CN-122004765-A - Alarm processing method, alarm processing device, alarm processing computer device, alarm processing program and alarm processing program

CN122004765ACN 122004765 ACN122004765 ACN 122004765ACN-122004765-A

Abstract

The application relates to the technical field of medical information and artificial intelligence, and provides an alarm processing method, an alarm processing device, a computer device, a readable storage medium and a program product of intensive care medical equipment. The method comprises the steps of obtaining target intensive care medical equipment based on intensive care medical equipment associated with alarm events occurring in intensive care scenes of target objects, obtaining input data according to equipment types of the target intensive care medical equipment, alarm types sent out by the target intensive care medical equipment and physiological parameter data of the target objects collected by the target intensive care medical equipment, inputting the input data into a pre-built alarm analysis model, and obtaining priority of the alarm events and corresponding processing suggestions according to output results of the alarm analysis model so as to execute corresponding alarm processing actions. By adopting the method, invalid alarm events can be filtered, and the working efficiency of the intensive care unit and the safety level of the target object can be improved.

Inventors

ZHANG HUIJIN
XU YONGHAO
XI YIN
XU MENGMENG

Assignees

广州医科大学附属第一医院（广州呼吸中心）

Dates

Publication Date: 20260512
Application Date: 20260203

Claims (10)

1. A method of alarm processing for an intensive care medical device, the method comprising: obtaining a target intensive care medical device based on the intensive care medical device associated with the alarm event occurring in the intensive care scene for the target object; obtaining input data according to the equipment type of the target intensive care medical equipment, the alarm type sent by the target intensive care medical equipment and the physiological parameter data of the target object acquired by the target intensive care medical equipment; Inputting the input data into a pre-constructed alarm analysis model; and obtaining the priority of the alarm event and corresponding processing advice according to the output result of the alarm analysis model so as to execute corresponding alarm processing action.
2. The method of claim 1, wherein the deriving the target intensive care medical device based on the intensive care medical device associated with the alarm event occurring in the intensive care scenario for the target subject comprises: acquiring alarm information associated with an alarm event occurring in an intensive care scene for a target object; And determining the intensive care medical equipment associated with the alarm event as target intensive care medical equipment according to the unique identifier of the intensive care medical equipment giving the alarm in the alarm information.
3. The method of claim 1, wherein obtaining a pre-constructed alarm analysis model comprises: When each round of training is performed, one piece of history input data is input into the alarm analysis model to be trained of the round, so that the alarm analysis model to be trained of the round outputs a priority round prediction value and a processing suggestion round prediction result of the history input data; Comparing the priority level primary prediction value and the processing suggestion primary prediction result of the historical input data with a priority level label and an actual response processing measure associated with the historical input data to obtain a primary loss value; If the loss value of the current round does not meet the preset condition, adjusting parameters of the alarm analysis model to be trained of the current round according to the loss value of the current round to obtain an alarm analysis model to be trained of the next round and entering the next round of training; and if the loss value of the current round meets the preset condition, obtaining a pre-built alarm analysis model according to the alarm analysis model to be trained of the current round.
4. The method of claim 1, wherein performing a respective alarm processing action based on the priority of the alarm event and a respective processing recommendation comprises: When the priority of the alarm event is invalid, inhibiting or silencing the alarm event; When the priority of the alarm event is critical, important or general, determining that the priority of the alarm event is valid, and pushing the input data of the alarm event and corresponding processing advice to a treatment end.
5. The method of claim 4, wherein the treatment end comprises at least one of a desktop computer, a mobile care vehicle, a personal digital assistant, a tablet computer, and a smart bracelet.
6. The method of claim 1, wherein the intensive care medical device comprises at least one of a ventilator, an electrocardiograph monitor, an infusion pump, an aortic balloon counterpulsator, a pulse indication continuous cardiac output monitor, a hemodialysis machine, and an extracorporeal membrane oxygenator.
7. An alarm processing device for intensive care medical equipment, the device comprising: The target intensive care medical equipment determining module is used for obtaining the target intensive care medical equipment based on the intensive care medical equipment associated with the alarm event in the intensive care scene of the target object; The input data acquisition module is used for acquiring input data according to the equipment type of the target intensive care medical equipment, the alarm type sent by the target intensive care medical equipment and the physiological parameter data of the target object acquired by the target intensive care medical equipment; the input data input module is used for inputting the input data into a pre-constructed alarm analysis model; And the priority and processing suggestion acquisition module is used for acquiring the priority of the alarm event and the corresponding processing suggestion according to the output result of the alarm analysis model so as to execute the corresponding alarm processing action.
8. A computer device comprising a memory and a processor, the memory storing a computer program, characterized in that the processor implements the steps of the method of any of claims 1 to 6 when the computer program is executed.
9. A computer readable storage medium, on which a computer program is stored, characterized in that the computer program, when being executed by a processor, implements the steps of the method of any of claims 1 to 6.
10. A computer program product comprising a computer program, characterized in that the computer program, when being executed by a processor, implements the steps of the method of any of claims 1 to 6.

Description

Alarm processing method, alarm processing device, alarm processing computer device, alarm processing program and alarm processing program Technical Field The present application relates to the field of medical information and artificial intelligence technology, and in particular, to an alarm processing method, an alarm processing device, a computer readable storage medium and a computer program product for an intensive care medical device. Background An intensive care Unit (INTENSIVE CARE Unit, ICU) is a core Unit for centralized treatment of critically ill patients (which may be referred to as target subjects) within which a variety of intensive care medical devices are deployed. In order to ensure the safety of the target object, each intensive care medical device is internally provided with an audible and visual alarm module which accords with related technical standards. However, when a plurality of intensive care medical devices are simultaneously operated in a limited space of an intensive care unit, a large number of alarm signals, which are high frequency and independent of each other, are generated. In the traditional alarm processing method of the intensive care medical equipment, an alarm system of each intensive care medical equipment is isolated and static, lacks cooperative and intelligent analysis capability, and has a large number of invalid alarm signals which are not necessary or urgent for clinical intervention. The serious alarm fatigue phenomenon is caused, namely the sensitivity is reduced and the response is delayed due to the long-term exposure of alarm treatment personnel to excessive invalid alarm signals, so that the working efficiency of an intensive care unit and the safety level of a target object are affected. Disclosure of Invention In view of the foregoing, it is desirable to provide an alarm processing method, apparatus, computer device, computer-readable storage medium, and computer program product for an intensive care medical device. In a first aspect, the present application provides an alarm processing method of an intensive care medical device, including: obtaining a target intensive care medical device based on the intensive care medical device associated with the alarm event occurring in the intensive care scene for the target object; obtaining input data according to the equipment type of the target intensive care medical equipment, the alarm type sent by the target intensive care medical equipment and the physiological parameter data of the target object acquired by the target intensive care medical equipment; Inputting the input data into a pre-constructed alarm analysis model; and obtaining the priority of the alarm event and corresponding processing advice according to the output result of the alarm analysis model so as to execute corresponding alarm processing action. In one embodiment, the obtaining the target intensive care medical device based on the intensive care medical device associated with the alarm event occurring in the intensive care scene for the target object includes: acquiring alarm information associated with an alarm event occurring in an intensive care scene for a target object; And determining the intensive care medical equipment associated with the alarm event as target intensive care medical equipment according to the unique identifier of the intensive care medical equipment giving the alarm in the alarm information. In one embodiment, obtaining a pre-constructed alarm analysis model includes: When each round of training is performed, one piece of history input data is input into the alarm analysis model to be trained of the round, so that the alarm analysis model to be trained of the round outputs a priority round prediction value and a processing suggestion round prediction result of the history input data; Comparing the priority level primary prediction value and the processing suggestion primary prediction result of the historical input data with a priority level label and an actual response processing measure associated with the historical input data to obtain a primary loss value; If the loss value of the current round does not meet the preset condition, adjusting parameters of the alarm analysis model to be trained of the current round according to the loss value of the current round to obtain an alarm analysis model to be trained of the next round and entering the next round of training; and if the loss value of the current round meets the preset condition, obtaining a pre-built alarm analysis model according to the alarm analysis model to be trained of the current round. In one embodiment, executing the corresponding alarm processing action according to the priority of the alarm event and the corresponding processing advice comprises: When the priority of the alarm event is invalid, inhibiting or silencing the alarm event; When the priority of the alarm event is critical, important or general, determining that the priority of the