Sensitivity to Model Parameters and Roughness in Finite-Rate Reacting Hypersonic Flows

Abstract

Computational techniques for the simulation of high-speed flows have outpaced the tools to analyze flow fields they generate. This is even more true for flows that rely on a significant amount of modeling assumptions, such as flows at conditions where non-equilibrium and finite-rate aerothermochemistry effects play a significant role. We propose the development and application of a computational framework for the analysis of fluid systems using adjoint techniques and gradient/sensitivity information. This information will be extracted directly and efficiently from a nonlinear simulation code, with minimal intrusion and involvement of the user. Information gained in this manner will be used, as a start, to analyze large-scale fluid systems as to their sensitivity to model assumptions and geometric modifications on the boundary. The same framework is, however, also applicable to input-output analyses, susceptibility analysis and to control efforts. In our application, we will in particular concentrate on the design of improved models, the reduction of large-scale motion and the influence of roughness on integral output quantities of interest.

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Document Details

Document Type
Technical Report
Publication Date
Feb 08, 2023
Accession Number
AD1194991

Entities

People

  • Olaf Marxen
  • Peter J. Schmid
  • Taraneh Sayadi

Organizations

  • Imperial College London
  • King Abdullah University of Science and Technology
  • University of Surrey

Tags

Communities of Interest

  • Autonomy
  • Energy and Power Technologies
  • Weapons Technologies

DTIC Thesaurus Topics

  • Air Force Research Laboratories
  • Boundary Layer
  • Boundary Layer Flow
  • Chemistry
  • Computational Science
  • Data Analysis
  • Data Mining
  • Dimensionality Reduction
  • Flow
  • Fluid Dynamics
  • Frequency
  • Hypersonic Flow
  • Information Science
  • Layers
  • Machine Learning
  • Mechanics
  • Neural Networks
  • Order Statistics
  • Simulations

Readers

  • Computational Fluid Dynamics (CFD)
  • Computational Modeling and Simulation
  • Fluid Mechanics and Fluid Dynamics.

Technology Areas

  • Hypersonics
  • Hypersonics - Hypersonic Flight