Pith. sign in

REVIEW 1 cited by

Proper orthogonal decomposition closure models for fluid flows: Burgers equation

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 1308.3276 v1 pith:5WKV55H7 submitted 2013-08-14 physics.flu-dyn

classification physics.flu-dyn
keywords modelsclosurenumericalburgersdecompositionequationflowsfluid
verification ladder T0 review T1 audit T2 compute T3 formal
0 comments
read the original abstract

This paper puts forth several closure models for the proper orthogonal decomposition (POD) reduced order modeling of fluid flows. These new closure models, together with other standard closure models, are investigated in the numerical simulation of the Burgers equation. This simplified setting represents just the first step in the investigation of the new closure models. It allows a thorough assessment of the performance of the new models, including a parameter sensitivity study. Two challenging test problems displaying moving shock waves are chosen in the numerical investigation. The closure models and a standard Galerkin POD reduced order model are benchmarked against the fine resolution numerical simulation. Both numerical accuracy and computational efficiency are used to assess the performance of the models.

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Data-driven Closure Strategies for Parametrized Reduced Order Models via Deep Operator Networks

    math.NA 2025-05 conditional novelty 5.0 of 10

    Parametric POD-Galerkin reduced-order models for turbulent flows are augmented with deep-operator-network closure terms that reintroduce discarded-mode contributions, improving pressure and velocity accuracy over the ...

Pith tools