An Interval Type-2 Adaptive Neuro-Fuzzy Inference System Based, Artificial Pacemaker Design and Stability Analysis

Asghar Dabiri, N. J. Dabanloo, F. Nooshiravan, K. Maghooli
{"title":"An Interval Type-2 Adaptive Neuro-Fuzzy Inference System Based, Artificial Pacemaker Design and Stability Analysis","authors":"Asghar Dabiri, N. J. Dabanloo, F. Nooshiravan, K. Maghooli","doi":"10.21203/rs.3.rs-1165074/v1","DOIUrl":null,"url":null,"abstract":"\n This paper presents design and simulation of an Interval type-2 fuzzy system (IT2FS) based, Adaptive neuro-fuzzy inference system(ANFIS) pacemaker controller in MATLAB. After designing the type-1 fuzzy logic model, the stability of the designed system has been verified in the time-domain (unit step response). In previous works, type-1 (IT1FS) model step response was analyzed and compared with the other PID and Fuzzy models that only least-square-estimation and the backpropagation algorithms are used for tuning membership functions and generation of type-1 fis (fuzzy inference system) file, but at current work Fuzzy C Means (FCM) method that shows better results has been used. The pacemaker controller determines the pacing rate and adjusts the heart rate of the patient with respect to the reference input signal. The rise-time, overshoot and settling-time have been improved significantly.","PeriodicalId":16125,"journal":{"name":"Journal of long-term effects of medical implants","volume":"1 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of long-term effects of medical implants","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.21203/rs.3.rs-1165074/v1","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Dentistry","Score":null,"Total":0}
引用次数: 0

Abstract

This paper presents design and simulation of an Interval type-2 fuzzy system (IT2FS) based, Adaptive neuro-fuzzy inference system(ANFIS) pacemaker controller in MATLAB. After designing the type-1 fuzzy logic model, the stability of the designed system has been verified in the time-domain (unit step response). In previous works, type-1 (IT1FS) model step response was analyzed and compared with the other PID and Fuzzy models that only least-square-estimation and the backpropagation algorithms are used for tuning membership functions and generation of type-1 fis (fuzzy inference system) file, but at current work Fuzzy C Means (FCM) method that shows better results has been used. The pacemaker controller determines the pacing rate and adjusts the heart rate of the patient with respect to the reference input signal. The rise-time, overshoot and settling-time have been improved significantly.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于区间2型自适应神经模糊推理系统的人工心脏起搏器设计与稳定性分析
本文介绍了一种基于区间2型模糊系统(IT2FS)的自适应神经模糊推理系统(ANFIS)起搏器控制器的MATLAB设计和仿真。在设计了1型模糊逻辑模型后,验证了所设计系统在时域(单位阶跃响应)上的稳定性。在以前的工作中,对1型(IT1FS)模型的阶跃响应进行了分析,并与其他PID和模糊模型进行了比较,其中仅使用最小二乘估计和反向传播算法来调整隶属度函数和生成1型fis(模糊推理系统)文件,但在当前的工作中使用了显示出更好结果的模糊C均值(FCM)方法。起搏器控制器确定起搏速率并相对于参考输入信号调节患者的心率。上升时间、超调量和稳定时间都得到了显著改善。
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 去求助
来源期刊
CiteScore
1.20
自引率
0.00%
发文量
46
期刊介绍: MEDICAL IMPLANTS are being used in every organ of the human body. Ideally, medical implants must have biomechanical properties comparable to those of autogenous tissues without any adverse effects. In each anatomic site, studies of the long-term effects of medical implants must be undertaken to determine accurately the safety and performance of the implants. Today, implant surgery has become an interdisciplinary undertaking involving a number of skilled and gifted specialists. For example, successful cochlear implants will involve audiologists, audiological physicians, speech and language therapists, otolaryngologists, nurses, neuro-otologists, teachers of the deaf, hearing therapists, cochlear implant manufacturers, and others involved with hearing-impaired and deaf individuals.
期刊最新文献
All-Polyethylene Tibias Equal to Metal-Backed Tibias in Primary Total Knee Arthroplasty: A Systematic Review and Meta-Analysis. Clinical Experience of Dissolvable Calcium Sulfate (Stimulan) Carrier for Antibiotic Delivery in Orthopedic Surgery: A Study of 143 Patients. Do Cementless, Collared Stems Prevent Aseptic Loosening, Subsidence, and Periprosthetic Fracture in Total Hip Arthroplasty? Efficacy of a Surgical versus a Nonsurgical Approach in the Treatment of Peri-Implant Diseases: A Systematic Review and Meta-Analysis. Evaluation of Edentulous Maxillary and Mandibular Full Arch Implant Supported Rehabilitation Using the All-on-Four Treatment Concept: An 8-Year Follow-Up Retrospective Study.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1