Multi-objective optimisation of vibration-assisted electrode insertion parameters for DBS using hybrid approach of grey-orthogonal coupled response surface methodology

IF 2.3 4区医学 Q3 ENGINEERING, BIOMEDICAL

Medical Engineering & Physics Pub Date : 2025-09-07 DOI:10.1016/j.medengphy.2025.104430

Kaiwen Zheng, Songsong Xu, Houru Gao, Tingting Gao, Yan Li

{"title":"Multi-objective optimisation of vibration-assisted electrode insertion parameters for DBS using hybrid approach of grey-orthogonal coupled response surface methodology","authors":"Kaiwen Zheng, Songsong Xu, Houru Gao, Tingting Gao, Yan Li","doi":"10.1016/j.medengphy.2025.104430","DOIUrl":null,"url":null,"abstract":"<div><div>To minimize brain traumas during deep brain stimulation, multi-objective optimisation of vibration-assisted electrode insertion parameters are investigated using hybrid approach of grey-orthogonal coupled response surface methodology. Based on the LuGre model, mathematical models of friction force under vibration-assisted insertion are established. According to the orthogonal experimental results, the effects of each parameter of insertion performance for vibration-assisted insertion and optimal parameters of a single evaluation index are investigated through range analysis. The optimal parameters under the multi-evaluation indexes and mathematical models for the relationship between the parameters and the evaluation index are determined using grey relational analysis coupled response surface analysis. The results show that the vibration parameter combination optimized by response surface analysis results in excellent insertion performance with a puncture force of 9.656 mN and a friction growth rate of 2.191 mN/mm. The hybrid approach of grey-orthogonal coupled response surface methodology can act as a new methodology for optimizing vibration-assisted insertion parameters.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104430"},"PeriodicalIF":2.3000,"publicationDate":"2025-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medical Engineering & Physics","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1350453325001493","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}

引用次数: 0

Abstract

To minimize brain traumas during deep brain stimulation, multi-objective optimisation of vibration-assisted electrode insertion parameters are investigated using hybrid approach of grey-orthogonal coupled response surface methodology. Based on the LuGre model, mathematical models of friction force under vibration-assisted insertion are established. According to the orthogonal experimental results, the effects of each parameter of insertion performance for vibration-assisted insertion and optimal parameters of a single evaluation index are investigated through range analysis. The optimal parameters under the multi-evaluation indexes and mathematical models for the relationship between the parameters and the evaluation index are determined using grey relational analysis coupled response surface analysis. The results show that the vibration parameter combination optimized by response surface analysis results in excellent insertion performance with a puncture force of 9.656 mN and a friction growth rate of 2.191 mN/mm. The hybrid approach of grey-orthogonal coupled response surface methodology can act as a new methodology for optimizing vibration-assisted insertion parameters.

查看原文本刊更多论文

基于灰色正交耦合响应面法的振动辅助电极插入参数多目标优化

为了最大限度地减少深部脑刺激过程中的脑损伤，采用灰色正交耦合响应面法的混合方法研究了振动辅助电极插入参数的多目标优化。基于LuGre模型，建立了振动辅助插入摩擦力的数学模型。根据正交试验结果，通过极差分析探讨了振动辅助插入各参数对插入性能的影响，并确定了单个评价指标的最优参数。采用灰色关联分析耦合响应面分析法确定了多评价指标下的最优参数，并建立了参数与评价指标之间关系的数学模型。结果表明，通过响应面分析优化的振动参数组合具有良好的插入性能，穿刺力为9.656 mN，摩擦增长率为2.191 mN/mm。灰色正交耦合响应面法的混合方法可以作为振动辅助插入参数优化的一种新方法。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

求助全文

约1分钟内获得全文求助全文

来源期刊

Medical Engineering & Physics 工程技术-工程：生物医学

CiteScore

4.30

自引率

4.50%

发文量

172

审稿时长

3.0 months

期刊介绍： Medical Engineering & Physics provides a forum for the publication of the latest developments in biomedical engineering, and reflects the essential multidisciplinary nature of the subject. The journal publishes in-depth critical reviews, scientific papers and technical notes. Our focus encompasses the application of the basic principles of physics and engineering to the development of medical devices and technology, with the ultimate aim of producing improvements in the quality of health care.Topics covered include biomechanics, biomaterials, mechanobiology, rehabilitation engineering, biomedical signal processing and medical device development. Medical Engineering & Physics aims to keep both engineers and clinicians abreast of the latest applications of technology to health care.