Principal Component Analysis on a LES of a Squared Ribbed Channel. - Soledad Le Clainche Martínez; Carlo Benocci; Alessandro Parente (SOCO-CISIS-ICEUTE, 2013)

Higher Order Dynamic Mode Decomposition. - Soledad Le Clainche Martínez; José Manuel Vega (SIAM J. Appl. Dyn. Syst., 2017)

Analyzing Nonlinear Dynamics via Data-Driven Dynamic Mode Decomposition-Like Methods. - Soledad Le Clainche Martínez; José Manuel Vega (Complex., 2018)

Spatio-Temporal Koopman Decomposition. - Soledad Le Clainche Martínez; José Manuel Vega (J. Nonlinear Sci., 2018)

Soft Computing Techniques to Analyze the Turbulent Wake of a Wall-Mounted Square Cylinder. - Christian Amor; José Miguel Pérez; Philipp Schlatter; Ricardo Vinuesa; Soledad Le Clainche Martínez (SOCO, 2019)

A Data-Driven ROM Based on HODMD. - Víctor Beltrán; Soledad Le Clainche Martínez; José Manuel Vega (SOCO, 2019)

An Introduction to Some Methods for Soft Computing in Fluid Dynamics. - Soledad Le Clainche Martínez (SOCO, 2019)

Generating Three-Dimensional Fields from Two-Dimensional Soft Computing Strategies. - José Miguel Pérez; Soledad Le Clainche Martínez; José Manuel Vega (SOCO, 2019)

Modeling Double Concentric Jets Using Linear and Non-linear Approaches. - Juan A. Martín; Adrián Corrochano; Javier Sierra; David Fabre; Soledad Le Clainche (SOCO, 2020)

HODMD Analysis in a Forced Flow over a Backward-Facing Step by Harmonic Perturbations. - José Miguel Pérez; Soledad Le Clainche; José Manuel Vega (SOCO, 2020)

Reconstruction of three-dimensional flow fields from two-dimensional data. - José Miguel Pérez; Soledad Le Clainche Martínez; José Manuel Vega (J. Comput. Phys., 2020)

Model-free short-term fluid dynamics estimator with a deep 3D-convolutional neural network. - Manuel López Martín; Soledad Le Clainche; Belén Carro (Expert Syst. Appl., 2021)

A novel data-driven method for the analysis and reconstruction of cardiac cine MRI. - Nourelhouda Groun; María Villalba-Orero; Enrique Lara Pezzi; Eusebio Valero; Jesús Garicano-Mena; Soledad Le Clainche (Comput. Biol. Medicine, 2022)

Higher order dynamic mode decomposition: From fluid dynamics to heart disease analysis. - Nourelhouda Groun; María Villalba-Orero; Enrique Lara Pezzi; Eusebio Valero; Jesús Garicano-Mena; Soledad Le Clainche (Comput. Biol. Medicine, 2022)

Structural sensitivity in non-linear flows using direct solutions. - Adrián Corrochano; Soledad Le Clainche (Comput. Math. Appl., 2022)

Improving aircraft performance using machine learning: a review. - Soledad Le Clainche; Esteban Ferrer 001; Sam Gibson; Elisabeth Cross; Alessandro Parente; Ricardo Vinuesa (CoRR, 2022)

Forecasting through deep learning and modal decomposition in multi-phase concentric jets. - León Mata; Rodrigo Abadía-Heredia; Manuel López Martín; José Miguel Pérez; Soledad Le Clainche (CoRR, 2022)

A predictive hybrid reduced order model based on proper orthogonal decomposition combined with deep learning architectures. - Rodrigo Abadía-Heredia; Manuel López Martín; Belén Carro; Juan Ignacio Arribas; José Miguel Pérez; Soledad Le Clainche (Expert Syst. Appl., 2022)

Towards extraction of orthogonal and parsimonious non-linear modes from turbulent flows. - Hamidreza Eivazi; Soledad Le Clainche; Sergio Hoyas; Ricardo Vinuesa (Expert Syst. Appl., 2022)

Modeling the Turbulent Wake Behind a Wall-Mounted Square Cylinder. - Christian Amor; José Miguel Pérez; Philipp Schlatter; Ricardo Vinuesa; Soledad Le Clainche (Log. J. IGPL, 2022)

Data-driven eigensolution analysis based on a spatio-temporal Koopman decomposition, with applications to high-order methods. - Jiaqing Kou; Soledad Le Clainche; Esteban Ferrer 001 (J. Comput. Phys., 2022)

Eigensolution analysis of immersed boundary method based on volume penalization: Applications to high-order schemes. - Jiaqing Kou; Aurelio Hurtado-de-Mendoza; Saumitra Joshi; Soledad Le Clainche; Esteban Ferrer 001 (J. Comput. Phys., 2022)

An Adaptive Data-Driven Reduced Order Model Based on Higher Order Dynamic Mode Decomposition. - Víctor Beltrán; Soledad Le Clainche; José Manuel Vega (J. Sci. Comput., 2022)

Application and Advances in Radiographic and Novel Technologies Used for Non-Intrusive Object Inspection. - Dmytro Mamchur; Janis Peksa; Soledad Le Clainche; Ricardo Vinuesa (Sensors, 2022)

A predictive physics-aware hybrid reduced order model for reacting flows. - Adrián Corrochano; Rodolfo S. M. Freitas; Alessandro Parente; Soledad Le Clainche (CoRR, 2023)

ModelFLOWs-app: data-driven post-processing and reduced order modelling tools. - Ashton Hetherington; Adrián Corrochano; Rodrigo Abadía-Heredia; Eneko Lazpita; Eva Muñoz; Paula Díaz; Egoitz Moira; Manuel López Martín; Soledad Le Clainche (CoRR, 2023)

Low-cost singular value decomposition with optimal sensor placement. - Ashton Hetherington; Soledad Le Clainche (CoRR, 2023)

Higher-order dynamic mode decomposition on-the-fly: A low-order algorithm for complex fluid flows. - Christian Amor; Philipp Schlatter; Ricardo Vinuesa; Soledad Le Clainche (J. Comput. Phys., 2023)

Forecasting through deep learning and modal decomposition in two-phase concentric jets. - León Mata; Rodrigo Abadía-Heredia; Manuel López Martín; José Miguel Pérez; Soledad Le Clainche (Expert Syst. Appl., 2023)

Hierarchical higher-order dynamic mode decomposition for clustering and feature selection. - Adrián Corrochano; Giuseppe D'Alessio; Alessandro Parente; Soledad Le Clainche (Comput. Math. Appl., 2024)

Data repairing and resolution enhancement using data-driven modal decomposition and deep learning. - Ashton Hetherington; D. Serfaty; Adrián Corrochano; Julio Soria; Soledad Le Clainche (CoRR, 2024)

Exploring the efficacy of a hybrid approach with modal decomposition over fully deep learning models for flow dynamics forecasting. - Rodrigo Abadía-Heredia; Adrián Corrochano; Manuel López Martín; Soledad Le Clainche (CoRR, 2024)

Intercepting Unauthorized Aerial Robots in Controlled Airspace Using Reinforcement Learning. - Francisco Giral; Ignacio Gómez; Soledad Le Clainche (CoRR, 2024)

Transformer-Based Fault-Tolerant Control for Fixed-Wing UAVs Using Knowledge Distillation and In-Context Adaptation. - Francisco Giral; Ignacio Gómez; Ricardo Vinuesa; Soledad Le Clainche (CoRR, 2024)

Review on vortex dynamics in the left ventricle as an early diagnosis marker for heart diseases and its treatment outcomes. - Mahesh S. Nagargoje; Eneko Lazpita; Jesús Garicano-Mena; Soledad Le Clainche (CoRR, 2024)

A Novel Data Augmentation Tool for Enhancing Machine Learning Classification: A New Application of the Higher Order Dynamic Mode Decomposition for Improved Cardiac Disease Identification. - Nourelhouda Groun; María Villalba-Orero; Lucia Casado-Martin; Enrique Lara Pezzi; Eusebio Valero; Jesús Garicano-Mena; Soledad Le Clainche (CoRR, 2024)

LC-SVD-DLinear: A low-cost physics-based hybrid machine learning model for data forecasting using sparse measurements. - Ashton Hetherington; Javier Lopez-Leones; Soledad Le Clainche (CoRR, 2024)

ModelFLOWs-app: Data-driven post-processing and reduced order modelling tools. - Ashton Hetherington; Adrián Corrochano; Rodrigo Abadía-Heredia; Eneko Lazpita; Eva Muñoz; Paula Díaz; Egoitz Maiora; Manuel López Martín; Soledad Le Clainche (Comput. Phys. Commun., 2024)

Deep learning combined with singular value decomposition to reconstruct databases in fluid dynamics. - P. Díaz-Morales; Adrián Corrochano; Manuel López Martín; Soledad Le Clainche (Expert Syst. Appl., 2024)

Eigenhearts: Cardiac diseases classification using eigenfaces approach. - Nourelhouda Groun; María Villalba-Orero; Lucia Casado-Martin; Enrique Lara Pezzi; Eusebio Valero; Soledad Le Clainche; Jesús Garicano-Mena (Comput. Biol. Medicine, 2025)

Automatic Cardiac Pathology Recognition in Echocardiography Images using Higher Order Dynamic Mode Decomposition and a Vision Transformer for Small Datasets. - Andrés Bell-Navas; Nourelhouda Groun; María Villalba-Orero; Enrique Lara Pezzi; Jesús Garicano-Mena; Soledad Le Clainche (Expert Syst. Appl., 2025)

Hybrid machine learning models based on physical patterns to accelerate CFD simulations: a short guide on autoregressive models. - Arindam Sengupta; Rodrigo Abadía-Heredia; Ashton Hetherington; José Miguel Pérez; Soledad Le Clainche (CoRR, 2025)

Heart Failure Prediction using Modal Decomposition and Masked Autoencoders for Scarce Echocardiography Databases. - Andrés Bell-Navas; María Villalba-Orero; Enrique Lara Pezzi; Jesús Garicano-Mena; Soledad Le Clainche (CoRR, 2025)

An Adaptive Framework for Autoregressive Forecasting in CFD Using Hybrid Modal Decomposition and Deep Learning. - Rodrigo Abadía-Heredia; Manuel López Martín; Soledad Le Clainche (CoRR, 2025)

Ensemble Kalman Filter for Data Assimilation coupled with low-resolution computations techniques applied in Fluid Dynamics. - Paul Jeanney; Ashton Hetherington; Shady E. Ahmed; David Lanceta; Susana Saiz; José Miguel Pérez; Soledad Le Clainche (CoRR, 2025)