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Uniform maximum projection designs for computer experiments
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DOI：10.1016/j.compstruc.2026.108209.png)
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Abstract
En 中文
• Introduce periodic-distance MaxPro (uMaxPro) that ensures statistical uniformity. • Remove edge effects while preserving MaxPro’s projection-aware space-filling. • Deliver unbiased integration and lower RMSE with small simulation budgets. • Improve uniformity in all subspaces; outperform Halton in tested benchmarks. • Provide open-source code and design libraries for engineering adoption.
Keywords:
Space-filling design
Projection-based design
Statistical uniformity
Latin hypercube sampling
Periodic distance metric
Monte Carlo integration
Surrogate modeling
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