GitHub - izzatum/PIBO: Physics_Informed Bayesian Optimization

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Physics_Informed Bayesian Optimization

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Name		Name	Last commit message	Last commit date
Latest commit History 1 Commit
Kernel.py		Kernel.py
MeanCov.py		MeanCov.py
NiTi_SMA.tdb		NiTi_SMA.tdb
ReadME.txt		ReadME.txt
acquisitionFunc.py		acquisitionFunc.py
database_dist.csv		database_dist.csv
database_vf.csv		database_vf.csv
database_x.csv		database_x.csv
database_y.csv		database_y.csv
input.csv		input.csv
label_distance.csv		label_distance.csv
label_vf.csv		label_vf.csv
main.py		main.py
precipitator.py		precipitator.py
sig_total.csv		sig_total.csv
x_max_found.csv		x_max_found.csv
y_max_found.csv		y_max_found.csv
y_max_total.csv		y_max_total.csv

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The main.py has the main body of the Phyisics-Informed Bayesian Optimziation alghorithm.
The data queried from the precipitation model are stored as databases that includes input variables, tranformation temperature,
volume fraction, and mean inter-particle distance. 
Note that the database includes results from all 50 replications of simulations.

The precipitation model and Kawin package can be found in:
https://github.com/materialsgenomefoundation/kawin