Title :
Verification, validation, and accreditation (VV&A) of models and simulations through reduced order metamodels
Author_Institution :
Mission Res. Corp., Colorado Springs, CO, USA
Abstract :
The paper provides a new approach to support verification, validation, and accreditation (VV&A) of models and simulations. The need for efficient and objective methods to verify, validate and accredit models and simulations is greater than ever. More and more decisions are based on computer generated data that are derived from models and simulations. The strength of these decisions is a direct function of the validity of this data. Based on the system identification of reduced order models, this new approach approximates a complex high-dimensional model or simulation by a relatively simple mathematical model valid over a specified domain and range of interest. Verification or validation is then accomplished by the straightforward comparison of the reduced order model structure and coefficients with the baseline data or system. Well-developed identification methods and a structured procedure make this process more efficient and objective than existing methods
Keywords :
certification; decision support systems; decision theory; digital simulation; formal verification; identification; modelling; simulation; accreditation; baseline data; baseline system; complex high-dimensional model; complex high-dimensional simulation; computer generated data; data validity; decisions; mathematical model; models; reduced order metamodels; reduced order model coefficients; reduced order model structure; reduced order models; simulations; structured procedure; system identification; validation; verification; Accreditation; Analytical models; Computational modeling; Computer simulation; Design methodology; Mathematical model; Metamodeling; Reduced order systems; Springs; Technological innovation;
Conference_Titel :
Simulation Conference Proceedings, 1995. Winter
Conference_Location :
Arlington, VA
Print_ISBN :
0-78033018-8
DOI :
10.1109/WSC.1995.479054