SciML / SciML/ModelOrderReduction.jl

Constrained Lumping (CLUE)

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new-algorithm
Dominant language
Julia
Stars
43
Forks
8
Avg merge
11h 47m
Merged PRs (30d)
14

Description

From the catch-all tracking issue https://github.com/SciML/ModelOrderReduction.jl/issues/78

Implement exact maximal model reduction by constrained lumping of polynomial/rational ODE systems (CLUE), preserving prescribed observables via linear transformations.

https://github.com/clue-developers/CLUE
https://arxiv.org/abs/2004.11961

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start with the catch-all tracking issue #78, then read the linked CLUE repository and arXiv paper to understand constrained lumping for polynomial and rational ODE systems. Identify the appropriate model-reduction entry points from the repository before planning the implementation. Done means exact maximal reduction with prescribed observables preserved by linear transformations.

Written by the indexing model from the issue text.

Assessment

Tech stack
julia
Domain
hpc
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Active
Clarity
Needs clarification
Newbie friendliness
25/100

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