Between machines and art: The impact of CNC technology on artistic creation

IF 4.5 Q2 COMPUTER SCIENCE, THEORY & METHODS
Array Pub Date : 2025-07-23 DOI:10.1016/j.array.2025.100466
Marcelo Fraile-Narváez , Mihaela I. Chidean
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引用次数: 0

Abstract

This study shows how a hybrid workflow based on a Style-GAN-3 (with 256 × 256 pixel resolution) together with a €185 open-hardware plotter reframes authorship by uniting algorithmic invention with material execution. Specifically, it focuses on the development of a low-cost CNC machine, named ‘Gorosito’, which includes various customisation elements, such as the ability to interchange drawing tools to suit the operator/artist. Experimental validation of Gorosito is performed using images generated with generative AI and also including a comparison of the results with those produced by a commercial CNC machine. Results reveal precision of 0.045 mm and a 34% cost saving comparing with other commercial solutions. Our findings also show that each artwork, derived from the same digital file, acquires a unique expression, which leads to a redefinition of authenticity in digital art and provides a renewed perspective on the interplay between technology, artistic creation and cultural perception. The study thus positions Gorosito as an open and reproducible framework that any creative-code laboratory can adopt, bridging machine learning research with low-cost digital fabrication.
机器与艺术之间:数控技术对艺术创作的影响
本研究展示了基于Style-GAN-3 (256 × 256像素分辨率)的混合工作流程以及185欧元的开放式硬件绘图器如何通过将算法发明与材料执行结合起来,重新构建作者身份。具体来说,它专注于开发一种名为“Gorosito”的低成本数控机床,其中包括各种定制元素,例如交换绘图工具以适应操作员/艺术家的能力。Gorosito的实验验证是使用生成式人工智能生成的图像进行的,还包括与商用数控机床产生的结果进行比较。结果表明,与其他商业解决方案相比,精度为0.045 mm,成本节省34%。我们的研究结果还表明,来自同一个数字文件的每件艺术品都获得了独特的表达,这导致了对数字艺术真实性的重新定义,并为技术、艺术创作和文化感知之间的相互作用提供了新的视角。因此,这项研究将Gorosito定位为一个开放和可复制的框架,任何创造性的代码实验室都可以采用,将机器学习研究与低成本的数字制造联系起来。
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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来源期刊
Array
Array Computer Science-General Computer Science
CiteScore
4.40
自引率
0.00%
发文量
93
审稿时长
45 days
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