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The Missing Link in Modeling and Simulation Validation

机译:建模和仿真验证中的缺失链接

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The validation of complex and human behavior models has been long recognized as a difficult and intractable problem. In fact, the inability to compile sufficient quantities of quantifiable data is recognized as a significant challenge in model validation. Nevertheless, despite nearly fifty years of study, research, and development, little progress has been made to address the problems. This paper examines the history of the development of modeling and simulation validation practice. It examines the fundamental philosophy underlying modeling and simulation validation to assess why there has not been more progress. It discusses alternative philosophical worldviews and the potential implications they might have on the prevailing modeling and simulation validation frameworks. Lastly, the paper identifies areas requiring new research and development required in order to further the science of M&S validation. It identifies potential lines of inquiry and philosophical questions within the affected fields of study.
机译:复杂和人类行为模型的验证已经很长时间被认为是一个困难和难以解决的问题。实际上,无法编译足够的量数量的量化数据被认为是模型验证中的重大挑战。尽管如此,尽管近五十年的学习,研究和发展,但取得了很小的进展来解决这些问题。本文探讨了建模和模拟验证实践的发展历史。它探讨了基础哲学潜在的建模和模拟验证,以评估为什么没有更多的进步。它讨论了替代的哲学世界观和他们可能对现行建模和仿真验证框架的潜在影响。最后,本文识别需要新的研究和开发的区域,以进一步验证科学。它识别受影响的研究领域内的潜在查询和哲学问题。

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