Computational Fluids and Aerodynamics Laboratory
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active2025–2027

CFD Prediction of Atmospheric Flight Paths

Real-time and near-real-time CFD-based prediction of atmospheric flight trajectories, supporting rapid decision-making for aerospace systems operating in complex, evolving atmospheric conditions.

Sponsor
DARPA (subcontract through Mississippi State University)
Funding
$1,400,000
Collaborators
Mississippi State University

Team

SS

Ph.D. Candidate

Sweety Sarker

Machine learning and physics-informed neural network (PINN) models for real-time, micro-scale atmospheric flow prediction

Related Publications

2026

Physics-Informed Neural Networks for Real-Time, Micro-scale Atmospheric Flow Prediction

S Sarker, B Cavainolo, M Kinzel

AIAA SCITECH 2026 Forum, 1933, 2026

2026

CFD Analysis of Atmospheric Boundary Layer Measurements on Planetary Rotorcraft

J Asiatico, M Kinzel

2026

Water Droplet Breakup Experiments using Acoustic Levitator at Upper Atmospheric Conditions in a Shock Tube

AJ Aguilera, SM Briggs, M Lindsay, B Suarez, S Vasu, M Kinzel, et al.

AIAA SCITECH 2026 Forum, 0001, 2026

2026

WindSDK: A Unified Framework for Querying Atmospheric Data

B Cavainolo, S Sarker, MP Kinzel, JJ Bird, J Dyer, M Berk

2026

A Study of Physics-Informed Neural Networks applied to Real-Time Atmospheric Flow Estimation for Glider Flight Planning

S Sarker, BA Cavainolo, JJ Bird, M Berk, MP Kinzel

2025

Physics-Informed Neural Networks for Predicting Steady Incompressible Flow Around Obstacles in Urban and Aerodynamic Settings

S Sarker, BA Cavainolo, M Kinzel

78th Annual Meeting of the Division of Fluid Dynamics, 2025

2020

Measuring atmospheric boundary layer profiles using uav control data

G Loubimov, MP Kinzel, S Bhattacharya

AIAA Scitech 2020 Forum, 1978, 2020

2020

Measuring atmospheric boundary layer profiles using uav dynamic response

W Farrell, G Loubimov, C Kaminski, MP Kinzel

AIAA Scitech Forum, 2020, 2020

2019

Coupled simulations of atmospheric turbulence-modified ship airwakes and helicopter flight dynamics

R Thedin, MP Kinzel, JF Horn, S Schmitz

Journal of Aircraft 56 (2), 812-824, 2019

2018

Simulation of a Helicopter-Ship Dynamic Interface Using Offline Database of Atmospheric Turbulence-Modified Airwake

R Thedin, M Kinzel, S Schmitz

Vertical Flight Society 74th Annual Forum and Technology Display, 2018

2018

An evaluation of the effects of resolved shear-driven atmospheric turbulence on ship airwakes

R Thedin, MP Kinzel, S Schmitz

Journal of the American Helicopter Society 63 (2), 1-16, 2018

2017

High-Fidelity Simulations of the Interaction of Atmospheric Turbulence with Ship Airwakes

R Thedin, M Kinzel, S Schmitz

Vertical Flight Society 73rd Annual Forum and Technology Display, 2017

2017

Numerical study of ship airwake characteristics immersed in atmospheric boundary-layer flow

R Thedin, M Kinzel, S Schmitz

APS Division of Fluid Dynamics Meeting Abstracts, F39. 005, 2017

2011

Influences of Atmospheric Boundary Layer Turbulence Structure on the Space-time Variability in Wind Turbine Blade and Shaft Loadings

G Vijayakumar, A Lavely, M Kinzel, E Paterson, J Brasseur

6th AIAA Theoretical Fluid Mechanics Conference, 3300, 2011

2011

Space-time loadings on wind turbine blades driven by atmospheric boundary layer turbulence

A Lavely, G Vijayakumar, M Kinzel, J Brasseur, E Paterson

49th AIAA Aerospace Sciences Meeting Including the New Horizons Forum and …, 2011

2011

Influences of atmospheric stability state on wind turbine aerodynamic loadings

G Vijayakumar, A Lavely, J Brasseur, E Paterson, M Kinzel

APS Division of Fluid Dynamics Meeting Abstracts, G27. 007, 2011

2011

Inherent Variability in Short-time Wind Turbine Statistics from Turbulence Structure in the Atmospheric Surface Layer

A Lavely, G Vijayakumar, J Brasseur, E Paterson, M Kinzel

APS Division of Fluid Dynamics Meeting Abstracts, G27. 006, 2011