Search Results for author: Dmitriy Shutin

Found 4 papers, 0 papers with code

Gas Source Localization Using physics Guided Neural Networks

no code implementations7 May 2024 Victor Scott Prieto Ruiz, Patrick Hinsen, Thomas Wiedemann, Constantin Christof, Dmitriy Shutin

The proposed approach uses a Physics-Guided Neural Network to approximate the gas dispersion with the source location as an additional network input.

Reciprocal Visibility

no code implementations10 Feb 2024 Rakesh John Amala Arokia Nathan, Sigrid Strand, Dmitriy Shutin, Oliver Bimber

Inspired by Helmholtz reciprocity, we introduce reciprocal visibility to determine the dual situation - the visibility of potential sampling position in the air from given points of interest on the ground.

Position

Deep Reinforcement Multi-agent Learning framework for Information Gathering with Local Gaussian Processes for Water Monitoring

no code implementations9 Jan 2024 Samuel Yanes Luis, Dmitriy Shutin, Juan Marchal Gómez, Daniel Gutiérrez Reina, Sergio Toral Marín

A Deep convolutional policy is proposed, that bases the decisions on the observation on the mean and variance of this model, by means of an information gain reward.

Gaussian Processes Q-Learning

Sparse Estimation using Bayesian Hierarchical Prior Modeling for Real and Complex Linear Models

no code implementations22 Aug 2011 Niels Lovmand Pedersen, Carles Navarro Manchón, Mihai-Alin Badiu, Dmitriy Shutin, Bernard Henri Fleury

Motivated by the relative scarcity of formal tools for SBL in complex-valued models, this paper proposes a GSM model - the Bessel K model - that induces concave penalty functions for the estimation of complex sparse signals.

Vocal Bursts Type Prediction

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