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Topics - atish

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Dear SimCenter Team,

I am a PhD student at the University of New South Wales, Australia. Currently, I am working on a global sensitivity analysis using a high-fidelity atmospheric model. I have considered 50 reaction rates (input parameter) as my input quantity of interest, whose effects I will be quantifying. Using 512 sets of perturbed reaction rates, I tried to run my model and perform sobol analysis. However, my sobol indices are not converging, as I think my sample size is small. Now I have decided to create a surrogate model using the Gaussian Process (GP) Regression method and then perform sobol analysis. I am new to machine learning.

My question:
1. Since my input parameter is 50 and I have 512 output data, can I use quoFEM to perform sensitivity analysis.
2. If not, then can I use quoFEM to create GP based surrogate model.

Pages: [1]