A CASE STUDY OF THE DECISION-MAKING BEHIND THE AUTOMATION OF A COMPOSITES-BASED DESIGN PROCESS

P. Khanolkar, Ademir Vrolijk, A. Olechowski
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Abstract

Abstract Automation and artificial intelligence (AI) are increasingly seen as appealing tools to perform design tasks traditionally accomplished by human designers. In today's digital economy, industries aim to adopt these tools to improve the efficiency of their complex design processes. But how does one decide what parts of their existing design process should be automated and which automation/AI tool to implement? With these questions in mind, we present a case study highlighting a company's decision-making process in converting its existing designer-dependent design process to one supported by automation. In this case study, we observed the company's decisions in selecting and rejecting certain automation and AI methods before finalizing a heuristics-based automation method that proved highly efficient compared to the company's traditional human-driven design program. In addition, we present three key discussion points observed in this case study: (1) the importance of implementing the designer's heuristics in the automation framework, (2) the importance of a uniform and modular design automation framework, and (3) the challenges of implementing AI methods.
基于组合的设计过程自动化背后的决策案例研究
自动化和人工智能(AI)越来越被视为执行传统上由人类设计师完成的设计任务的有吸引力的工具。在当今的数字经济中,行业旨在采用这些工具来提高其复杂设计过程的效率。但是如何决定现有设计过程的哪些部分应该自动化,哪些自动化/人工智能工具应该实现?考虑到这些问题,我们提出了一个案例研究,重点介绍了一家公司在将现有的依赖于设计师的设计过程转变为自动化支持的设计过程中的决策过程。在本案例研究中,我们观察了公司在选择和拒绝某些自动化和人工智能方法方面的决策,然后最终确定了一种基于启发式的自动化方法,与公司传统的人工驱动设计程序相比,这种方法被证明是高效的。此外,我们提出了本案例研究中观察到的三个关键讨论点:(1)在自动化框架中实现设计师启发式的重要性,(2)统一和模块化设计自动化框架的重要性,以及(3)实现人工智能方法的挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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