CN204260739U - Electrocardiographic quality of data real-time control system - Google Patents
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Abstract
本实用新型涉及一种心电图的数据质量实时控制系统,包括ECG信号采集模块、第一ECG数据通信模块、ECG数据质量控制模块、ECG数据管理模块、第二ECG数据通信模块和ECG数据处理模块。本实用新型提出的心电图数据质量实时控制系统准确、简单、高效、快速,在与其监测系统配合使用下,能够同时实现心电信号采集功能和心电图数据质量控制功能,确保所监测到的心电信号都是质量达标的有效信号,提高整个监测系统的准确性、有效性和实用性。
The utility model relates to an electrocardiogram data quality real-time control system, comprising an ECG signal acquisition module, a first ECG data communication module, an ECG data quality control module, an ECG data management module, a second ECG data communication module and an ECG data processing module. The real-time control system of electrocardiogram data quality proposed by the utility model is accurate, simple, efficient and fast. When used in conjunction with its monitoring system, it can simultaneously realize the function of collecting electrocardiogram signals and controlling the quality of electrocardiogram data, ensuring that the monitored electrocardiogram signals All are effective signals of quality compliance, improving the accuracy, effectiveness and practicability of the entire monitoring system.
Description
技术领域 technical field
本实用新型涉及信息质量控制领域,具体来说是一种心电图(ECG)数据质量的实时控制系统。 The utility model relates to the field of information quality control, specifically a real-time control system for electrocardiogram (ECG) data quality.
背景技术 Background technique
心电图(Electrocardiogram,ECG)测量随时间变化的心肌电信号,是判断人体健康状况和心血管等疾病的重要依据。随着信息与通信技术的发展,便携式心电图监测设备因具有使用简单、携带方便和价格低廉等特点,已经广泛地应用于人们的日常和远程健康监测领域。 Electrocardiogram (ECG) measures myocardial electrical signals that change over time, which is an important basis for judging human health status and cardiovascular and other diseases. With the development of information and communication technology, portable ECG monitoring equipment has been widely used in people's daily and remote health monitoring due to its characteristics of simple use, portability and low price.
市场上主流的便携式心电图监测系统的组成部分包括ECG数据采集、ECG数据传输、ECG数据处理三个模块。其中,数据采集模块通过导联电极与人体直接接触采集ECG信号,数据传输模块借助蓝牙等技术将采集到的ECG信号传递给智能手机等移动设备,而数据处理模块则对接收到的ECG数据进行处理、分析和诊断。 The mainstream portable ECG monitoring system on the market consists of three modules: ECG data acquisition, ECG data transmission, and ECG data processing. Among them, the data acquisition module collects ECG signals through the direct contact of the lead electrodes with the human body, the data transmission module transmits the collected ECG signals to mobile devices such as smartphones by means of technologies such as Bluetooth, and the data processing module processes the received ECG data. processing, analysis and diagnosis.
现有的便携式心电图监测系统大多用于个人或者家庭成员的日常健康跟踪和预警,在实际使用过程中经常采集到大量的无效ECG数据,其主要原因如下: Most of the existing portable ECG monitoring systems are used for daily health tracking and early warning of individuals or family members. In actual use, a large amount of invalid ECG data is often collected. The main reasons are as follows:
1)使用者缺乏相关的专业知识和设备使用技能,设备使用方法不规范甚至不正确; 1) The user lacks relevant professional knowledge and equipment use skills, and the equipment use method is not standardized or even correct;
2)在使用过程中,由于使用者处于移动状态而导致设备工作状况异常(如导联电极与人体接触脱落等),而使用者没有及时察觉; 2) During the use process, due to the user’s moving state, the device’s working condition is abnormal (such as the lead electrode falling off the human body, etc.), but the user does not notice it in time;
3)周围环境导致采集到的ECG信号含有较大比例的干扰噪声。 3) The surrounding environment causes the collected ECG signal to contain a large proportion of interference noise.
ECG信号无效又称为ECG信号的数据质量不达标,即无法根据这些ECG信号对使用者的心脏健康状况做出准确和科学的分析和诊断。大量的低质量数据不仅降低整个监测系统的准确性、有效性和实用性,而且对设备资源和使用者的时间和精力都造成了较大的浪费。 Invalid ECG signals are also known as the data quality of ECG signals is not up to standard, that is, it is impossible to make accurate and scientific analysis and diagnosis of the user's heart health based on these ECG signals. A large amount of low-quality data not only reduces the accuracy, effectiveness and practicability of the entire monitoring system, but also causes a large waste of equipment resources and users' time and energy.
实用新型内容 Utility model content
本实用新型的主要目的在于,针对上述现有技术中的不足,提供一种心电图的数据质量实时控制系统。 The main purpose of the present utility model is to provide a real-time control system for electrocardiogram data quality in view of the deficiencies in the above-mentioned prior art.
本实用新型解决现有技术问题所采用的技术方案是:一种心电图的数据质量实时控制系统,包括ECG信号采集模块、第一ECG数据通信模块、ECG数据质量控制模块、ECG数据管理模块、第二ECG数据通信模块和ECG数据处理模块; The technical solution adopted by the utility model to solve the existing technical problems is: a real-time control system for data quality of an electrocardiogram, including an ECG signal acquisition module, a first ECG data communication module, an ECG data quality control module, an ECG data management module, and a second ECG data management module. 2. ECG data communication module and ECG data processing module;
其中,所述ECG信号采集模块用于从采集对象上采集ECG信号,第一ECG数据通信模块用于将采集的ECG信号发送至所述ECG数据质量控制模块,所述ECG数据质量控制模块检测判断是否存在没有ECG信号、ECG信号是否缺失严重、ECG信号是否全部或者部分为水平线、ECG信号是否有较大的波动幅度、ECG信号是否有严重的噪声干扰、ECG信号是否不是人类ECG信号的现象,若存在上述任意一项异常现象,则判断ECG信号质量不达标,若ECG信号的所有检测项均正常,则判断EGC信号质量达标; Wherein, the ECG signal acquisition module is used to collect ECG signals from the collection object, the first ECG data communication module is used to send the collected ECG signals to the ECG data quality control module, and the ECG data quality control module detects and judges Whether there is no ECG signal, whether the ECG signal is seriously missing, whether all or part of the ECG signal is a horizontal line, whether the ECG signal has a large fluctuation range, whether the ECG signal has serious noise interference, whether the ECG signal is not a human ECG signal, If any of the above abnormal phenomena exists, it is judged that the quality of the ECG signal is not up to standard, and if all the detection items of the ECG signal are normal, it is judged that the quality of the EGC signal is up to standard;
所述ECG数据管理模块存储及管理所述ECG信号,所述第二ECG数据通信模块用于将ECG信号及所述ECG数据质量控制模块检测判断的结果发送至所述ECG数据处理模块,所述ECG数据处理模块用于对所述ECG信号所述结果进行分析处理,得到出现上述异常的可能原因。 The ECG data management module stores and manages the ECG signal, the second ECG data communication module is used to send the ECG signal and the result of detection and judgment of the ECG data quality control module to the ECG data processing module, the The ECG data processing module is used to analyze and process the result of the ECG signal to obtain the possible cause of the above abnormality.
优选地,所述ECG信号采集模块包括依次连接的传感器电极、前置放大电路、陷波器、二级放大电路、抗混叠滤波电路、A/D 转换电路及微控制器,所述传感器电极用于采集ECG模拟信号,所述前置放大电路用于对ECG模拟信号进行前级放大,所述陷波器用于滤除所述ECG模拟信号中有害信号,所述二级放大电路用于对ECG模拟信号进行二次放大,所述抗混叠滤波电路用于对所述ECG模拟信号进行抗混滤波处理,所述A/D 转换电路用于将所述ECG模拟信号转换成ECG数字信号,所述微控制器用于控制第一ECG数据通信模块向所述ECG数据质量控制模块发送ECG数字信号。 Preferably, the ECG signal acquisition module includes sequentially connected sensor electrodes, a preamplifier circuit, a wave notch filter, a secondary amplifier circuit, an anti-aliasing filter circuit, an A/D conversion circuit, and a microcontroller, and the sensor electrodes For collecting ECG analog signals, the preamplifier circuit is used for preamplifying the ECG analog signals, the notch filter is used for filtering harmful signals in the ECG analog signals, and the secondary amplifier circuit is used for The ECG analog signal is amplified twice, the anti-aliasing filter circuit is used to perform anti-aliasing filter processing on the ECG analog signal, and the A/D conversion circuit is used to convert the ECG analog signal into an ECG digital signal, The microcontroller is used to control the first ECG data communication module to send ECG digital signals to the ECG data quality control module.
优选地,所述第一ECG数据通信模块为蓝牙模块,所述第二ECG数据通信模块为WIFI模块、GSM模块、3G模块及4G模块中的任意一种。 Preferably, the first ECG data communication module is a Bluetooth module, and the second ECG data communication module is any one of a WIFI module, a GSM module, a 3G module and a 4G module.
本实用新型的有益效果是:实用新型提出的心电图数据质量实时控制系统准确、简单、高效、快速,在与其监测系统配合使用下, 能够同时实现心电信号采集功能和心电图数据质量控制功能, 确保所监测到的心电信号都是质量达标的有效信号,提高整个监测系统的准确性、有效性和实用性。 The beneficial effects of the utility model are: the real-time control system of electrocardiogram data quality proposed by the utility model is accurate, simple, efficient and fast, and when used in conjunction with its monitoring system, it can simultaneously realize the function of collecting electrocardiographic signals and the quality control function of electrocardiogram data, ensuring The monitored electrocardiographic signals are all effective signals of up to standard quality, which improves the accuracy, effectiveness and practicability of the entire monitoring system.
附图说明 Description of drawings
图1是本实用新型实施例控制系统的原理方框图; Fig. 1 is the principle block diagram of the utility model embodiment control system;
图2是本实用新型实施例控制系统的工作流程图; Fig. 2 is the work flowchart of the utility model embodiment control system;
图3是本实用新型实施例控制系统的中检测项的检测流程图; Fig. 3 is the detection flowchart of the detection item in the control system of the embodiment of the utility model;
本实用新型目的的实现、功能特点及优点将结合实施例,参照附图做进一步说明。 The realization of the purpose of the utility model, functional characteristics and advantages will be further described in conjunction with the embodiments and with reference to the accompanying drawings.
具体实施方式 Detailed ways
以下将结合附图及具体实施例详细说明本实用新型的技术方案,以便更清楚、直观地理解本实用新型的实质。 The technical solution of the utility model will be described in detail below in conjunction with the accompanying drawings and specific embodiments, so as to understand the essence of the utility model more clearly and intuitively.
参照图1所示,本实用新型实施例提供了一种心电图的数据质量实时控制系统,包括ECG信号采集模块、第一ECG数据通信模块、ECG数据质量控制模块、ECG数据管理模块、第二ECG数据通信模块和ECG数据处理模块; With reference to shown in Fig. 1, the utility model embodiment provides a kind of data quality real-time control system of electrocardiogram, comprises ECG signal acquisition module, the first ECG data communication module, ECG data quality control module, ECG data management module, the second ECG Data communication module and ECG data processing module;
其中,ECG信号采集模块处于系统最前端,用于从采集对象上采集ECG信号。第一ECG数据通信模块负责ECG信号采集模块和ECG数据质量控制模块之间的数据通信,一般的,由位于采集模块里的蓝牙模块和位于智能手机里的蓝牙模块共同组成,用于将采集的ECG信号发送至所述ECG数据质量控制模块。所述ECG数据质量控制模块一般可以位于智能手机中,配备有ECG数据质量实时控制方法,用于检测判断是否存在没有ECG信号、ECG信号是否缺失严重、ECG信号是否全部或者部分为水平线、ECG信号是否有较大的波动幅度、ECG信号是否有严重的噪声干扰、ECG信号是否不是人类ECG信号的现象,若存在上述任意一项异常现象,则判断ECG信号质量不达标,若ECG信号的所有检测项均正常,则判断EGC信号质量达标。 Among them, the ECG signal acquisition module is at the forefront of the system and is used to collect ECG signals from the acquisition object. The first ECG data communication module is responsible for the data communication between the ECG signal acquisition module and the ECG data quality control module. Generally, it is composed of a bluetooth module located in the acquisition module and a bluetooth module located in the smart phone. The ECG signal is sent to the ECG data quality control module. The ECG data quality control module can generally be located in a smart phone, and is equipped with a real-time control method for ECG data quality, which is used to detect and judge whether there is no ECG signal, whether the ECG signal is seriously missing, whether all or part of the ECG signal is a horizontal line, whether the ECG signal Whether there is a large fluctuation range, whether there is serious noise interference in the ECG signal, whether the ECG signal is not a phenomenon of human ECG signal, if there is any of the above abnormal phenomena, it is judged that the quality of the ECG signal is not up to standard, if all the detection of the ECG signal If the items are all normal, it is judged that the EGC signal quality is up to standard.
ECG数据管理模块一般位于智能手机中,基于SQLite数据库管理系统,具有ECG数据存储、查询、上传和ECG数据格式转换等功能,主要用于存储及管理所述ECG信号。第二ECG数据通信模块负责ECG数据管理模块和ECG数据处理模块之间的数据通信,用于将ECG信号及所述ECG数据质量控制模块检测判断的结果发送至所述ECG数据处理模块。ECG数据处理模块一般位于远程终端(一般是高性能计算机或者工作站)内,具有先进、复杂的ECG处理、分析和诊断功能,主要用于对所述ECG信号所述结果进行分析处理,得到出现上述异常的可能原因等。 The ECG data management module is generally located in the smart phone, based on the SQLite database management system, has functions such as ECG data storage, query, upload and ECG data format conversion, and is mainly used for storing and managing the ECG signal. The second ECG data communication module is in charge of the data communication between the ECG data management module and the ECG data processing module, and is used to send the ECG signal and the detection and judgment result of the ECG data quality control module to the ECG data processing module. The ECG data processing module is generally located in a remote terminal (generally a high-performance computer or workstation), and has advanced and complex ECG processing, analysis and diagnosis functions, and is mainly used to analyze and process the results of the ECG signal to obtain the above-mentioned Possible causes of the exception, etc.
在本实用新型的一个具体实施例中,ECG信号采集模块包括依次连接的传感器电极、前置放大电路、陷波器、二级放大电路、抗混叠滤波电路、A/D 转换电路及微控制器,所述传感器电极用于采集ECG模拟信号,所述前置放大电路用于对ECG模拟信号进行前级放大,所述陷波器用于滤除所述ECG模拟信号中有害信号,所述二级放大电路用于对ECG模拟信号进行二次放大,所述抗混叠滤波电路用于对所述ECG模拟信号进行抗混滤波处理,所述A/D 转换电路用于将所述ECG模拟信号转换成ECG数字信号,所述微控制器用于控制第一ECG数据通信模块向所述ECG数据质量控制模块发送ECG数字信号。 In a specific embodiment of the present utility model, the ECG signal acquisition module includes sensor electrodes connected in sequence, a preamplifier circuit, a wave trap, a secondary amplifier circuit, an anti-aliasing filter circuit, an A/D conversion circuit and a micro-controller. The sensor electrodes are used to collect ECG analog signals, the preamplifier circuit is used to pre-amplify the ECG analog signals, the notch filter is used to filter harmful signals in the ECG analog signals, and the two The first-stage amplification circuit is used to amplify the ECG analog signal twice, the anti-aliasing filter circuit is used to perform anti-aliasing filter processing on the ECG analog signal, and the A/D conversion circuit is used to convert the ECG analog signal converted into ECG digital signals, and the microcontroller is used to control the first ECG data communication module to send the ECG digital signals to the ECG data quality control module.
可以理解的是,第一ECG数据通信模块为蓝牙模块,所述第二ECG数据通信模块为WIFI模块、GSM模块、3G模块及4G模块中的任意一种。 It can be understood that the first ECG data communication module is a Bluetooth module, and the second ECG data communication module is any one of a WIFI module, a GSM module, a 3G module and a 4G module.
参照图2所示,工作过程如下: Referring to Figure 2, the working process is as follows:
首先,ECG信号采集模块从采集对象上采集ECG信号,采集的ECG信号通过第一ECG数据通信模块发送至所述ECG数据质量控制模块。 First, the ECG signal collection module collects ECG signals from the collection object, and the collected ECG signals are sent to the ECG data quality control module through the first ECG data communication module.
然后,ECG数据质量控制模块依据ECG数据质量知识库中的检测项判断标准检测判断ECG信号的各个检测项是否异常进而判断ECG信号的质量是否达标,若ECG信号的某个检测项异常,则判断ECG信号质量不达标并进入步骤S3,若ECG信号的所有检测项均正常,则判断EGC信号质量达标。 Then, the ECG data quality control module detects and judges whether each detection item of the ECG signal is abnormal according to the detection item judgment standard in the ECG data quality knowledge base, and then judges whether the quality of the ECG signal is up to standard. If a certain detection item of the ECG signal is abnormal, then judge If the quality of the ECG signal is not up to standard, go to step S3. If all the detection items of the ECG signal are normal, it is judged that the quality of the EGC signal is up to standard.
最后,ECG数据处理模块控制停止采集ECG信号,提示异常的检测项、该检查项出现异常的可能原因,并提供相应的建议措施,同时声音报警。 Finally, the ECG data processing module controls to stop collecting ECG signals, prompts abnormal detection items, possible reasons for the abnormality of the inspection items, provides corresponding suggested measures, and sounds an alarm at the same time.
在本实用新型的一个具体实施例中,上述检测项可以包括检测项K1、检测项K2、检测项K3、检测项K4、检测项K5、检测项K6。 In a specific embodiment of the present invention, the above detection items may include detection item K1, detection item K2, detection item K3, detection item K4, detection item K5, and detection item K6.
具体的,检测项K1:是否存在没有ECG信号,对应该检测项判断标准为:在给定的时间范围内,如果单个导联检测不到ECG信号,则判断为该检测项K1异常;对应该检测项出现异常的可能原因为导联缺失。 Specifically, detection item K1: whether there is no ECG signal, the judgment standard for this detection item is: within a given time range, if no ECG signal is detected in a single lead, it is judged that the detection item K1 is abnormal; The possible reason for abnormal detection items is missing leads.
检测项K2:ECG信号是否有严重的缺失,对应该检测项判断标准为:在给定的时间范围内,如果单个导联的ECG信号缺失比例超过门限值,则判断为该检测项K2异常;对应该检测项出现异常的可能原因为导联线断开或导联电极脱落。 Detection item K2: Whether there is a serious loss of ECG signal, the judgment standard for this detection item is: within a given time range, if the proportion of ECG signal loss in a single lead exceeds the threshold value, it is judged that the detection item K2 is abnormal ; The possible reason for the abnormality of the detected item is that the lead wire is disconnected or the lead electrode falls off.
检测项K3:ECG信号是否全部或者部分为水平线,对应该检测项判断标准为:在一定的时间范围内,如果单个导联检测到的ECG信号为水平线(允许有些微噪声),则判断为该检测项K3异常;对应该检测项出现异常的可能原因为导联电极与使用者肢体接触不良。 Detection item K3: Whether all or part of the ECG signal is a horizontal line, and the judgment standard for this detection item is: within a certain time range, if the ECG signal detected by a single lead is a horizontal line (some slight noise is allowed), then it is judged as the The detection item K3 is abnormal; the possible reason for the abnormality of this detection item is that the lead electrodes are in poor contact with the user's limbs.
检测项K4:ECG信号是否有较大的波动幅度,对应该检测项判断标准为:在一定的时间范围内,如果单个导联检测到的ECG信号的波动幅度超过门限值,则判断为该检测项K4异常;对应该检测项出现异常的可能原因为导联电极脱落、导联线断开或严重的基线漂移。 Detection item K4: Whether the ECG signal has a large fluctuation range. The judgment standard for this detection item is: within a certain time range, if the fluctuation range of the ECG signal detected by a single lead exceeds the threshold value, it is judged as the The detection item K4 is abnormal; the possible reasons for the abnormality of this detection item are that the lead electrode has fallen off, the lead wire has been disconnected, or severe baseline drift.
检测项K5:信号是否有严重的噪声干扰,对应该检测项判断标准为:在一定的时间范围内,如果单个导联检测到的ECG信号的干扰噪声高于门限值,则判断为该检测项K5异常;对应该检测项K5出现异常的可能原因为工频干扰。 Detection item K5: Whether the signal has serious noise interference, the judgment standard for this detection item is: within a certain time range, if the interference noise of the ECG signal detected by a single lead is higher than the threshold value, it is judged as the detection Item K5 is abnormal; the possible reason for the abnormality of the detected item K5 is power frequency interference.
检测项K6:ECG信号是否不是人类的ECG信号,对应该检测项判断标准为:如果由ECG信号推导出的心率值超出了人类心率的范围,则判断为该检测项K6异常。对应该检测项K6出现异常的可能原因为非人类采集对象。 Detection item K6: Whether the ECG signal is not a human ECG signal, the judgment standard for this detection item is: if the heart rate value derived from the ECG signal exceeds the range of the human heart rate, it is judged that the detection item K6 is abnormal. The possible reason for the abnormality of the detection item K6 is the non-human collection object.
参照图3所示,在本实用新型的优选实施例中,上述检测项K1至检测项K6按照顺序依次检测,即依次检测判断是否存在没有ECG信号、ECG信号是否缺失严重、ECG信号是否全部或者部分为水平线、ECG信号是否有较大的波动幅度、ECG信号是否有严重的噪声干扰、ECG信号是否不是人类ECG信号的现象,若存在上述任意一项异常现象,则判断ECG信号质量不达标,若ECG信号的所有检测项均正常,则判断EGC信号质量达标。在判断ECG信号质量不达标时,停止采集ECG信号,提示异常的检测项、该检查项出现异常的可能原因,并提供相应的建议措施,同时声音报警。 As shown in FIG. 3 , in a preferred embodiment of the present invention, the above-mentioned detection items K1 to K6 are sequentially detected in order, that is, sequentially detect whether there is no ECG signal, whether the ECG signal is seriously missing, whether the ECG signal is all or Part of it is a horizontal line, whether the ECG signal has a large fluctuation range, whether the ECG signal has serious noise interference, whether the ECG signal is not a phenomenon of human ECG signal, if any of the above abnormal phenomena exists, it is judged that the quality of the ECG signal is not up to standard, If all detection items of the ECG signal are normal, it is judged that the quality of the EGC signal is up to standard. When it is judged that the quality of the ECG signal is not up to standard, stop collecting the ECG signal, prompt the abnormal detection item, the possible cause of the abnormality of the inspection item, provide corresponding suggested measures, and sound an alarm at the same time.
本实用新型提出的心电图数据质量实时控制系统准确、简单、高效、快速,在与其监测系统配合使用下, 能够同时实现心电信号采集功能和心电图数据质量控制功能, 确保所监测到的心电信号都是质量达标的有效信号,提高整个监测系统的准确性、有效性和实用性。 The real-time control system of electrocardiogram data quality proposed by the utility model is accurate, simple, efficient and fast. When used in conjunction with its monitoring system, it can simultaneously realize the function of collecting electrocardiogram signals and controlling the quality of electrocardiogram data, ensuring that the monitored electrocardiogram signals All are effective signals of quality compliance, improving the accuracy, effectiveness and practicability of the entire monitoring system.
以上所述仅为本实用新型的优选实施例,并非因此限制其专利范围,凡是利用本实用新型说明书及附图内容所作的等效结构或等效流程变换,直接或间接运用在其他相关的技术领域,均同理包括在本实用新型的专利保护范围内。 The above descriptions are only preferred embodiments of the present utility model, and are not intended to limit the scope of its patents. Any equivalent structure or equivalent process conversion made by utilizing the contents of the utility model specification and accompanying drawings can be directly or indirectly used in other related technologies. Fields are all included in the scope of patent protection of the utility model in the same way.
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Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
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CN105595990A (en) * | 2016-01-27 | 2016-05-25 | 浙江铭众科技有限公司 | Intelligent terminal device for evaluating and distinguishing quality of electrocardiosignal |
CN106580307A (en) * | 2015-10-13 | 2017-04-26 | 中国科学院苏州纳米技术与纳米仿生研究所 | Quality judgement method and quality judgement system for electrocardiogram |
CN108523877A (en) * | 2018-03-23 | 2018-09-14 | 南京中医药大学 | A kind of electrocardiosignal quality discrimination method and its ecg analysis method |
CN108836303A (en) * | 2018-03-23 | 2018-11-20 | 南京大学 | ECG Gathering System and its acquisition method based on general-purpose platform |
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Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
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CN106580307A (en) * | 2015-10-13 | 2017-04-26 | 中国科学院苏州纳米技术与纳米仿生研究所 | Quality judgement method and quality judgement system for electrocardiogram |
CN105595990A (en) * | 2016-01-27 | 2016-05-25 | 浙江铭众科技有限公司 | Intelligent terminal device for evaluating and distinguishing quality of electrocardiosignal |
CN108523877A (en) * | 2018-03-23 | 2018-09-14 | 南京中医药大学 | A kind of electrocardiosignal quality discrimination method and its ecg analysis method |
CN108836303A (en) * | 2018-03-23 | 2018-11-20 | 南京大学 | ECG Gathering System and its acquisition method based on general-purpose platform |
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