CliMA/EnsembleKalmanProcesses.jl

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Derivative-free parameter calibration and uncertainty quantification for expensive models using ensemble Kalman methods

Stars: 125
Forks: 24
Open beginner issues: 0
Indexed issues: 27
Avg merge: 1d 18h
Merged PRs (30d): 5

Dominant language: Julia
License: Apache-2.0
Last GitHub push: Sep 1, 2026
Latest indexed: Sep 15, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

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27 open issues indexed

Unify the handling of different types of Ensemble Kalman methods Open

CliMA/EnsembleKalmanProcesses.jl#18 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Named tuples for parameters Open

CliMA/EnsembleKalmanProcesses.jl#42 · 9 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
SparseInversion not as robust as Inversion Open

robustness

CliMA/EnsembleKalmanProcesses.jl#134 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Generalize ensemble Kalman algorithms to work with complex learnable parameters Open

enhancement

CliMA/EnsembleKalmanProcesses.jl#227 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Gaussian Random Field parameters: Phase 2 Open

SDI

CliMA/EnsembleKalmanProcesses.jl#282 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
`MvNormal(d::Int, σ::Real)` is deprecated Open

CliMA/EnsembleKalmanProcesses.jl#301 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Hierarchical priors for Function learning Open

CliMA/EnsembleKalmanProcesses.jl#319 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Memory issue and RNG not fixed for Gaussian Random Fields. Open

I'm a bug - please fix me

CliMA/EnsembleKalmanProcesses.jl#356 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
O3.7.5 Formulate and implement variant of EKI that scales linearly in output dimension and allows for sampling error correction Open

CliMA/EnsembleKalmanProcesses.jl#374 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
SingularExceptions more common, add to list of common errors in docs, and insert better error message Open

CliMA/EnsembleKalmanProcesses.jl#412 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Possible Common error - request for better error message Open

CliMA/EnsembleKalmanProcesses.jl#418 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Diagnostics and plots for Pushforward of prior Open

CliMA/EnsembleKalmanProcesses.jl#419 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
For every struct, overload Base.show() and Base.summary() Open

CliMA/EnsembleKalmanProcesses.jl#422 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Unexpected behavior getting ϕ final mean distribution Open

bug

CliMA/EnsembleKalmanProcesses.jl#435 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Reduce duplication in the failure handling methods for UKI/UTKI Open

CliMA/EnsembleKalmanProcesses.jl#478 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Additions to the EKP struct should be considered breaking changes Open

CliMA/EnsembleKalmanProcesses.jl#492 · 2 comments · 0 reactions · 3 assignees · Indexed Sep 15, 2026
Extend API to get specific parameters/outputs Open

CliMA/EnsembleKalmanProcesses.jl#495 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
New defaults for Unscented and Infinite-time algorithms Open

CliMA/EnsembleKalmanProcesses.jl#501 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[Breaking change] Include starting time (0) in `get_algorithm_time` Open

CliMA/EnsembleKalmanProcesses.jl#508 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Consider prior for the inflation here? Open

CliMA/EnsembleKalmanProcesses.jl#522 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Currently we do not error if all particles fail Open

CliMA/EnsembleKalmanProcesses.jl#527 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Strategies for improvement robustness with JLD2 Open

CliMA/EnsembleKalmanProcesses.jl#549 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Cleaner docs with snippets for using Minibatcher Open

CliMA/EnsembleKalmanProcesses.jl#550 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Finally remove anonymous functions in bounds Open

CliMA/EnsembleKalmanProcesses.jl#551 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Throw better error for different obs size in minibatcher (eventually resolve) Open

CliMA/EnsembleKalmanProcesses.jl#557 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
AI-maintainer skills wishlist Open

CliMA/EnsembleKalmanProcesses.jl#561 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[math-audit-2026-07-09] Summary of math-audit issues Open

CliMA/EnsembleKalmanProcesses.jl#584 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026

CliMA/EnsembleKalmanProcesses.jl

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