Search Results for author: Miguel Ángel Lagunas

Found 8 papers, 1 papers with code

Log-FSK: A Frequency Modulation for Over-the-Air Computing

no code implementations23 Feb 2024 Marc Martinez-Gost, Ana Pérez-Neira, Miguel Ángel Lagunas

In this study we introduce Logarithmic Frequency Shift Keying (Log-FSK), a novel frequency modulation for over-the-air computing (AirComp).

Adaptive function approximation based on the Discrete Cosine Transform (DCT)

no code implementations1 Sep 2023 Ana I. Pérez-Neira, Marc Martinez-Gost, Miguel Ángel Lagunas

This paper studies the cosine as basis function for the approximation of univariate and continuous functions without memory.

LoRa Modulation for Split Learning

no code implementations1 Aug 2023 Marc Martinez-Gost, Ana Pérez-Neira, Miguel Ángel Lagunas

In this paper we introduce a task-oriented communication design for split learning (SL) over a communication channel.

ENN: A Neural Network with DCT Adaptive Activation Functions

1 code implementation2 Jul 2023 Marc Martinez-Gost, Ana Pérez-Neira, Miguel Ángel Lagunas

Under a signal processing perspective, in this paper we present Expressive Neural Network (ENN), a novel model in which the non-linear activation functions are modeled using the Discrete Cosine Transform (DCT) and adapted using backpropagation during training.

Frequency Modulation Aggregation for Federated Learning

no code implementations28 Jun 2023 Marc Martinez-Gost, Ana Pérez-Neira, Miguel Ángel Lagunas

In FEEL, edge devices periodically transmit model parameters to the server, which aggregates them to generate a global model.

Federated Learning

LoRa-based Over-the-Air Computing for Sat-IoT

no code implementations28 Jun 2023 Marc Martinez-Gost, Ana Pérez-Neira, Miguel Ángel Lagunas

In this paper we propose to use the Long Range (LoRa) modulation for the purpose of estimation in a Sat-IoT scenario.

DCT-based Air Interface Design for Function Computation

no code implementations28 Jun 2023 Marc Martinez-Gost, Ana Pérez-Neira, Miguel Ángel Lagunas

With the integration of communication and computing, it is expected that part of the computing is transferred to the transmitter side.

Llums que no són només llums

no code implementations15 Jul 2020 Jorge Baranda, Pol Henarejos, Ciprian George Gavrincea, Miguel Ángel Lagunas

Visible Light Communications (VLC) is a new paradigm in wireless communications.

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