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Motor imaginary-based brain-machine interface design using programmable logic controllers for the disabled

机译:使用针对残疾人的可编程逻辑控制器的基于电机虚构的脑机接口设计

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Aiming at the implementation of brain -machine interfaces (BMI) for the aid of disabled people, this paper presents a system design for real-time communication between the BMI and programmable logic controllers (PLCs) to control an electrical actuator that could be used in devices to help the disabled. Motor imaginary signals extracted from the brain's motor cortex using an electroencephalogram (EEG) were used as a control signal. The EEG signals were pre-processed by means of adaptive recursive band-pass filtrations (ARBF) and classified using simplified fuzzy adaptive resonance theory mapping (ARTMAP) in which the classified signals are then translated into control signals used for machine control via the PLC. A real-time test system was designed using MATLAB for signal processing, KEP-Ware V4 OLE for process control (OPC), a wireless local area network router, an Omron Sysmac CPM1 PLC and a 5 V/0.3 A motor. This paper explains the signal processing techniques, the PLCs hardware configuration, OPC configuration and real-time data exchange between MATLAB and PLC using the MATLAB OPC toolbox. The test results indicate that the function of exchanging real-time data can be attained between the BMI and PLC through OPC server and proves that it is an effective and feasible method to be applied to devices such as wheelchairs or electronic equipment.
机译:针对残疾人的脑机接口(BMI)的实现,本文提出了一种用于BMI与可编程逻辑控制器(PLC)之间实时通信的系统设计,以控制可用于电动执行器的电子执行器。帮助残疾人的设备。使用脑电图(EEG)从大脑运动皮层提取的运动虚信号用作控制信号。 EEG信号通过自适应递归带通滤波(ARBF)进行预处理,并使用简化的模糊自适应共振理论映射(ARTMAP)进行分类,其中分类后的信号随后通过PLC转换为用于机器控制的控制信号。使用MATLAB进行信号处理,使用KEP-Ware V4 OLE进行过程控制(OPC),无线局域网路由器,Omron Sysmac CPM1 PLC和5 V / 0.3 A电机设计了实时测试系统。本文介绍了使用MATLAB OPC工具箱的信号处理技术,PLC硬件配置,OPC配置以及MATLAB与PLC之间的实时数据交换。测试结果表明,可以通过OPC服务器在BMI和PLC之间实现实时数据交换功能,证明了该方法是一种适用于轮椅或电子设备的有效可行的方法。

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