CN104835003A - System for mobile old-age services and implement method thereof - Google Patents
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Abstract
本发明公开了一种面向移动养老服务的系统及其实现方法,该系统包括腕式感知器、无线通信网络和智能健康处理平台。所述腕式感知器内置有集成电路板,集成电路板上有主模块以及与主模块相连,通过主模块分析和处理的无线通信单元、呼叫报警装置、定位装置、姿态感知装置、生理感知装置、充电模块。所述无线通信网络采用WiFi和3G网络,腕式感知器会根据用户当前所处的网络环境,自动智能地选择最优的无线传输网络,即可以在两种无线信道之间进行自动切换。所述智能健康处理平台由数据库服务器、Web服务器和数据处理服务器组成,采用基于B/S的MVC三层架构模式,支持Web管理,登录平台有两个入口,分别为普通用户登录和健康专家登录。
The invention discloses a mobile elderly care service-oriented system and its realization method. The system includes a wrist sensor, a wireless communication network and an intelligent health processing platform. The wrist sensor has a built-in integrated circuit board, and the integrated circuit board has a main module and a wireless communication unit connected to the main module, which is analyzed and processed by the main module, a call alarm device, a positioning device, a posture sensing device, and a physiological sensing device , Charging module. The wireless communication network adopts WiFi and 3G network, and the wrist sensor will automatically and intelligently select the optimal wireless transmission network according to the current network environment of the user, that is, it can automatically switch between the two wireless channels. The intelligent health processing platform is composed of a database server, a Web server and a data processing server. It adopts a B/S-based MVC three-layer architecture mode and supports Web management. The login platform has two entrances, which are ordinary user login and health expert login. .
Description
技术领域technical field
本发明涉及一种面向移动养老服务的系统及其实现方法,属于通信技术领域。The invention relates to a system for mobile elderly care services and an implementation method thereof, belonging to the field of communication technology.
背景技术Background technique
近年来随着人民生活水平的提高,人们的寿命也逐渐的增长。人们,尤其是老年人,更加注重身体的健康。由于年龄的增加,老年人的身体抵抗力会降低,会比较容易受到疾病的侵扰。随着国内人口老龄化成为趋势,慢性老年病患者也越来越多,我国目前约有2亿高血压患者,9000万糖尿病人。慢性疾病的控制和治疗很难。城市人群75%死于慢性疾病。有钱也难以买到健康。而另一方面却是医疗资源的紧缺,看病难、看病贵已关系到国计民生。虽然政府开始医疗改革,但至今难以缓解医疗资源的紧缺和控制慢性疾病人群数量的增长。人口基数大,蕴含着巨大健康服务需求,以财富换取健康的意识日益觉醒,人们由单一的医疗形式转向多方面的保健服务。健康意识引发了主动健康消费的增加,据相关行业数据保守估计。在未来5年内有健康服务需求并有消费能力的人群将新增1亿人,平均每人每年用于健康服务的支出约为1000元,则每年能产生至少1000亿元的市场增量。In recent years, with the improvement of people's living standards, people's life expectancy has gradually increased. People, especially the elderly, pay more attention to physical health. As the age increases, the body resistance of the elderly will decrease and they will be more susceptible to diseases. With the aging of the domestic population becoming a trend, there are more and more patients with chronic senile diseases. At present, there are about 200 million hypertensive patients and 90 million diabetic patients in my country. Control and treatment of chronic diseases are difficult. 75% of the urban population died of chronic diseases. Money can hardly buy health. On the other hand, the shortage of medical resources, the difficulty and high cost of seeing a doctor have already affected the national economy and the people's livelihood. Although the government has started medical reform, it has been difficult to alleviate the shortage of medical resources and control the growth of the number of people with chronic diseases. With a large population base, there is a huge demand for health services, and the awareness of exchanging wealth for health is increasingly awakened. People are shifting from a single medical form to a multi-faceted health care service. Health awareness has triggered an increase in active health consumption, which is conservatively estimated according to relevant industry data. In the next five years, there will be 100 million new people who have health service needs and consumption capacity, and the average annual expenditure on health services per person is about 1,000 yuan, which will generate at least 100 billion yuan in market growth each year.
大多数老年人都是独自生活,不管是在家中还是参加户外活动,儿女们无法时常陪伴在老人身边。近几年经常有新闻报道老人外出不小心摔倒无人送往就医、发生突发疾病无法及时通知家人及医护人员,导致丧失了最佳治疗时间等等当今社会不容忽视的问题。所以怎么样能够对老年人进行实时的身体状况的监测,并且能预防突发状况,使得有紧急情况时能及时报警通知相关人员,及时有效地采取应对措施,是急需解决的问题。Most of the elderly live alone, whether they are at home or participating in outdoor activities, their children cannot always accompany the elderly. In recent years, there have often been news reports that the elderly accidentally fell when they went out and no one was sent to the doctor, and the family members and medical staff could not be notified in time of sudden illness, resulting in the loss of the best time for treatment, etc. Problems that cannot be ignored in today's society. Therefore, how to monitor the physical condition of the elderly in real time, and prevent emergencies, so that when there is an emergency, the relevant personnel can be notified in time, and timely and effective countermeasures are taken, which is an urgent problem to be solved.
根据市场的数据显示,目前对这些问题的解决方案所存在的问题主要有:1.忽视疾病前的预防、日常健康教育和疾病后的康复;2.老龄化、慢性病和亚健康带来的健康监护问题;3.及时的院前救助。而本发明能够很好地解决上面的问题。According to market data, the current solutions to these problems mainly include: 1. Neglect of disease prevention, daily health education and rehabilitation after disease; 2. Health brought about by aging, chronic diseases and sub-health Guardianship issues; 3. Timely pre-hospital assistance. And the present invention can well solve the above problems.
发明内容Contents of the invention
本发明目的在于解决了上述问题,提出了一种面向移动养老服务的系统,该系统包括腕式感知器、无线通信网络和智能健康处理平台。The purpose of the present invention is to solve the above problems, and proposes a system for mobile elderly care services, which includes a wrist sensor, a wireless communication network and an intelligent health processing platform.
本发明所述的腕式感知器的功能是:采集人体的各种生理健康数据,感知器的主模块分析和处理这些数据,最后通过无线网络把这些数据发送到智能健康处理平台。还提供老年用户的位置信息,便于出现异常时对老人进行定位和紧急救护。The function of the wrist sensor in the present invention is to collect various physiological health data of the human body, the main module of the sensor analyzes and processes the data, and finally sends the data to the intelligent health processing platform through the wireless network. It also provides the location information of elderly users, which is convenient for positioning and emergency rescue for the elderly when abnormalities occur.
本发明所述的无线通信网络的功能是:腕式感知器处理后的数据通过其传输到智能健康处理平台。本发明提供了两种无线通信网络,分别为WiFi和3G。腕式感知器可以通过检测信号的强度来选择最优的通信网络。The function of the wireless communication network in the present invention is: the data processed by the wrist sensor is transmitted to the intelligent health processing platform through it. The present invention provides two kinds of wireless communication networks, namely WiFi and 3G. The wrist sensor can select the optimal communication network by detecting the strength of the signal.
本发明所述的智能健康处理平台的功能是:接收人体的生理数据,并且对其进行分析、处理和存储。当某一项生理指标的值超过了规定的门限值,则启动报警程序。还支持Web管理,用户可以登录平台,查看自己的生理数据,并且向平台的健康专家咨询问题。The function of the intelligent health processing platform of the present invention is to receive the physiological data of the human body, analyze, process and store it. When the value of a certain physiological index exceeds the prescribed threshold value, an alarm program is started. It also supports web management, users can log in to the platform, view their own physiological data, and consult the health experts on the platform.
本发明所述腕式感知器内置有集成电路板,集成电路板上有主模块以及与主模块相连,通过主模块分析和处理的无线通信单元、呼叫报警装置、定位装置、姿态感知装置、生理感知装置、充电模块。The wrist sensor of the present invention is built with an integrated circuit board, and the integrated circuit board has a main module and is connected with the main module, a wireless communication unit, a call alarm device, a positioning device, a posture sensing device, a physiological Sensing device, charging module.
本发明所述定位装置的物理定位技术非常丰富:在室外环境下,主要利用卫星定位技术确定老人在空间中的绝对位置,其中广泛使用的GPS定位精度可达到3-5米;在室内环境中,则主要使用蓝牙、WLAN或超宽带等无线信号进行智能室内定位,其中WLAN定位技术的RADAR系统通过匹配老人所在位置的信号特征来确定其位置,定位精度可达到5米。物理位置描述了老人的绝对空间坐标,但难以被位置服务理解和使用。为此,本发明提出了通过语义位置信息来定位,语义位置可以通过多种方式得到。如通过检测老人在特定位置的活动规律,并结合老人的地址簿、日程安排等信息,推断出该位置的语义信息。The physical positioning technology of the positioning device of the present invention is very rich: in the outdoor environment, mainly use the satellite positioning technology to determine the absolute position of the elderly in space, wherein the widely used GPS positioning accuracy can reach 3-5 meters; in the indoor environment , mainly use wireless signals such as Bluetooth, WLAN or ultra-wideband for intelligent indoor positioning. Among them, the RADAR system of WLAN positioning technology determines the location of the elderly by matching the signal characteristics of their location, and the positioning accuracy can reach 5 meters. The physical location describes the absolute spatial coordinates of the elderly, but is difficult to be understood and used by location services. For this reason, the present invention proposes positioning through semantic position information, and the semantic position can be obtained in various ways. For example, by detecting the activity rules of the elderly in a specific location, combined with information such as the address book and schedule of the elderly, the semantic information of the location can be inferred.
本发明所述姿态感知装置采用Kinect体感控制器,使用加速度传感器感知肢体运动。能检测老人的运动情况,并且在人体跌倒后进行健康危险程度评估,并根据评估结果生成报警信息,当健康危险程度大于阈值的时候,呼叫报警装置自动进行远程跌倒报警与健康报警,否则只进行跌倒报警,可以便于监护人及监护中心全面了解老人的健康情况,并在最短的时间内对老人提供医疗救治。The posture sensing device of the present invention adopts a Kinect somatosensory controller, and uses an acceleration sensor to perceive limb movements. It can detect the movement of the elderly, and evaluate the degree of health risk after the human body falls, and generate alarm information according to the evaluation result. When the degree of health risk is greater than the threshold, the call alarm device will automatically perform remote fall alarm and health alarm, otherwise only The fall alarm can make it easier for the guardian and the guardianship center to fully understand the health of the elderly, and provide medical treatment to the elderly in the shortest possible time.
本发明所述生理感知模块通过与外接的生理传感设备进行感知。腕式感知器通过蓝牙和ZigBee等近距离无线连接技术将生理感知模块和便携式电子血压仪、电子血糖仪、电子血氧仪和电子心电仪等仪器连接起来,釆集健康体检数据并上传到主模块,由主模块的分析、处理和汇总这些生理健康数据,最后通过无线通信单元把数据上传发送到上层的平台数据库。The physiological sensing module of the present invention senses through the external physiological sensing device. The wrist sensor connects the physiological sensing module with the portable electronic blood pressure meter, electronic blood sugar meter, electronic oximeter and electronic electrocardiometer through Bluetooth and ZigBee and other short-distance wireless connection technologies, collects health examination data and uploads it to The main module analyzes, processes and summarizes these physiological health data, and finally uploads the data to the upper platform database through the wireless communication unit.
本发明所述呼叫报警装置会在老人出现危险的情况下发出报警通知。通过生理感知模块实时监测用户心率、体温、血压、血糖等多项健康指标,每一项指标都设置了安全的阈值,这些健康指标的数据都会被主模块进行分析处理,当几项实时监测的生理指标中的任意一项指标超过预设阈值,都会引发自动警告实现报警。同时腕式感知器会把健康数据发送到智能健康处理平台的后台数据库,并且后台的数据处理服务器会处理这些数据,在数据异常情况下,平台会启动报警程序,以通知老人的监护人和医护人员。The calling alarm device of the present invention can send out an alarm notification when an elderly person is in danger. Through the physiological perception module, the user's heart rate, body temperature, blood pressure, blood sugar and other health indicators are monitored in real time. Each indicator has a safety threshold. The data of these health indicators will be analyzed and processed by the main module. When several real-time monitoring If any one of the physiological indicators exceeds the preset threshold, it will trigger an automatic warning to realize the alarm. At the same time, the wrist sensor will send the health data to the background database of the intelligent health processing platform, and the data processing server in the background will process the data. In case of abnormal data, the platform will start the alarm program to notify the guardians and medical staff of the elderly .
本发明所述无线通信网络采用WiFi和3G网络,腕式感知器会根据用户当前所处的网络环境,自动智能地选择最优的无线传输网络,即可以在两种无线信道之间进行自动切换。比如:如果老人在家中,WiFi网络信号很好的情况下,腕式感知器的无线通信单元会切换到WiFi模式;如果老人出门在外,周围没有WiFi,那么腕式感知器的无线通信单元就会切换到3G模式下。The wireless communication network of the present invention adopts WiFi and 3G network, and the wrist sensor will automatically and intelligently select the optimal wireless transmission network according to the current network environment of the user, that is, it can automatically switch between the two wireless channels . For example: if the old man is at home and the WiFi network signal is very good, the wireless communication unit of the wrist sensor will switch to WiFi mode; if the old man is away from home and there is no WiFi around, then the wireless communication unit of the wrist sensor will Switch to 3G mode.
本发明使用基于位置信息的水平切换和垂直切换算法,由移动速度及方向角信息,区分切换类型,设置可变入界、出界距离,并以接收信号强度值辅助比较判决切换,减少了乒乓效应,降低切换阻塞率及切换延时,实现同构、异构网络的无缝切换,能提高网络间切换的效率。否则极易造成切换效率低下,信令开销大,无线资源浪费等等。The invention uses the horizontal switching and vertical switching algorithms based on position information, distinguishes switching types based on the moving speed and direction angle information, sets variable entry and exit distances, and uses received signal strength values to assist comparison and decision switching, reducing the ping-pong effect , reduce handover blocking rate and handover delay, realize seamless handover of homogeneous and heterogeneous networks, and improve the efficiency of handover between networks. Otherwise, it is very easy to cause low switching efficiency, high signaling overhead, waste of wireless resources, and so on.
本发明所述智能健康处理平台由数据库服务器、Web服务器和数据处理服务器组成。所述数据库服务器采用MySQL数据库,因其体积小、速度快、总体拥有成本低,尤其是开放源码这一特点。所述Web服务器采用Apache服务器,因其快速、可靠、跨平台和良好的安全性被广泛使用。所述数据处理服务器接受感知设备传输过来的数据,进行分析处理,在必要情况下发出报警信息。同时利用数据挖掘技术,对患者的发病类型以及概率进行有效的分类预测。The intelligent health processing platform of the present invention is composed of a database server, a Web server and a data processing server. The database server adopts MySQL database because of its small size, high speed, low overall cost of ownership, and especially the feature of open source code. The web server adopts Apache server, which is widely used because of its fast, reliable, cross-platform and good security. The data processing server receives the data transmitted by the sensing device, analyzes and processes it, and sends out an alarm message if necessary. At the same time, data mining technology is used to effectively classify and predict the type and probability of the patient's disease.
本发明所述智能健康处理平台定位于个人院外的徤康监护、健康教育、及时的健康干预和院前救助,旨在和目前的院内治疗系统一起,形成个人健康持续关注的闭环。通过在日常生活中远程实时获得的用户健康生理信息,分析用户健康状况的发展趋势,专业的医护人员将根据这些信息给予个人具有针对性的健康教育知识和及时的健康干预措施,从而支撑个人加强对自身健康的持续关注、实现从治疗到预防的转变、提高紧急救助的成功率。The intelligent health treatment platform of the present invention is positioned for personal health monitoring, health education, timely health intervention and pre-hospital assistance outside the hospital, and aims to form a closed loop of continuous attention to personal health together with the current in-hospital treatment system. By analyzing the development trend of the user's health status through the remote and real-time acquisition of the user's health and physiological information in daily life, professional medical staff will give the individual targeted health education knowledge and timely health intervention measures based on this information, thereby supporting the individual to strengthen their health. Continue to pay attention to your own health, realize the transformation from treatment to prevention, and improve the success rate of emergency rescue.
本发明所述智能健康处理平台采用基于B/S的MVC三层架构模式,支持Web管理,登录平台有两个入口,分别为普通用户登录和健康专家登录。The intelligent health processing platform of the present invention adopts the B/S-based MVC three-layer architecture mode and supports Web management. The login platform has two entrances, which are ordinary user login and health expert login.
普通用户登录后,可以使用平台提供的以下功能:After logging in, ordinary users can use the following functions provided by the platform:
1)健康信息查询:帮助老人、监护人和医疗工作者查询老人实时及历史上的健康信息,可以对治疗方案提供指导;1) Health information query: help the elderly, guardians and medical workers to query the real-time and historical health information of the elderly, and provide guidance for treatment plans;
2)健康状态评估:平台可以通过对个人健康档案和长时间持续收集的健康信息(如血压、血糖等)进行生命体征情况的数据挖掘,以提取其中有效的数据信息,全面评估老人当前健康情况及未来患病风险;2) Health status assessment: the platform can extract effective data information through data mining of personal health records and health information (such as blood pressure, blood sugar, etc.) collected continuously for a long time, so as to comprehensively evaluate the current health status of the elderly and future disease risk;
3)健康促进:健康专家登录健康专家系统,根据用户的检测记录,对用户进行健康评估,给用户发送健康报告,从而让用户可以实时关注自身的健康状况;3) Health promotion: Health experts log in to the health expert system, evaluate the user's health according to the user's detection records, and send a health report to the user, so that the user can pay attention to their own health status in real time;
4)专家咨询:平台的网页页面提供了直接与健康专家进行沟通的入口,通过该入口用户可以向专家咨询相关的健康问题。4) Expert consultation: The web page of the platform provides an entrance to directly communicate with health experts, through which users can consult experts on related health issues.
健康专家登录后,平台会提供以下功能:After the health expert logs in, the platform will provide the following functions:
1)用户信息查询:健康专家可以查看用户的相关信息,还可以输入关键字以提取某个用户、某个时间段或某种生理指标的数据,也可以根据不同的病种或监测项目对用户进行分类,以便对治疗方案提供指导;1) User information query: Health experts can view relevant information of users, and can also input keywords to extract data of a certain user, a certain time period or a certain physiological index, and can also query users according to different diseases or monitoring items Categorize to guide treatment options;
2)发送健康报告:平台提供了若干种健康报告的模板,健康专家可以对它们进行填写和修改。健康专家可以根据用户的监测数据,对用户进行健康评估,给用户发送健康报告,以帮助用户了解自己的身体状况;2) Sending health reports: The platform provides several templates for health reports, which health experts can fill in and modify. Health experts can evaluate the user's health based on the user's monitoring data and send a health report to the user to help the user understand their physical condition;
3)用户沟通:平台的网页页面提供了直接与用户进行沟通的入口,通过该入口健康专家可以回答用户提出的健康问题,同时也可以了解老人近期的身体状况,能对用户的身体状况保持持续的关注,可以帮助指导他们的用药、饮食、运动等行为。3) User communication: The web page of the platform provides an entrance for direct communication with users. Through this entrance, health experts can answer health questions raised by users, and at the same time, can understand the recent physical condition of the elderly, and can maintain continuous monitoring of the physical condition of users. can help guide their behaviors such as medication, diet, and exercise.
本发明还提供了一种面向移动养老服务的系统的实现方法,该方法包括如下步骤:The present invention also provides a method for realizing a system oriented to mobile elderly care services, the method comprising the following steps:
步骤1:老年人穿戴腕式感知器,不管是在家中还是出门在外;Step 1: The elderly wear the wrist sensor, whether at home or away from home;
步骤2:腕式感知器实时采集老人的生理数据,并且对这些数据进行分析处理;Step 2: The wrist sensor collects the physiological data of the elderly in real time, and analyzes and processes these data;
步骤3:腕式感知器判断所处的网络环境进行通信网络选择;Step 3: The wrist sensor judges the network environment and selects the communication network;
步骤4:腕式感知器把生理数据和老人的位置信息通过无线通信网络发送到智能健康处理平台;Step 4: The wrist sensor sends the physiological data and the location information of the elderly to the intelligent health processing platform through the wireless communication network;
步骤5:平台对这些数据进行分析,如果某一项生理指标的数据发生异常,就会启动报警程序来通知老人的监护人和相关医护人员,如果正常就会把这里数据存储到后台数据库;Step 5: The platform analyzes the data. If the data of a certain physiological index is abnormal, an alarm program will be activated to notify the guardian of the elderly and relevant medical staff. If it is normal, the data will be stored in the background database;
步骤6:老人或其家人可以登录平台的网页,查看过去的和最新的生理数据,并且可以向健康专家咨询健康问题;Step 6: The elderly or their family members can log on to the webpage of the platform to view past and latest physiological data, and consult health experts about health issues;
步骤7:平台对海量健康数据进行数据挖掘,以便对患者的发病类型以及概率进行有效的分类预测,达到“治未病”的效果。Step 7: The platform conducts data mining on a large amount of health data in order to effectively classify and predict the type and probability of the patient's disease, so as to achieve the effect of "preventing disease".
有益效果:Beneficial effect:
1、能够实现对老年人健康监测和管理的智能化,帮助家人和医务人员掌握老年人的健康状况,及时发现潜在的健康风险,起到预警作用。同时提高老年人对自身健康的重视,减少老年人发生突发健康状况的风险,缩短获得医疗救助的时间,帮助老年人进行自我健康管理。1. It can realize the intelligent monitoring and management of the health of the elderly, help family members and medical staff to grasp the health status of the elderly, discover potential health risks in time, and play an early warning role. At the same time, the elderly should pay more attention to their own health, reduce the risk of sudden health conditions for the elderly, shorten the time for obtaining medical assistance, and help the elderly to manage their own health.
2、无论老人是在家中,还是在户外,该系统都能正常工作,一方面让老人享受了老年的生活,另一方面提高了老人日常生活的安全性。它可以实时跟踪并更新个人健康信息,有利于对健康状况的了解,了解可能存在的隐患,减少疾病的发生率,为医生诊断病情提供更准确更真实的数据。2. Whether the elderly are at home or outdoors, the system can work normally. On the one hand, the elderly can enjoy the life of old age, and on the other hand, the safety of the elderly’s daily life is improved. It can track and update personal health information in real time, which is conducive to the understanding of health status, possible hidden dangers, reducing the incidence of diseases, and providing more accurate and real data for doctors to diagnose diseases.
3、使用方便,界面友好,对普通用户的培训成本低。由于智能健康处理平台采用基于B/S的架构模式,支持Web管理,具有分布性特点,可以随时随地进行查询和浏览。只要是会正常上网的人员,都能在很短的时间内熟悉对平台页面的操作与交互,非常方便用户学习。3. Easy to use, friendly interface, and low training cost for ordinary users. Since the intelligent health processing platform adopts a B/S-based architecture model, supports web management, and has the characteristics of distribution, it can be queried and browsed anytime and anywhere. Anyone who can surf the Internet normally can be familiar with the operation and interaction of the platform pages in a short period of time, which is very convenient for users to learn.
附图说明Description of drawings
图1为系统的整体结构图;Fig. 1 is the overall structural diagram of the system;
图2为腕式感知器的结构图;Fig. 2 is the structural diagram of wrist sensor;
图3为3G网络和WiFi网络之间切换的流程图;Fig. 3 is the flowchart of switching between 3G network and WiFi network;
图4为平台提供给普通用户的功能示意图;Figure 4 is a schematic diagram of the functions provided by the platform to ordinary users;
图5为平台提供给健康专家的功能示意图。Figure 5 is a schematic diagram of the functions provided by the platform to health experts.
具体实施方式Detailed ways
下面结合说明书附图对本发明创造作进一步的详细说明。The invention will be described in further detail below in conjunction with the accompanying drawings.
本发明的系统的用户能通过手机或电脑等只要是能使用浏览器的终端,随时随地获得家中老年人的身体状况等信息,并可以根据自身的身体状况向健康专家进行咨询。同时平台提供了先进的数据挖掘技术,可以根据日常采集的各种健康指标的数据进行隐藏的数据挖掘,能够对患者的发病类型以及概率进行有效的分类预测,快速有效地完成医疗系统中的预测工作,有利于对健康状况的了解,减少疾病的发生率,为医生诊断病情提供更准确更真实的数据,最终可以提升老年人老年生活的质量和安全性。Users of the system of the present invention can obtain information such as the physical condition of the elderly at home anytime and anywhere through a terminal such as a mobile phone or a computer that can use a browser, and can consult health experts according to their own physical condition. At the same time, the platform provides advanced data mining technology, which can carry out hidden data mining based on the data of various health indicators collected daily, and can effectively classify and predict the type and probability of patients' onset, and quickly and effectively complete the prediction in the medical system Work is conducive to understanding the health status, reducing the incidence of diseases, providing more accurate and true data for doctors to diagnose diseases, and ultimately improving the quality and safety of the elderly's life in old age.
如图1所示,本发明提供了一种面向移动养老服务的系统,该系统包括腕式感知器、无线通信网络和智能健康处理平台。腕式感知器负责采集人体的生理数据,并通过无线通信网络把这些数据发送到智能健康处理平台,平台为用户提供健康服务。As shown in Figure 1, the present invention provides a system for mobile elderly care services, which includes a wrist sensor, a wireless communication network and an intelligent health processing platform. The wrist sensor is responsible for collecting the physiological data of the human body, and sending these data to the intelligent health processing platform through the wireless communication network, and the platform provides health services for users.
腕式感知器可以戴在老人的手腕上,就像手表一样,不管老人是在家中还是出门在外,都很方便携带。腕式感知器内置有集成电路板,如图2所示,集成电路板上有主模块以及与主模块相连,通过主模块分析和处理的无线通信单元、呼叫报警装置、定位装置、姿态感知装置、生理感知装置、充电模块。腕式感知器可以通过与便携式电子血压仪、电子血糖仪、电子血氧仪和电子心电仪等仪器连接起来,釆集健康体检数据并上传到主模块,由主模块的分析、处理和汇总,最后通过无线通信单元把数据上传发送到上层的平台数据库。并且腕式感知器还提供了定位功能,不同于传统定位技术的绝对空间坐标定位,本发明中的腕式感知器还采用语义位置信息来定位,语义位置可以通过多种方式得到。如果通过检测老人在特定位置的活动规律,并结合老人的地址簿、日程安排等信息,就可以推断出该位置的语义信息。传统的绝对坐标定位难以被位置服务理解和使用,语义信息定位技术的定位精度大,定位速度快,能在老人身体出现异常,并且发送告警信息给其监护人和相关医护人员时,他们能快速地知道老人的当前位置,并前往救援。The wrist sensor can be worn on the wrist of the elderly, just like a watch, and it is very convenient to carry whether the elderly are at home or away from home. The wrist sensor has a built-in integrated circuit board, as shown in Figure 2, the integrated circuit board has a main module and a wireless communication unit connected to the main module, which is analyzed and processed by the main module, a call alarm device, a positioning device, and an attitude sensing device , a physiological sensing device, and a charging module. The wrist sensor can be connected with portable electronic blood pressure meter, electronic blood glucose meter, electronic oximeter and electronic electrocardiometer to collect health examination data and upload it to the main module, which can be analyzed, processed and summarized by the main module. , and finally upload the data to the upper platform database through the wireless communication unit. Moreover, the wrist sensor also provides a positioning function. Different from the absolute spatial coordinate positioning of traditional positioning technology, the wrist sensor in the present invention also uses semantic position information for positioning, and the semantic position can be obtained in various ways. The semantic information of the location can be deduced by detecting the activity pattern of the elderly in a specific location, combined with information such as the address book and schedule of the elderly. Traditional absolute coordinate positioning is difficult to be understood and used by location services. Semantic information positioning technology has high positioning accuracy and fast positioning speed. Know the current location of the old man and go to the rescue.
无线通信网络采用WiFi和3G网络,腕式感知器会根据用户当前所处的网络环境,自动智能地选择最优的无线传输网络,即可以在两种无线信道之间进行自动切换。比如:如果老人在家中,WiFi网络信号很好的情况下,腕式感知器的无线通信单元会切换到WiFi模式;如果老人出门在外,周围没有WiFi,那么腕式感知器的无线通信单元就会切换到3G模式下。The wireless communication network adopts WiFi and 3G network. The wrist sensor will automatically and intelligently select the optimal wireless transmission network according to the current network environment of the user, that is, it can automatically switch between the two wireless channels. For example: if the old man is at home and the WiFi network signal is very good, the wireless communication unit of the wrist sensor will switch to WiFi mode; if the old man is away from home and there is no WiFi around, then the wireless communication unit of the wrist sensor will Switch to 3G mode.
智能健康处理平台如图1所示,由数据库服务器、Web服务器和数据处理服务器组成。所述数据库服务器采用MySQL数据库,因其体积小、速度快、总体拥有成本低,尤其是开放源码这一特点。所述Web服务器采用Apache服务器,因其快速、可靠、跨平台和良好的安全性被广泛使用。所述数据处理服务器接受感知设备传输过来的数据,进行分析处理,在必要情况下发出报警信息。同时利用数据挖掘技术,对患者的发病类型以及概率进行有效的分类预测。The intelligent health processing platform is shown in Figure 1, which consists of a database server, a Web server and a data processing server. The database server adopts MySQL database because of its small size, high speed, low overall cost of ownership, and especially the feature of open source code. The web server adopts Apache server, which is widely used because of its fast, reliable, cross-platform and good security. The data processing server receives the data transmitted by the sensing device, analyzes and processes it, and sends out an alarm message if necessary. At the same time, data mining technology is used to effectively classify and predict the type and probability of the patient's disease.
智能健康处理平台采用基于B/S的MVC三层架构模式,支持Web管理,登录平台有两个入口,分别为普通用户登录和健康专家登录。常用的登录设备有笔记本电脑、台式机、智能手机,只要是能安装浏览器的设备,都能随时随地登录平台页面,与平台进行交互。The intelligent health processing platform adopts the B/S-based MVC three-tier architecture model and supports Web management. There are two login platforms, which are ordinary user login and health expert login. Commonly used login devices include laptops, desktops, and smartphones. As long as a browser can be installed on the device, you can log in to the platform page and interact with the platform anytime, anywhere.
图3为3G网络和WiFi网络之间切换的流程图,本发明使用基于位置信息的水平切换和垂直切换算法,由移动速度及方向角信息,区分切换类型,设置可变入界、出界距离,并以接收信号强度值辅助比较判决切换,减少了乒乓效应,降低切换阻塞率及切换延时,实现同构、异构网络的无缝切换,能提高网络间切换的效率。否则极易造成切换效率低下,信令开销大,无线资源浪费等等。当在两种异构网络中进行切换处理时,可根据不同的切换场景采取不同的切换策略,区分切换类型。Fig. 3 is the flow chart of handover between 3G network and WiFi network, and the present invention uses horizontal handover and vertical handover algorithm based on location information, by mobile speed and direction angle information, distinguishes handover type, sets variable inbound and outbound distances, In addition, the received signal strength value is used to assist in the comparison and judgment of handover, which reduces the ping-pong effect, reduces handover blocking rate and handover delay, realizes seamless handover between homogeneous and heterogeneous networks, and improves the efficiency of handover between networks. Otherwise, it is very easy to cause low switching efficiency, high signaling overhead, waste of wireless resources, and so on. When performing handover processing in two heterogeneous networks, different handover strategies may be adopted according to different handover scenarios to distinguish handover types.
在WiFi热点覆盖区域和3G蜂窝网络大范围覆盖的情况下,腕式感知器可能处于以下几种模式:从3G网络进入某WiFi网络,简称“In”模式。从WiFi网络切换到3G网络,简称“Out”模式。从3G网络穿越WiFi网络并回到原3G网络,简称“Pass”模式。In the case of a WiFi hotspot coverage area and a large-scale coverage of a 3G cellular network, the wrist sensor may be in the following modes: entering a WiFi network from a 3G network, referred to as "In" mode. Switch from WiFi network to 3G network, referred to as "Out" mode. Pass through the WiFi network from the 3G network and return to the original 3G network, referred to as "Pass" mode.
终端从蜂窝网切换到WiFi网络时,为了尽快获得更高的带宽和性价比,当信号强度达到一定要求即进行快速切换,此为模式I;终端从蜂窝网穿越WiFi网络,此时若终端预期停留时间t大于σ(时间阈值),则切换,否则可不切换以减少网络信令负载,此为模式II;终端从WiFi网络切换至3G蜂窝网络,则设定迟滞值,当蜂窝网络信号强度足够强时进行切换,以提高终端处于高带宽服务的时间,并限制乒乓效应,此为模式III。When the terminal switches from the cellular network to the WiFi network, in order to obtain higher bandwidth and cost performance as soon as possible, it will switch quickly when the signal strength reaches a certain requirement. This is mode I; the terminal passes through the WiFi network from the cellular network. If the time t is greater than σ (time threshold), then switch, otherwise you can not switch to reduce the network signaling load, this is mode II; when the terminal switches from the WiFi network to the 3G cellular network, set the hysteresis value, when the signal strength of the cellular network is strong enough Switching is performed when the terminal is in high-bandwidth service and limits the ping-pong effect. This is mode III.
对于模式I和III,异构网络中首先设定执行切换流程所需的距离阈值,也就是在一次切换过程中终端的最大移动距离,此值与移动速度、角度相关。最大移动距离为:D=vmaxtHO,tHO=tWiFi+tc+tn,其中tHO表示切换时间,tWiFi表示WiFi网络切换处理时间,tc表示接入控制器处理延时,tn表示其他附加延时,tmax可根据实时的位置信息估计获得。就可以得到D值,即WiFi的覆盖区域,得到判决的入界和出界距离。对于模式II,相应的D=vmaxtHO,tHO=t3G+tc+tn,t3G表示3G网络的切换处理时间,其他变量所表示的含义同上。也可以得到D值,即3G的覆盖区域,确定判决的入界和出界距离。如图3的流程图所示,可以实现WiFi网络和3G网络间的自动切换。For modes I and III, in the heterogeneous network, the distance threshold required to execute the handover process is first set, that is, the maximum moving distance of the terminal during a handover process, and this value is related to the moving speed and angle. The maximum moving distance is: D=v max t HO , t HO =t WiFi +t c +t n , where t HO represents the switching time, t WiFi represents the processing time of WiFi network switching, and t c represents the processing delay of the access controller , t n represents other additional delays, and t max can be estimated according to real-time position information. You can get the D value, that is, the coverage area of WiFi, and get the judgment entry and exit distances. For mode II, the corresponding D=v max t HO , t HO =t 3G +t c +t n , t 3G represents the handover processing time of the 3G network, and the meanings of other variables are the same as above. You can also get the D value, that is, the coverage area of 3G, and determine the entry and exit distances of the decision. As shown in the flowchart of FIG. 3 , automatic switching between the WiFi network and the 3G network can be realized.
图4为平台提供给普通用户的功能示意图,普通用户可以与平台进行交互操作,具体如下:Figure 4 is a schematic diagram of the functions provided by the platform to ordinary users. Ordinary users can interact with the platform, as follows:
1)用户通过浏览器打开登录界面login.php,输入账号、密码信息,点击“登录”按钮,则会提交到平台的Web服务器,Web服务器中的动态页面loginController.php会到MySQL数据库服务器进行查询验证,如果验证匹配成功则跳转到交互界面。否则,会停留在登录界面,并且有红字提示错误原因,如密码错误、验证码错误等。1) The user opens the login interface login.php through the browser, enters the account number and password information, and clicks the "login" button, it will be submitted to the web server of the platform, and the dynamic page loginController.php in the web server will query the MySQL database server Verification, if the verification match is successful, jump to the interactive interface. Otherwise, it will stay on the login interface, and there will be a red letter indicating the cause of the error, such as wrong password, wrong verification code, etc.
2)如果用户没有账号,则可以在登录界面点击“注册”按钮,页面转到register.php,填写账号、邮箱、密码及确认密码信息,点击“提交”进行注册。用户注册成功后提供“返回”按钮,返回到登录界面进行登录;如果用户忘记密码,则可以点击登录界面的“找回密码”超链接,页面跳转到forget.php,填写账号、邮箱等密保信息,再输入新密码,点击“提交”按钮,就可以重置密码。2) If the user does not have an account, you can click the "Register" button on the login interface, the page will go to register.php, fill in the account number, email address, password and confirm the password information, and click "Submit" to register. After the user registers successfully, provide the "Back" button to return to the login interface to log in; if the user forgets the password, he can click the "Retrieve Password" hyperlink on the login interface, and the page will jump to forget.php, and fill in the account number, email address, etc. Enter the new password and click the "Submit" button to reset the password.
3)进入交互界面main.php,用户就可以使用平台提供的功能了。用户可以进入个人中心,查看或更新姓名,年龄,紧急联系人的电话号码等个人信息、进行修改密码的操作。交互界面的主界面还会提供健康小贴士等链接,使用户重视疾病前的预防、进行日常健康方面的教育和帮助疾病后的康复。3) Enter the interactive interface main.php, and the user can use the functions provided by the platform. Users can enter the personal center, view or update personal information such as name, age, emergency contact phone number, and modify passwords. The main interface of the interactive interface will also provide links such as health tips, so that users can pay attention to prevention before disease, conduct daily health education and help recovery after disease.
4)用户可以进入体检中心页面,该页面是各个体检子项目的入口,可以选择血压监护、心率监护、血糖监护等,就可以随时随地查看老人的相应健康指标最新的和历史的数据,如果超出预设的阈值,则会以红色标出,便于分析和查看。除了以表格显示某时某刻的数据外,平台还提供了直观的动态曲线图显示健康数据,并且在二维图上标出阈值线,如果有数据超出了阈值,那么其值会高出阈值线,一目了然。4) The user can enter the physical examination center page, which is the entrance of each physical examination sub-item. You can choose blood pressure monitoring, heart rate monitoring, blood sugar monitoring, etc., and you can view the latest and historical data of the corresponding health indicators of the elderly anytime, anywhere. The preset thresholds will be marked in red for easy analysis and viewing. In addition to displaying the data at a certain time in a table, the platform also provides an intuitive dynamic graph to display the health data, and the threshold line is marked on the two-dimensional graph. If any data exceeds the threshold, its value will be higher than the threshold The line is clear at a glance.
5)用户可以进入健康专家页面,在该页面用户可以向健康专家进行咨询相关身体健康方面的问题,并且该页面也提供了健康报告查询功能,用户可以根据日期时间查询自己的健康报告。健康专家定期地对用户进行健康评估,根据用户自述的身体状况和系统监测得到的健康数据,分析用户的发病原因、确定治疗方案、给予饮食休息方面的建议来填写健康报告,然后点击“发送”按钮就可以发送给相应用户,用户在下次登录时就可以查看它们。5) The user can enter the health expert page. On this page, the user can consult the health expert about related physical health issues, and this page also provides a health report query function, and the user can query his own health report according to the date and time. Health experts conduct health assessments on users on a regular basis, analyze the cause of the user's disease, determine the treatment plan, and give advice on diet and rest to fill in the health report based on the user's self-reported physical condition and the health data obtained from system monitoring, and then click "Send" button can be sent to the appropriate user, who can view them the next time they log in.
图5为平台提供给健康专家的功能示意图,健康专家系统有三个功能模块:平台用户模块、健康报告模块和个人信息管理模块,健康专家可以与平台进行交互操作,具体如下:Figure 5 is a schematic diagram of the functions provided by the platform to health experts. The health expert system has three functional modules: platform user module, health report module and personal information management module. Health experts can interact with the platform, as follows:
1)在平台用户模块,专家可以查看用户的健康信息、接受用户的咨询,以便能更好得了解用户最近的身体状况,对其给予饮食休息和用药治疗等方面的建议,并且可以随时解答用户的疑惑,帮助他们进行健康促进。1) In the user module of the platform, experts can check the user's health information and accept the user's consultation, so as to better understand the user's recent physical condition, give them advice on diet, rest and medication, and answer the user's questions at any time doubts, and help them in health promotion.
2)在健康报告模块,专家可以对用户进行健康评估,根据用户的体检记录编辑健康报告,并且发送给相应用户。专家还可以对平台提供的现有的健康报告模板进行管理,进行增删改查的操作,以便对每个用户定制健康报告模板。专家也可以查看发送过的历史报告,对其进行更新、修改。2) In the health report module, experts can evaluate the user's health, edit the health report according to the user's physical examination records, and send it to the corresponding user. Experts can also manage the existing health report templates provided by the platform, add, delete, modify and check, so as to customize the health report templates for each user. Experts can also view sent historical reports, update and modify them.
3)在个人信息管理模块,专家可以管理自己的个人信息,平台提供个人信息查看和修改功能,并且还提供登录密码修改功能。3) In the personal information management module, experts can manage their own personal information. The platform provides the functions of viewing and modifying personal information, and also provides the function of modifying the login password.
健康专家除了可以查看平台监测的关于老人用户的各种生理指标的数据外,还可以得到平台的数据处理服务器对海量健康数据进行数据挖掘的结果,以便对患者的发病类型以及概率进行有效的分类预测。本发明采用了分布式构建决策树的ID3算法,可以高效地构建决策树,快速有效地完成医疗系统中的预测工作。该算法是基于现有流行的云计算平台,使用MapReduce分布式框架设计的分布式算法。运行环境是一个6个节点组成的Hadoop集群,各个节点的硬件配置完全相同,每一个含有2.13GHz Intel处理器,16G内存,各个节点运行CentOS Linux操作系统。该算法从数据库服务器中随机抽取n组数据,这些数据的记录为老年用户的健康信息。针对这些数据,决策树算法对老人的身体进行分类预测,能够有效地进行预防治疗。该算法具有很好的高效性和可扩展性,能够有效地处理大规模健康数据。In addition to viewing the data of various physiological indicators of elderly users monitored by the platform, health experts can also obtain the results of data mining of massive health data by the data processing server of the platform, so as to effectively classify the disease types and probabilities of patients predict. The invention adopts the ID3 algorithm for building decision trees in a distributed manner, can efficiently build decision trees, and quickly and effectively complete the prediction work in the medical system. The algorithm is based on the existing popular cloud computing platform, using the distributed algorithm designed by the MapReduce distributed framework. The operating environment is a Hadoop cluster composed of 6 nodes. The hardware configuration of each node is exactly the same. Each node contains a 2.13GHz Intel processor, 16G memory, and each node runs the CentOS Linux operating system. The algorithm randomly extracts n groups of data from the database server, and the records of these data are health information of elderly users. Based on these data, the decision tree algorithm classifies and predicts the body of the elderly, which can effectively prevent and treat. The algorithm has good efficiency and scalability, and can effectively process large-scale health data.
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