TY - JOUR
T1 - Robustimizer
T2 - A graphical user interface application for efficient uncertainty quantification, robust optimization, and reliability-based optimization of processes and designs
AU - Nejadseyfi, Omid
PY - 2025
Y1 - 2025
N2 - The primary goal of this work is to provide easy-to-use and cutting-edge optimization software designed to handle uncertainties, intended for use in research and education. Robustimizer offers efficient uncertainty quantification through exact analytic formulas using specific surrogate models, such as Gaussian Processes. Moreover, it supports integration with other software packages, and automatic updating of initial design space through exploration–exploitation techniques, among other features. This software has proven its value in sustainable manufacturing, where optimizing processes to reduce environmental impact while managing uncertainties is critical. In this article, the Robustimizer graphical user interface is introduced as a domain-independent optimization tool for surrogate-model-based robust and reliability-based design or process optimization.
AB - The primary goal of this work is to provide easy-to-use and cutting-edge optimization software designed to handle uncertainties, intended for use in research and education. Robustimizer offers efficient uncertainty quantification through exact analytic formulas using specific surrogate models, such as Gaussian Processes. Moreover, it supports integration with other software packages, and automatic updating of initial design space through exploration–exploitation techniques, among other features. This software has proven its value in sustainable manufacturing, where optimizing processes to reduce environmental impact while managing uncertainties is critical. In this article, the Robustimizer graphical user interface is introduced as a domain-independent optimization tool for surrogate-model-based robust and reliability-based design or process optimization.
KW - Reliability-based optimization
KW - Robust optimization
KW - Surrogate model
KW - Uncertainty quantification
UR - http://www.scopus.com/inward/record.url?scp=85217746818&partnerID=8YFLogxK
U2 - 10.1016/j.softx.2025.102077
DO - 10.1016/j.softx.2025.102077
M3 - Article
AN - SCOPUS:85217746818
SN - 2352-7110
VL - 30
JO - SoftwareX
JF - SoftwareX
M1 - 102077
ER -