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doc: adaptive MovingHorizonEstimator on pH neutralization NonLinModelDAE tutorial - #457

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franckgaga merged 15 commits into
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doc_mhe_ph_cont
Sep 24, 2026
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franckgaga merged 15 commits into
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doc_mhe_ph_cont

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@franckgaga

@franckgaga franckgaga commented Sep 24, 2026 •

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This PR add an adaptive MovingHorizonEstimator example on the pH neutralization process, which is a NonLinModelDAE plant model. The acid feed flow rate $q_{Ain}$ is measured, but not its concentration $c_{Ain}$. It is thus estimated in real-time with the MHE. It does not perfectly converge to the actual value, but it's expected since the excitation is quite low (persistency of excitation). Nonetheless, the estimation performances seem good enough for closed-loop control.

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here's the preview : https://juliacontrol.github.io/ModelPredictiveControl.jl/previews/PR457

@franckgaga franckgaga changed the title doc: adaptive MovingHorizonEstimator example on pH neutralization NonLinModelDAE example doc: adaptive MovingHorizonEstimator on pH neutralization NonLinModelDAE tutorial Sep 24, 2026
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franckgaga merged commit 8de09dc into main Sep 24, 2026
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franckgaga deleted the doc_mhe_ph_cont branch September 24, 2026 22:09
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codecov-commenter commented Sep 24, 2026 •

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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 97.24%. Comparing base (2af3149) to head (f8e54a4).
⚠️ Report is 17 commits behind head on main.

Additional details and impacted files
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##             main     #457   +/-   ##
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  Coverage   97.24%   97.24%           
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  Files          28       28           
  Lines        6867     6867           
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  Hits         6678     6678           
  Misses        189      189           
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2 participants