Method and apparatus for machine error detection by combining multiple sensor inputs
View Patent ↗One of the most significant safety concerns in the automation of extracorporeal blood treatments such as dialysis is the risk of blood leakage. Extracorporeal blood treatment systems draw blood at such a high rate that a loss of integrity in the blood circuit can be serious. There are a number of mechanisms for detecting and preventing leaks, but none is perfect. This tends to limit the use of such equipment in unsupervised settings, such as the home will be limited. Some leak detection schemes can be made sensitive enough to detect the barest of leaks, but when this is done, they result in too many false positives. The invention combines information from multiple inputs to enhance sensitivity in leak detection and reduce the problem of false positives.
1. A leak detection device for detecting a leak in an extracorporeal blood treatment machine, comprising:
a first detector outputting a first detection signal;
a second detector outputting a second detection signal;
a signal combiner connected to said first detector and said second detector to form a combination signal responsive to both said first and second detection signals to generate an alarm output for transmission to an alarm device;
said first detector being adapted to detect a first condition that is correlated with a probability of a leak in a blood circuit;
said second detector being adapted to detect a second condition that is correlated with a probability of a leak in said blood circuit,
wherein said first detector includes an image classifier connected to a camera oriented to image a patient, and
wherein said second detector includes at least one of a detector of air in said blood circuit, a detector of fluid outside said blood circuit, a detector of pressure in said blood circuit, an image classifier connected to a camera oriented to image a patient, or a device to measure a patient heart rate, blood oxygen level or the tissue bioimpedance of the patient.
2. A device as in claim 1 , wherein said signal combiner includes a network classifier.