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title About us
subtitle Who are we?

ModelFLOWs is a research group led by Full Professor Soledad Le Clainche. The group is based in the Department of Applied Mathematics at the School of Aerospace Engineering, Universidad Politécnica de Madrid (UPM). Our team employs diverse data-driven methods—such as modal decompositions, machine learning architectures, and data assimilation tools—to generate hybrid reduced order models grounded in physics. These models are designed to study the physics of complex dynamical systems, reconstruct and repair databases, and perform temporal forecasting. Because these models are physics-informed, they are highly robust and exhibit strong generalization capabilities. They have been successfully applied to a variety of complex flows (turbulent, reactive, etc.) and other non-linear dynamical systems. Additionally, the ModelFLOWs group has extensive expertise in computational fluid dynamics (CFD), flow control, and the development of novel tools and methodologies for data analysis.

Group Leader

Soledad Le Clainche

Soledad Le Clainche

Full Professor

Google Scholar

Group Members

Andrés Bell

Andrés Bell

Assistant Professor

LinkedIn GitHub Google Scholar
Xiangrui Zou

Xiangrui Zou

MSCA Postdoctoral Researcher

LinkedIn GitHub
Francisco Giral

Francisco Giral

PhD Candidate

LinkedIn GitHub Google Scholar
Arindam Sengupta

Arindam Sengupta

PhD Candidate

LinkedIn GitHub
Guillermo Barragán

Guillermo Barragán

PhD Candidate

LinkedIn GitHub
Paul Jeanney

Paul Jeanney

PhD Candidate

LinkedIn GitHub
Alvaro Manzano

Alvaro Manzano

PhD Candidate

LinkedIn GitHub
Christian Amor

Christian Amor

PhD Candidate

LinkedIn GitHub Google Scholar
Zhuoqun Zhao

Zhuoqun Zhao

PhD Candidate

LinkedIn GitHub
Isacco Faglioni

Isacco Faglioni

PhD Candidate

LinkedIn GitHub
Han Chen

Han Chen

PhD Candidate

Jiannan Li

Jiannan Li

PhD Candidate

LinkedIn GitHub
Miguel Ríos

Miguel Ríos

PhD Candidate

LinkedIn GitHub
Wentai Deng

Wentai Deng

PhD Candidate

LinkedIn GitHub
Álvaro Río

Álvaro Río

PhD Candidate

LinkedIn GitHub
Alberto Rodríguez

Alberto Rodríguez

PhD Candidate

LinkedIn GitHub
Iñaki Gutierrez

Iñaki Gutierrez

PhD Candidate

Pablo López Salazar

Pablo López Salazar

MSc Student

Ángel Alonso Escalante

Ángel Alonso Escalante

MSc Student

LinkedIn GitHub
Mikel Navarro

Mikel Navarro

MSc student

LinkedIn GitHub
Ander Sánchez

Ander Sánchez

MSc student

LinkedIn GitHub
Carlos Sainz

Carlos Sainz

MSc student

LinkedIn GitHub

Alumni

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          <h5 class="mb-0 text-nowrap">Ashton Ian Hetherington</h5>
          <small class="text-muted">PhD Candidate (2022 &ndash; 2026)</small>
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          <span class="badge bg-transparent text-muted fw-normal" style="font-size: 0.9em;">Current position: Senior Data Scientist -- Boston Consulting Group (BCG)</span>
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          <small class="text-muted">PhD Candidate (2020 &ndash; 2025)</small>
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          <span class="badge bg-transparent text-muted fw-normal" style="font-size: 0.9em;">Current position: AI R&D Engineer -- Openchip & Software Technologies</span>
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          <small class="text-muted">PhD Candidate (2022 &ndash; 2025)</small>
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          <span class="badge bg-transparent text-muted fw-normal" style="font-size: 0.9em;">Current position: CFD Engineer -- Arup</span>
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          <h5 class="mb-0 text-nowrap">Adrián Corrochano</h5>
          <small class="text-muted">PhD Candidate & Postdoctoral Researcher (2020 &ndash; 2025)</small>
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          <span class="badge bg-transparent text-muted fw-normal" style="font-size: 0.9em;">Current position: Project Engineer -- Innomerics</span>
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          <h5 class="mb-0 text-nowrap">Nourelhouda Groun</h5>
          <small class="text-muted">PhD Candidate (2020 &ndash; 2024)</small>
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          <span class="badge bg-transparent text-muted fw-normal" style="font-size: 0.9em;">Current position: Associate Professor -- University Mohamed Khider Biskra</span>
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          <h5 class="mb-0 text-nowrap">Mahesh Nagargoje</h5>
          <small class="text-muted">Postdoctoral Researcher (2023)</small>
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          <span class="badge bg-transparent text-muted fw-normal" style="font-size: 0.9em;">Current position: Marie Curie Postdoctoral Fellow -- Politecnico di Milano</span>
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