OpenMP-Parallel Discrete Adjoints in SU2 with OpDiLib

  • In computational engineering, accompanying derivatives help to assess and further process primal simulation results, for example for sensitivity analysis, design optimization, or uncertainty quantification. Discrete adjoint approaches, specifically, compute derivatives that are consistent with the solution procedure of discretized problems, and automatic differentiation (AD) may serve as a key ingredient for their implementation. Discrete adjoints in the open-source multiphysics simulation suite SU2 are based on the operator overloading AD tool CoDiPack, coupled with the MeDiPack add-on for the differentiation of MPI parallelism. With a view on scalability, an additional layer of OpenMP parallelism has recently been added to SU2's primal solvers. To extend this to discrete adjoint solvers, we couple SU2 together with the already applied AD tools with the OpDiLib add-on that introduces operator overloading AD support for OpenMP parallelism. We discuss the impact on SU2's AD workflow, identify differences to pure MPI in terms of AD, and study and improve the parallel discrete adjoint performance on test cases from external aerodynamics.

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Metadaten
Author:Johannes BlühdornORCiD, Nicolas R. GaugerORCiD
URN:urn:nbn:de:hbz:386-kluedo-97021
DOI:https://doi.org/10.26204/KLUEDO/9702
Document Type:Conference Proceeding
Language of publication:English
Date of Publication (online):2026/03/11
Year of first Publication:2026
Publishing Institution:Rheinland-Pfälzische Technische Universität Kaiserslautern-Landau
Date of the Publication (Server):2026/03/12
Source:2nd NHR Conference 2024
Faculties / Organisational entities:Kaiserslautern - Fachbereich Informatik
DDC-Cassification:0 Allgemeines, Informatik, Informationswissenschaft / 004 Informatik
5 Naturwissenschaften und Mathematik / 510 Mathematik
6 Technik, Medizin, angewandte Wissenschaften / 620 Ingenieurwissenschaften und Maschinenbau
Licence (German):Creative Commons 4.0 - Namensnennung (CC BY 4.0)