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首页> 外文期刊>International Journal of Basic and Applied Biology: IJBAB >A Mind Controlled Mouse for Elderly People with Multiple Disabilities using Discrete Wavelet Transforms and Independent Component Analysis
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A Mind Controlled Mouse for Elderly People with Multiple Disabilities using Discrete Wavelet Transforms and Independent Component Analysis

机译:离散小波变换和独立分量分析的多残障老人心智控制鼠标

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According to a statistical survey made by World HealthOrganization (WHO) India suffers from highest number of roadaccidents and out of which more than ten percent of them are proneto head injuries. This scenario leads to patient’s death or make thevictim to become comatose. Also, many different disorders candisrupt the neuromuscular channels through which the braincommunicates with and controls its external environment. Brainstemstroke or spinal cord injury, cerebral palsy, muscular dystrophies,multiple sclerosis and numerous other diseases impair the neuralpathways leading to communication and control which make thevictims intellectually or physically disabled. Most often, thecommunication for paralyzed people is established by using a BrainControl Interface (BCI). Most of the existing systems hadexperimented Brain Computer Interface either with animals orhealthy human beings. But, this paper focuses on movements of themouse cursor controlled by a person with multiple disabilities. Themouse cursor movement would further be used by the disabled personto have a communication with his caretaker by means of the softwaredeveloped by us. The proposed system uses discrete wavelettransforms for de-noising the muscular and cardiac signals. Anindependent component analysis is performed in order to extract thebeta rhythms from the EEG signal. The mouse control is achieved byinterfacing the mouse with a microcontroller which receives theoperating voltages from the Data Acquisition System (DAS) whichacquires and conditions the EEG signals coming from the user brain.The proposed system is tested on several young and elderly personsand is found to be working with more than 95% accuracy.
机译:根据世界卫生组织(WHO)进行的一项统计调查,印度的道路交通事故发生率最高,其中有百分之十以上是Proneto头部受伤。这种情况会导致患者死亡或使受害者昏迷。同样,许多不同的疾病都可能破坏神经肌肉通道,使大脑与外部神经沟通并控制外部通道。脑干或脊髓损伤,脑瘫,肌营养不良,多发性硬化症和许多其他疾病损害了导致沟通和控制的神经通路,使受害者的智力或身体残疾。最常见的是,通过使用BrainControl Interface(BCI)建立针对瘫痪者的通信。现有的大多数系统都已经对动物或健康人类的大脑计算机接口进行了实验。但是,本文重点关注由多个残障人士控制的鼠标光标的移动。残疾人将进一步使用鼠标光标移动,通过我们开发的软件与看护人进行通信。提出的系统使用离散小波变换对肌肉和心脏信号进行去噪。进行独立成分分析以便从EEG信号中提取β节律。通过将鼠标与微控制器接口来实现鼠标控制,该微控制器从数据采集系统(DAS)接收工作电压,该数据采集系统采集并调节来自用户大脑的EEG信号。该系统在多个年轻人和老年人身上进行了测试,发现以95%以上的精度工作。

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