May 18th, 2018
approx reading time
4 Minute Read
Computer-aided engineering (CAE) is one of the most powerful tools of the recent era, utilized in almost every field to provide efficient, cost-effective results. Conducting physical experiments for each design version is both time and cost intensive. Instead, design engineers can perform numerical studies to reduce the number of prototypes, saving a significant amount of effort, money, and time. However, no matter how well the simulation software performs, it is unlikely that the numerical analysis will provide 100% accuracy.
For a reliable numerical analysis, verification and validation assessments (V&V) are the proposed models that are implemented in various fields such as engineering, medicine, informatics, and economics. Even though verification and validation are generally used interchangeably, they are actually distinct concepts, investigating the accuracy and credibility of numerical studies from different perspectives.
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With the increasing use of computer-aided engineering software in the last 50 years, a standard regarding verification and validation has become a necessity. The first V&V guideline was issued by the American Nuclear Society in 1987. Further development of V&V guidelines was conducted by other professional organizations to provide industry-specific standards. In 1998, the American Institute of Aeronautics and Astronautics (AIAA) released its first modern standards document. Thereafter, the American Society of Mechanics Engineers (ASME) V&V Standards Committee issued documents related to fluid dynamics and solid mechanics, including:
Mathematical commands for an easily-expressed example of verification and validation can be used. Imagine a study of the product of 3 and 1. To obtain the result of 3, either multiplication or division can be applied. When a division is applied to solve the problem, it gives an accurate result for the product of 3 and 1, but when the same logic is applied to the product of 4 and 2 to check for consistency, the division command severely fails (Figure 1).
Aside from basic mathematical commands, both CFD and FEA encompass nonlinear equations and complicated simulation steps to describe physical systems. Hence, V&V assessments should be carried out separately and incrementally to ensure reliable processes. In order to avoid false conclusions regarding the validity of the model, it is necessary to perform a verification assessment before a validation assessment. If the verification assessment has ambiguities which result in errors, the validity of the model fails simultaneously . If the verification process succeeds, the validation process must be confirmed with experimental studies as it is required that the comparison studies rely upon real-time data.
Verification is the process that investigates the solution of the equations with regards to the verification of code (programming) and the verification of the calculation (mathematical models and numerical methods). The fundamental duties of the process consist of finding programming errors and examining mathematical calculations in order to solve the equations correctly. The steps of verification assessment  include:
The validation assessment examines the relationship between the equations and the physical experiments in order to solve the correct equations. An experimental setup such as a benchmark is used to conduct studies to investigate the physics. During experimental studies, some level of error occurs and thus it is essential to ensure that the experimental results are reproducible. The main steps of the validation process  can be summarised as follows:
The complete process of analysis based on V&V assessments is shown in Figure 2:
We can conclude that it is obvious that V&V assessments should be implemented in all studies encompassing numerical analysis. However, due to varying error rates throughout both the verification and validation processes, 100% accuracy is almost impossible. Hence, for V&V assessments, it is essential to specify the level of acceptable error regarding the model and solution.
If you are interested in learning more about verification and validation, check out this list of public validations performed with SimScale.
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