Venous Chamber Pressure Control and Air Bubbles Detection in Hemodialysis Delivery System Based on Fuzzy Logic

M. Fatoni, Firdausi Nuzula Alghozali, Rachmad Setiawan
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Abstract

Air bubbles can enter the exctracorporeal hemodialysis circuit because of air trapped inside the tubing or because of a faulty pump connection. If a considerably dangerous amount of air bubble were to enter the veins, the patient will most likely to experience venous air embolism (VAE). To avoid the possibility of VAE, an air bubble detection along with an automatic clamping system is needed right before the blood is returned to the patients vein. A sudden change of venous chamber pressure during hemodalysis may cause hemolysis. This change of pressure can be caused by a kink in the venous chamber tubing, clotting in the patient's venous access, or a change in blood pump speed. A pressure sensor is required to monitor the pressure inside the hemodialysis venous chamber before the blood enters the vein. This study propose a device to monitor venous chamber pressure and detect air bubbles in the hemodialysis delivery system based on fuzzy logic. The pressure error and derivative error to the ideal pressure measured by the sensor will be the input of a DC motor speed control system to drive the peristaltic pump based on fuzzy logic controller (FLC). Output value of the designed FLC is Pulse Width Modulation (PWM) signal using a pressure sensor as the feedback. Air bubble detection is done by utilizing an air bubble sensor. Based on the DC motor test, saturation of rotation speed (RPM) occurs when given duty cycle of 84,3% and above. This was used as a consideration during the development of the fuzzy logic parameters, which results in the duty cycle given is between 65%-70%. The system needs 72,42 seconds to return to the set point when given disruption in the form of sudden increased pressure. It also needs 28,755 seconds to return to the set point when given disruption in the form of sudden pressure loss. Air bubble detection using the air bubble sensor has a result of 100% detection rate
基于模糊逻辑的血液透析输送系统静脉腔压力控制与气泡检测
由于空气被困在管道内或由于泵连接故障,气泡可以进入体外血液透析回路。如果相当危险的气泡进入静脉,患者将最有可能经历静脉空气栓塞(VAE)。为了避免发生VAE,需要在血液回流到患者静脉之前进行气泡检测和自动夹紧系统。血液溶解过程中静脉腔压力的突然变化可引起溶血。这种压力的变化可能是由静脉腔管的扭结、患者静脉通道的凝血或血泵速度的变化引起的。在血液进入静脉之前,需要一个压力传感器来监测血液透析静脉腔内的压力。本研究提出一种基于模糊逻辑的血液透析输送系统静脉腔压力监测及气泡检测装置。将传感器测得的压力误差及其对理想压力的导数误差作为直流电机调速系统的输入,驱动基于模糊控制器的蠕动泵。所设计的FLC的输出值是采用压力传感器作为反馈的脉宽调制(PWM)信号。气泡检测是利用气泡传感器完成的。根据直流电机测试,当给定占空比为83.3%及以上时,转速(RPM)会发生饱和。在模糊逻辑参数的开发过程中考虑了这一点,结果给出的占空比在65%-70%之间。当压力突然增加时,系统需要72,42秒才能恢复到设定点。在突然压力损失的情况下,它还需要28,755秒才能恢复到设定点。采用气泡传感器进行气泡检测,检测率达到100%
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