利用快速原型技术缓解解剖模型开发中的设计问题

Nishkal George, B. Chowdary
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摘要

文献表明,快速成型技术在人体解剖模型设计和开发中的应用越来越广泛。从业者在部署RP工具以开发具有成本效益的医疗模型方面面临挑战,因为在速度、准确性、材料和商业软件定制等参数的选择方面没有经过验证的决策支持系统。本研究旨在通过探索使用遗传算法(GA)方法结合计算机辅助设计(CAD)和熔融沉积建模(FDM)技术来缓解这些问题。实验使用响应面法(RSM)进行,以构建时间和模型材料体积作为响应,以促进优化过程。通过髌骨模型验证了该研究的有效性,结果验证了所提出的RSM-GA方法在解剖模型设计和开发中的有效性。结果显示,与未改进的模型相比,模型材料节省了27%,并且由于CT数据中的不规则性减少,因此被认为是令人满意的实际使用。研究还表明,空心参数对响应的影响最大,其次是光滑参数,然后是包裹参数。
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Mitigation of Design Issues in Development of Anatomical Models Using Rapid Prototyping
Literature indicates rapid prototyping (RP) application has become more widespread in design and development of human anatomy models. Practitioners are facing challenges in deployment of RP tools for development of cost-effective medical models, because there are no proven decision support systems in the selection of parameters such as speed, accuracy, materials, and customisation of commercial software. This study aims at alleviating some of these issues by exploring the use of a Genetic Algorithm (GA) approach combined with computer-aided design (CAD) and fused deposition modeling (FDM) techniques. Experiments were conducted using response surface methodology (RSM) to facilitate the optimisation process with build time and model material volume as responses. The validation of the study has been performed with a patella model and the results verified the effectiveness of the proposed RSM-GA approach in the design and development of the anatomical model. The results showed a 27% savings on model material compared to a non-refined model and was deemed satisfactory for practical use as there was a reduction in irregularities from CT data. The study also reveals that the parameter hollow has the largest effect on the responses, followed by the smooth parameter and then the wrap parameter.
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