4 more
TL;DR: A joint message passing approach that combines belief propagation and the mean field approximation and a convergent implementation of these message passing fixed-point equations provided that the underlying factor graph fulfills certain technical conditions.
Journal ArticleDOI
Sparse estimation using Bayesian hierarchical prior modeling for real and complex linear models
Niels Lovmand Pedersen,Carles Navarro Manchon,Mihai-Alin Badiu,Dmitriy Shutin,Bernard Henri Fleury +4 more
TL;DR: Numerical results show the superiority of the proposed estimators over these state-of-the-art algorithms in terms of convergence speed, sparseness, reconstruction error, and robustness in low and medium signal-to-noise ratio regimes.
Proceedings ArticleDOI
Variational Message-Passing for Joint Channel Estimation and Decoding in MIMO-OFDM
Gunvor Elisabeth Kirkelund,Carles Navarro Manchon,Lars P. B. Christensen,Erwin Riegler,Bernard Henri Fleury +4 more
TL;DR: Simulation results show that the proposed receiver outperforms in coded bit-error-rate a state-of-the- art iterative receiver of same complexity, in which all blocks are designed independently.
Proceedings ArticleDOI
Location- and Orientation-Aided Millimeter Wave Beam Selection Using Deep Learning
TL;DR: A deep neural network based beam selection method that leverages position and orientation of the receiver to recommend a shortlist of the best beam pairs, thus significantly reducing the alignment overhead is proposed.
Posted Content
Merging Belief Propagation and the Mean Field Approximation: A Free Energy Approach
Erwin Riegler,Gunvor Elisabeth Kirkelund,Carles Navarro Manchon,Mihai-Alin Badiu,Bernard Henry Fleury +4 more
TL;DR: In this article, a joint message passing approach that combines belief propagation and the mean field approximation is presented, where the message passing fixed-point equations obtained with this combination correspond to stationary points of a constrained region-based free energy approximation.