An optimal interval type-2 fuzzy logic control based closed-loop drug administration to regulate the mean arterial blood pressure

控制理论(社会学) PID控制器 平均动脉压 模糊逻辑 稳健性(进化) 控制器(灌溉) 计算机科学 血压 数学 麻醉 医学 控制工程 温度控制 工程类 人工智能 心率 控制(管理) 生物 化学 放射科 基因 生物化学 农学
作者
Richa Sharma,K. K. Deepak,Prerna Gaur,Deepak Joshi
出处
期刊:Computer Methods and Programs in Biomedicine [Elsevier]
卷期号:185: 105167-105167 被引量:34
标识
DOI:10.1016/j.cmpb.2019.105167
摘要

The main aim of this work is to present an optimal and robust controller design in order to improve the drug infusion to the automatic control of mean arterial blood pressure in conditions like critically-ill or post-operative or anaesthesia administration. The physiological systems also have uncertainty issues such as parameter variations with time or external disturbances and noise. Therefore, a controlled drug administration is necessary to regulate the mean arterial blood pressure of a person during surgery/observation. Over the years, the proportional-integral-derivative (PID) controller is the most commonly used controller in industries due to its easy structure and simplicity. However, this controller does not meet the desired performance with the complex and uncertain plants. Therefore, a robust controller is required to regulate the physiological variables that are uncertain in nature and can affect the human life.In this work, a hybrid control scheme consisting of an interval type-2-fuzzy logic controller which acts as pre-compensator to the traditional PID controller is presented, to regulate the mean arterial blood pressure of a patient by administering the drug sodium nitroprusside in a controlled manner. An effective and well-established nature-inspired optimization technique namely cuckoo search algorithm is employed for obtaining the optimal parameters for the presented scheme.Simulation results are presented to show the effectiveness and robustness of proposed interval type-2-fuzzy logic controller based PID controller scheme, for maintaining the mean arterial pressure to 100 mmHg within considerable limit through SNP infusion. The results are further compared with other two controllers namely type-1 fuzzy logic based PID and traditional PID controllers for the parameter variations and external noise.In this study, the proposed interval type-2-fuzzy logic controller pre-compensator based PID controller provides an effective control than traditional type-1 fuzzy logic based control scheme and PID controller in terms of overshoot, settling-time and error which are the prime performance objectives of the closed-loop controlled drug delivery of human blood pressure. The presented study provides a firm base for initial design considerations for development of a low-cost closed-loop drug delivery system for blood pressure regulation.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
王妍完成签到 ,获得积分10
1秒前
清新的音响完成签到 ,获得积分10
1秒前
荔枝完成签到 ,获得积分10
3秒前
小羊同学完成签到,获得积分10
3秒前
坐忘完成签到 ,获得积分10
4秒前
chenkj完成签到,获得积分10
5秒前
ikun完成签到,获得积分10
5秒前
6秒前
xaopng完成签到,获得积分10
6秒前
savior完成签到 ,获得积分10
10秒前
抽屉里的砖头完成签到,获得积分10
10秒前
无味完成签到,获得积分10
12秒前
儒雅涵易完成签到 ,获得积分10
13秒前
339564965完成签到,获得积分10
13秒前
concise完成签到 ,获得积分10
14秒前
小王完成签到,获得积分10
14秒前
超帅柚子完成签到 ,获得积分10
14秒前
ccc完成签到,获得积分10
16秒前
只想顺利毕业的科研狗完成签到,获得积分10
17秒前
游侠客完成签到,获得积分10
17秒前
xueshidaheng完成签到,获得积分10
18秒前
玩命的无春完成签到 ,获得积分10
19秒前
高大绝义完成签到,获得积分10
19秒前
19秒前
老实汉堡完成签到 ,获得积分10
20秒前
风信子完成签到,获得积分10
20秒前
甜甜醉波完成签到,获得积分10
20秒前
Helios完成签到,获得积分10
21秒前
魔幻千秋完成签到,获得积分0
22秒前
杨杨完成签到 ,获得积分10
22秒前
ESC惠子子子子子完成签到 ,获得积分10
23秒前
风中的老九完成签到,获得积分10
24秒前
nanostu完成签到,获得积分10
24秒前
Brief完成签到,获得积分10
24秒前
鹏举瞰冷雨完成签到,获得积分10
25秒前
25秒前
25秒前
25秒前
葛辉辉完成签到 ,获得积分10
26秒前
健壮问兰完成签到 ,获得积分10
27秒前
高分求助中
Evolution 10000
Distribution Dependent Stochastic Differential Equations 500
A new species of Coccus (Homoptera: Coccoidea) from Malawi 500
A new species of Velataspis (Hemiptera Coccoidea Diaspididae) from tea in Assam 500
PraxisRatgeber: Mantiden: Faszinierende Lauerjäger 500
Die Gottesanbeterin: Mantis religiosa: 656 400
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 400
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3158663
求助须知:如何正确求助?哪些是违规求助? 2809835
关于积分的说明 7883830
捐赠科研通 2468539
什么是DOI,文献DOI怎么找? 1314355
科研通“疑难数据库(出版商)”最低求助积分说明 630601
版权声明 601995