Paper Citation Record · LEDGER

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations

As of 13 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2605.27725.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2605.27725 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T15:09:31.814220Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 420ded0b-d770-415b-9850-be44744f225d · outbound

This paper cites an unresolved cited work.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eea02be1-e7d0-47ce-81a5-67fd547b7815 · outbound

This paper cites Stavroulakis, Bessy G.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Stavroulakis, Bessy G

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6733bef4-be2a-4b5d-8f5b-ce66cbb295a8 · outbound

This paper cites Real-time optimization of microchannel cooling using a deep reinforcement learning-enabled digital twin.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Real-time optimization of microchannel cooling using a deep reinforcement learning-enabled digital twin

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24cf71bd-a062-4220-8a69-2cc73854e800 · outbound

This paper cites an unresolved cited work.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8562679c-16b0-4236-ab0c-632053057ad2 · outbound

This paper cites an unresolved cited work.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63838725-7b27-47cd-9a82-1e9a699660f0 · outbound

This paper cites Hesthaven and Stefano Ubbiali.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Hesthaven and Stefano Ubbiali

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ebcc43-e16b-4bef-aa33-83303f404898 · outbound

This paper cites an unresolved cited work.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d42ab6d7-b999-4f88-8460-043774f48200 · outbound

This paper cites Ganti and P.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Ganti and P

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab9b5894-1c04-45d1-b8b7-ced4ca46e92e · outbound

This paper cites an unresolved cited work.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a0e83b2-a721-4c22-a5d4-c3045a636078 · outbound

This paper cites CFDTwin: Digital twin toolkit for cfd simulations using ansys fluent.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations CFDTwin: Digital twin toolkit for cfd simulations using ansys fluent

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4930572-adc7-4fe9-81d3-e541d137fd88 · outbound

This paper cites CFDTwin v0.2.0, 2026.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations CFDTwin v0.2.0, 2026

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec61c7e4-d066-4b52-9413-dc0920270194 · outbound

This paper cites CFDTwin documentation.https://uark-ned3.github.io/ CFDTwin/, 2026.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations CFDTwin documentation.https://uark-ned3.github.io/ CFDTwin/, 2026

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc5a7c4d-6066-468a-ba5b-fd810dc40956 · outbound

This paper cites an unresolved cited work.

CFDTwin: An open-source GUI and Python toolkit for POD-NN surrogate modeling of ANSYS Fluent simulations Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T15:09:31.814220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.