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daily: update calibration benchmark results
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docs/benchmark-convergence.png

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docs/benchmark-history.csv

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2026-08-21 09:57,PSO,500,2.733350e-21,1.0000
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2026-08-21 09:57,GLUE,500,3.883958e-01,0.9986
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2026-08-21 09:57,Sobol,500,2.099447e-05,0.9962
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2026-08-22 09:53,DDS,500,2.441233e-02,1.0000
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2026-08-22 09:53,PSO,500,5.389844e-22,1.0000
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2026-08-22 09:53,GLUE,500,4.515410e-02,0.9999
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2026-08-22 09:53,Sobol,500,7.959093e-03,0.9962

docs/benchmarks.md

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# Calibration Algorithm Benchmarks
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*Last updated: 2026-08-21 09:57 UTC*
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*Last updated: 2026-08-22 09:53 UTC*
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Synthetic benchmark on the **Rosenbrock** test function f(x,y) = (1−x)² + 100·(y−x²)² with random starting points.
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| Algorithm | Iterations | Best Objective | Convergence Rate |
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|-----------|-----------|----------------|------------------|
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| DDS | 500 | 8.357154e-01 | 99.95% |
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| PSO | 500 | 2.733350e-21 | 100.00% |
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| GLUE | 500 | 3.883958e-01 | 99.86% |
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| Sobol | 500 | 2.099447e-05 | 99.62% |
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| DDS | 500 | 2.441233e-02 | 100.00% |
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| PSO | 500 | 5.389844e-22 | 100.00% |
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| GLUE | 500 | 4.515410e-02 | 99.99% |
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| Sobol | 500 | 7.959093e-03 | 99.62% |
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![Convergence plot](benchmark-convergence.png)
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