A New Framework for Comprehensive, Robust, and Efficient Global Sensitivity Analysis

Technology #ua15-149

Questions about this technology? Ask a Technology Manager

Download Printable PDF

Categories
Researchers
Hoshin Gupta
Professor, Hydrology & Water Resources
Seyed Saman Razavi
Assistant Professor, Department of Civil and Geological Engineering
Managed By
John Geikler
Asst. Director, Physical Science Licensing (520) 626-4605

Title: Variogram Analysis of Response Surfaces – VARS

 

Invention: VARS is a novel framework for global sensitivity analysis which provides more reliable and efficient results for high dimensional models.

 

Background: VARS has been demonstrated as a general purpose framework that incorporates known approaches as special purpose cases. VARS is up to 100 times more efficient than traditional approaches for high dimensional systems while more reliably exploring large multi-variate models at different scales. While originally developed for complex hydrology and environmental models, VARS can be applied to improving the efficiency of exploring high dimensional models for a broad range of problems - from scientific research and development to financial modeling and Big Data analytics.

 

Applications:

•   Earth or Environmental Modeling

•   Design of Experiments (DOE)

•   Risk assessment

•   Economic modeling

•   Reservoir engineering

•   Manufacturing analysis

 

Advantages:

•   Computational efficiency

•   Increased accuracy

•   Overall advantage in high dimensional models

 

Contact:

John Geikler

Assistant Director, Physical Sciences

Phone: 520.626.4605

JohnG@tla.ariozna.edu