Conference Agenda

2:30pm - 2:45pm

Deep reinforcement learning for autonomous navigation in complex flows

Selim Mecanna^1,2,3,4, Aurore Loisy^1,2,3,4, Christophe Eloy^1,2,3,4

¹Aix Marseille Université; ²Centrale Méditerranée; ³CNRS; ⁴IRPHE

2:45pm - 3:00pm

Deep Reinforcement Learning for Active Flow Control: Where we stand, and perspectives for the years to come

Jean Rabault¹, Pol Suarez², Francisco Alcantara-Avila², Luca Guastoni², Bernat Font³, Arnau Miro⁴, Xavier Garcia Lozano², Joel Vasanth⁵, Joongoo Jeon⁶, Oriol Lehmkuhl⁴, Ricardo Vinuesa²

¹Independent Researcher, Oslo, Norway; ²KTH Royal Institute of Technology, Stockholm, Sweden; ³TU Delft, Delft, Netherlands; ⁴Barcelona Supercomputing Center, Barcelona, Spain; ⁵National Institute of Standards and Technology, Gaithersburg, United States; ⁶Jeonbuk National University, Jeonju, Republic of Korea

3:00pm - 3:15pm

Deep learning-based reduced order model for three-dimensional unsteady flow with mesh transformation and stitching

Chen Gang, Xin Li

School of Aerospace Engineering, Xi’an Jiaotong University

3:15pm - 3:30pm

Data-driven correlations for thermohydraulic roughness properties

Simon Dalpke¹, Jiasheng Yang¹, Pourya Forooghi², Bettina Frohnapfel¹, Alexander Stroh¹

¹Institute of Fluid Mechanics, Karlsruhe Institute of Technology; ²Department of Mechanical & Production Engineering, Aarhus University

3:30pm - 3:45pm

Bayesian olfactory search in realistic turbulent flows

Robin A. Heinonen¹, Fabio Bonaccorso¹, Luca Biferale¹, Antonio Celani², Massimo Vergassola³

¹University of Rome, "Tor Vergata"; ²The Abdus Salam International Center for Theoretical Physics; ³Ecole Normale Superieure

3:45pm - 4:00pm

Bayesian Approaches for Odor Source Localization in a Turbulent Environment

Lorenzo Piro¹, Robin A. Heinonen¹, Massimo Cencini^2,3, Luca Biferale¹

¹Department of Physics & INFN, University of Rome ''Tor Vergata", Via della Ricerca Scientifica 1, 00133 Rome, Italy; ²Istituto dei Sistemi Complessi, CNR, Via dei Taurini 19, 00185 Rome, Italy; ³INFN ''Tor Vergata", Via della Ricerca Scientifica 1, 00133 Rome, Italy

4:00pm - 4:15pm

An LES Informed Augmented Turbulence Kinetic Energy Neural Network Model for Near-wall Jet Flows

Christopher David Ellis¹, Hao Xia², Stephen Ambrose¹

¹University of Nottingham; ²Loughborough University