These computer codes are free software provided by SSRG under the terms of the GNU General Public License (http://www.gnu.org/licenses/).
||Sequential Conditioned Importance Sampling
- Developers: Young Joo Lee and Junho Song
- What it does: Evaluates multinormal probabilities using the “Sequential Conditioned Importance Sampling” (Ambartzumian et al. 1998) through a vectorized (i.e. improved efficiency) Matlab code.
- Purpose of development: Research on identifying critical sequence of failures induced by fatigue crack growth and quantifying the risk of system collapse.
- Reference: R. Ambartzumian, A. Der Kiureghian, V.Ohanian, and H.Sukiasian, “Multinormal Probability by Sequential Conditioned Importance Sampling,” Probabilistic Engineering Mechanics, Vol.13, No.4, pp.299-308, 1998.
- Download: HERE
||FERUM toolbox for Matrix-based System Reliability (MSR) Analysis
- Developer: Bora Gencturk
- What it does: Computes the system failure probability and its parameter sensitivities (with respect to parameters that do not affect the correlation coefficients between components) using the MSR method (Song and Kang, 2009)
- How to use: (a) Standalone mode: the user provides the component failure probabilities (and sensitivities) and correlation coefficient matrix for direct MSR analysis; and (b) FERUM toolbox mode: the user provides input data for first order component reliability analyses by FERUM. The code collects the calculated component failure probabilities (and sensitivities) and calculate the correlation coefficient matrix to perform MSR analysis. A detailed manual written by the developer (Bora Gencturk) is enclosed.
- Purpose of development: Final term project of CEE491: Decision and Risk Analysis at the University of Illinois, Urbana-Champaign (Spring 2008).
- Disclaimer: This is an open-source code provided to promote education and research, and may contain methods under further development.
- Reference: J. Song, and W.H. Kang, “System Reliability and Sensitivity under Statistical Dependence by Matrix-based System Reliability Method,” Structural Safety, Vol.31, No.2, pp.148-156, 2009.
- Download: HERE
||More computer codes coming soon… including an open-source code for Sequential Compounding Method (SCM; Kang and Song, 2010) and Cross Entropy Based Adaptive Importance Sampling Using Gaussian Mixture (CE-AIS-GM; Kurtz and Song, 2013).
* Photo credits: atomictoaster.com, sharepoint.biwug.be