↓ Skip to main content

Investigating and Mitigating Failure Modes in Physics-Informed Neural Networks (PINNs)

Overview of attention for article published in Communications in Computational Physics, June 2023
Altmetric Badge

About this Attention Score

  • Among the highest-scoring outputs from this source (#18 of 221)
  • Good Attention Score compared to outputs of the same age (66th percentile)
  • High Attention Score compared to outputs of the same age and source (95th percentile)

Mentioned by

twitter
7 X users

Citations

dimensions_citation
3 Dimensions

Readers on

mendeley
15 Mendeley
You are seeing a free-to-access but limited selection of the activity Altmetric has collected about this research output. Click here to find out more.
Title
Investigating and Mitigating Failure Modes in Physics-Informed Neural Networks (PINNs)
Published in
Communications in Computational Physics, June 2023
DOI 10.4208/cicp.oa-2022-0239
Authors

Shamsulhaq Basir

X Demographics

X Demographics

The data shown below were collected from the profiles of 7 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 15 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 15 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 3 20%
Researcher 2 13%
Other 1 7%
Student > Doctoral Student 1 7%
Lecturer 1 7%
Other 2 13%
Unknown 5 33%
Readers by discipline Count As %
Engineering 6 40%
Physics and Astronomy 2 13%
Mathematics 1 7%
Chemical Engineering 1 7%
Economics, Econometrics and Finance 1 7%
Other 0 0%
Unknown 4 27%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 4. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 27 September 2022.
All research outputs
#7,857,016
of 25,392,582 outputs
Outputs from Communications in Computational Physics
#18
of 221 outputs
Outputs of similar age
#128,043
of 388,748 outputs
Outputs of similar age from Communications in Computational Physics
#1
of 22 outputs
Altmetric has tracked 25,392,582 research outputs across all sources so far. This one has received more attention than most of these and is in the 68th percentile.
So far Altmetric has tracked 221 research outputs from this source. They receive a mean Attention Score of 1.3. This one has done particularly well, scoring higher than 91% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 388,748 tracked outputs that were published within six weeks on either side of this one in any source. This one has gotten more attention than average, scoring higher than 66% of its contemporaries.
We're also able to compare this research output to 22 others from the same source and published within six weeks on either side of this one. This one has done particularly well, scoring higher than 95% of its contemporaries.