Related Experiment Video
Updated: May 30, 2026

Surrogate Model Development for Digital Experiments in Welding
Published on: March 28, 2025
Observations on the responsible development and use of computational models and simulations
David J Kijowski1, Harry Dankowicz, Michael C Loui
1Department of Mechanical Science and Engineering, University of Illinois, Urbana, IL, USA.
Researchers developing or using computational models face unique ethical challenges. This study identifies professional responsibilities for computational research, focusing on code disclosure and minimizing harm from model misuse.
Area of Science:
- Scientific computing
- Research ethics
Background:
- Traditional research ethics primarily address laboratory experiments.
- Computational modeling and simulation are increasingly vital research methods, rivaling experimentation.
- Existing guidelines for responsible conduct of research inadequately cover computational approaches.
Purpose of the Study:
- To identify ethical responsibilities for researchers involved in computational modeling and simulation.
- To gather expert recommendations for guidelines specific to computational research.
- To define the professional duties of both developers and users of computational models.
Main Methods:
- Qualitative study involving interviews with nineteen experts in computational modeling and simulation.
- Analysis of expert experiences to identify ethical issues and gather recommendations.
- Synthesis of findings to delineate responsibilities for developers and users.
Main Results:
- Identified distinct ethical responsibilities for developers and users of computational models.
- Examined the ethical considerations surrounding the disclosure of computational codes.
- Provided strategies for minimizing potential harms arising from the improper application of computational models.
Conclusions:
- Researchers developing and using computational models have specific ethical obligations.
- Clear guidelines are needed for code disclosure and responsible model application.
- Addressing these responsibilities is crucial for maintaining research integrity in computational science.
Related Concept Videos
Modeling and Similitude
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
Typical Model Studies
Mathematical Modeling: Problem Solving
Modeling with Differential Equations
Mechanistic Models: Compartment Models in Individual and Population Analysis
