CN105336102B - Tumble detection positioning method and device - Google Patents
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Abstract
本发明提供一种摔倒检测定位方法和装置,包括:获取人体合加速度,并判断合加速度是否大于第一阈值;若合加速度大于所述第一阈值,则根据合加速度获取人体运动状态变化强度数值,并判断运动状态变化强度数值是否大于第二阈值;若运动状态变化强度数值大于第二阈值,则延时预设时间获取人体姿态角,并判断姿态角是否大于第三阈值;若是,则判定人体摔倒。通过上述的三级判断得到的判定人体是否摔倒的结果准确率高,排除了多种正常运动状态的干扰,且上述的每一级判断都相互独立的进行,且只有当前一级判断为疑似摔倒的情况下,后一级才会进行判断,如此设置既可以提高系统的准确率,同时也极大的简化算法,提高实时性。
The present invention provides a fall detection and positioning method and device, comprising: obtaining the resultant acceleration of the human body, and judging whether the resultant acceleration is greater than a first threshold; if the resultant acceleration is greater than the first threshold, then obtaining the intensity of changes in the human body motion state according to the resultant acceleration value, and determine whether the value of the intensity of the motion state change is greater than the second threshold; if the value of the intensity of the motion state change is greater than the second threshold, then delay the preset time to obtain the human body posture angle, and judge whether the posture angle is greater than the third threshold; if so, then It is determined that the human body falls. The result of judging whether the human body has fallen through the above-mentioned three-level judgment has a high accuracy rate, and the interference of various normal motion states is excluded, and each of the above-mentioned judgments is carried out independently of each other, and only the current first-level judgment is suspected In the case of a fall, the latter stage will make a judgment. This setting can not only improve the accuracy of the system, but also greatly simplify the algorithm and improve real-time performance.
Description
技术领域technical field
本发明涉及行为分析与识别方法领域,具体涉及一种摔倒检测定位方法和装置。The invention relates to the field of behavior analysis and recognition methods, in particular to a fall detection and positioning method and device.
背景技术Background technique
随着社会医疗的进步和生活条件的提高,人类的寿命越来越长,老年人口越来越多,养老问题越来越受到人们的关注。目前,很多老人独自外出时发生意外摔倒并因此而导致残疾和死亡的事件越来越多,究其原因就是老年人摔倒后不能得到及时的救助。因此设计一种能够及时发现老人摔倒并通知指定人员对其进行救助的方法和设备及其重要。With the advancement of social medical care and the improvement of living conditions, human life expectancy is getting longer and the number of elderly people is increasing, and the issue of providing for the elderly has attracted more and more attention. At present, there are more and more incidents in which many old people accidentally fall when they go out alone and cause disability and death. The reason is that the old people cannot get timely assistance after they fall. Therefore design a kind of method and equipment that can in time find that the old man falls and notify the designated personnel to rescue it and its importance.
现有技术中,对于人体摔倒检测,从硬件上一般分为基于视觉和基于穿戴式传感器两种。其中,基于视觉进行人体摔倒检测的方法容易受到外界环境的影响而导致检测数据不准确,比如受到光照条件、遮挡物和摄像机质量等的影响,另外,由于摄像机监控区域有限,被监测的老人的活动范围有限。In the prior art, human body fall detection is generally divided into two types based on vision and based on wearable sensors in terms of hardware. Among them, the method of human body fall detection based on vision is susceptible to inaccurate detection data due to the influence of the external environment, such as the influence of lighting conditions, occlusions and camera quality. In addition, due to the limited monitoring area of the camera, the monitored elderly activities are limited.
中国专利文献CN102707305A公开了一种摔倒检测定位系统及方法,其基于穿戴式传感器监测人体摔倒,该专利文献公开的系统主要包括由惯性导航模块、GPS模块、主控制器和Sim-300模块组成。其中,惯性导航模块由三轴陀螺仪、三轴磁力计和三轴加速度计组成。该专利文献中公开的摔倒检测算法,系统初始化之后需要进行大量的数据采集来让系统变得准确,在前期的使用中由于没有足够的样本信息作为支撑,误判率会很高。同时,该专利文献公开的对数据的处理算法中,需要将三轴陀螺仪、三轴磁力计以及三轴加速度计采集到的数据进行多次的融合计算得出融合加速度,从而判断人体是否摔倒,该种计算方法复杂,不能迅速的判断人体摔倒并向指定人员发出求救信息。Chinese patent document CN102707305A discloses a fall detection and positioning system and method, which are based on wearable sensors to monitor human falls. The system disclosed in this patent document mainly includes an inertial navigation module, a GPS module, a main controller and a Sim-300 module. composition. Among them, the inertial navigation module consists of a three-axis gyroscope, a three-axis magnetometer and a three-axis accelerometer. The fall detection algorithm disclosed in this patent document requires a large amount of data collection after system initialization to make the system accurate. In the early use, there is not enough sample information as a support, and the misjudgment rate will be high. At the same time, in the data processing algorithm disclosed in this patent document, the data collected by the three-axis gyroscope, three-axis magnetometer and three-axis accelerometer need to be fused multiple times to calculate the fusion acceleration, so as to determine whether the human body has fallen. Fall, this kind of calculation method is complicated, can not quickly judge the human body falls and send a distress message to the designated personnel.
发明内容Contents of the invention
因此,本发明要解决的技术问题在于克服现有技术中的对人体摔倒检测不准确的缺陷,从而提供一种摔倒检测定位方法和装置。Therefore, the technical problem to be solved by the present invention is to overcome the defect of inaccurate human fall detection in the prior art, so as to provide a fall detection and positioning method and device.
为此,本发明的技术方案如下:For this reason, technical scheme of the present invention is as follows:
一种摔倒检测定位方法,包括:A fall detection and positioning method, comprising:
获取人体合加速度,并判断所述合加速度是否大于第一阈值;Obtaining the resultant acceleration of the human body, and judging whether the resultant acceleration is greater than a first threshold;
若所述合加速度大于所述第一阈值,则根据所述合加速度获取人体运动状态变化强度数值,并判断所述运动状态变化强度数值是否大于第二阈值;If the resultant acceleration is greater than the first threshold, then according to the resultant acceleration, obtain the value of the change intensity of the human body motion state, and judge whether the value of the change intensity of the motion state is greater than the second threshold;
若所述运动状态变化强度数值大于所述第二阈值,则延时预设时间获取人体姿态角,并判断所述姿态角是否大于第三阈值;If the movement state change intensity value is greater than the second threshold, delaying the preset time to obtain the human body posture angle, and judging whether the posture angle is greater than the third threshold;
若所述姿态角大于第三阈值,则判定人体摔倒。If the attitude angle is greater than the third threshold, it is determined that the human body has fallen.
优选地,所述若所述姿态角大于第三阈值,则判定人体摔倒的步骤,替换为:若所述姿态角大于第三阈值,则判断所述合加速度与重力加速度的差值是否在预设范围内,若是,则判定人体摔倒的步骤。Preferably, if the attitude angle is greater than the third threshold, the step of judging that the human body has fallen is replaced by: if the attitude angle is greater than the third threshold, then judging whether the difference between the combined acceleration and the acceleration of gravity is within If it is within the preset range, if it is, then determine the steps for the human body to fall.
优选地,所述获取人体合加速度的步骤包括:Preferably, the step of obtaining human synthetic acceleration includes:
设定人体站立时的水平向前的方向为X轴正方向;人体站立时的水平向左的方向为Y轴正方向;人体站立时的垂直向上的方向为Z轴正方向;X、Y、Z三轴相互垂直;Set the horizontal forward direction when the human body is standing as the positive direction of the X-axis; the horizontal leftward direction when the human body is standing is the positive direction of the Y-axis; the vertical upward direction when the human body is standing is the positive direction of the Z-axis; X, Y, The three axes of Z are perpendicular to each other;
获取X轴方向的第一加速度Ax;获取Y轴方向的第二加速度Ay;获取Z轴方向的第三加速度Az;则:所述合加速度 Obtain the first acceleration Ax in the X-axis direction; obtain the second acceleration Ay in the Y-axis direction; obtain the third acceleration Az in the Z-axis direction; then: the resultant acceleration
优选地,根据所述合加速度获取人体运动状态变化强度数值的步骤包括:Preferably, the step of obtaining the intensity value of the human body motion state change according to the combined acceleration includes:
若对所述第一加速度、所述第二加速度以及所述第三加速度采样的频率为f,且计算所述合加速度SVM的速率也为f;则:If the sampling frequency of the first acceleration, the second acceleration and the third acceleration is f, and the rate of calculating the combined acceleration SVM is also f; then:
所述人体运动状态变化强度数值其中,The numerical value of the change intensity of the human body movement state in,
tn时刻的所述合加速度; The resultant acceleration at time t n ;
tn-1时刻的所述合加速度; The resultant acceleration at tn -1 moment;
tn时刻的下一时刻为tn-1时刻,且两者之间的时间差为 The next moment of time t n is time t n-1 , and the time difference between them is
优选地,所述获取人体姿态角的步骤包括:所述人体姿态角其中,Az:所述第三加速度;g:重力加速度。Preferably, the step of obtaining the human body posture angle comprises: the human body posture angle Wherein, Az: the third acceleration; g: gravitational acceleration.
优选地,所述第一阈值为2.8g-3.2g;和/或所述第二阈值为150g/s-200g/s;和/或所述第三阈值为55°-65°;和/或所述合加速度与重力加速度的差值的所述预设范围为±6。Preferably, the first threshold is 2.8g-3.2g; and/or the second threshold is 150g/s-200g/s; and/or the third threshold is 55°-65°; and/or The preset range of the difference between the resultant acceleration and the acceleration of gravity is ±6.
一种摔倒检测定位装置,包括:A fall detection and positioning device, comprising:
定位模块,用于定位当前位置信息;A positioning module, used for locating current position information;
控制模块,用于按照上述的方法以判定人体是否摔倒;当判定人体摔倒时,延迟预设时间从所述定位模块中调取当前所述位置信息并将其发送给通信模块;The control module is used to determine whether the human body has fallen according to the above method; when it is determined that the human body has fallen, delaying the preset time to retrieve the current position information from the positioning module and send it to the communication module;
通信模块,用于接收所述控制模块发送的所述位置信息并将其发送至预定手机。A communication module, configured to receive the location information sent by the control module and send it to a predetermined mobile phone.
优选地,所述的摔倒检测定位装置还包括加速度采集模块,用于获取所述第一加速度、所述第二加速度以及所述第三加速度,并发送至所述控制模块。Preferably, the fall detection and positioning device further includes an acceleration acquisition module, configured to acquire the first acceleration, the second acceleration and the third acceleration and send them to the control module.
优选地,所述的摔倒检测定位装置还包括声光报警模块,用于当所述控制模块判定人体摔倒后进行声光报警;和/或紧急求救按钮,用于当按下所述紧急求救按钮时,所述控制模块从所述定位模块中调取当前所述位置信息并通过所述通信模块将其发送至预设手机;和/或复位按钮,当所述控制模块判定人体摔倒时,若在延迟的预设时间内按下所述复位按钮,则所述控制模块不从所述定位模块中调取当前所述位置信息。Preferably, the fall detection and positioning device further includes an audible and visual alarm module, which is used to give an audible and visual alarm when the control module determines that the human body has fallen; and/or an emergency button, which is used to When the help button is pressed, the control module retrieves the current location information from the positioning module and sends it to the preset mobile phone through the communication module; and/or the reset button, when the control module determines that the human body has fallen , if the reset button is pressed within the delayed preset time, the control module will not retrieve the current location information from the positioning module.
优选地,所述定位模块还用于每间隔预设时间将当前位置信息发送至所述控制模块,当所述位置信息超出预设范围时,所述控制模块控制所述通信模块将当前位置信息发送至预设手机。Preferably, the positioning module is further configured to send current location information to the control module at preset intervals, and when the location information exceeds a preset range, the control module controls the communication module to send the current location information to Send to default phone.
优选地,所述通信模块还用于接收预定的手机号码发送的查询指令并将其发送至所述控制模块;Preferably, the communication module is also used to receive an inquiry command sent by a predetermined mobile phone number and send it to the control module;
所述控制模块还用于当接收到所述查询指令时控制通信模块将当前位置信息发送至发送所述查询指令的手机。The control module is also used to control the communication module to send the current location information to the mobile phone that sent the query instruction when receiving the query instruction.
本发明技术方案,具有如下优点:The technical solution of the present invention has the following advantages:
1.本发明提供的摔倒检测定位方法和装置,包括三级判断:判断合加速度是否大于第一阈值;判断运动状态变化强度数值是否大于第二阈值;判断姿态角是否大于第三阈值。通过上述的三级判断得到的判定人体是否摔倒的结果准确率高,排除了多种正常运动状态的干扰,且上述的每一级判断都相互独立的进行,且只有当前一级判断为疑似摔倒的情况下,后一级才会进行判断,如此设置既可以提高系统的准确率,同时也极大的简化算法,提高实时性。1. The fall detection and location method and device provided by the present invention include three levels of judgment: judging whether the combined acceleration is greater than the first threshold; judging whether the movement state change intensity value is greater than the second threshold; judging whether the attitude angle is greater than the third threshold. The result of judging whether the human body has fallen through the above-mentioned three-level judgment has a high accuracy rate, and the interference of various normal motion states is excluded, and each of the above-mentioned judgments is carried out independently of each other, and only the current first-level judgment is suspected In the case of a fall, the latter stage will make a judgment. This setting can not only improve the accuracy of the system, but also greatly simplify the algorithm and improve real-time performance.
2.本发明提供的摔倒检测定位方法和装置,在判断姿态角大于第三阈值后,还可以包括第四级判断:判断合加速度与重力加速度的差值是否在预设范围内。由于人体摔倒后,一般处于静止的状态,则此时的合加速度应当接近重力加速度,所以通过设置上述的第四级判断,更加提高了判定人体是否摔倒的准确性,提高了系统的可靠性,降低了误判率。2. The fall detection and positioning method and device provided by the present invention may further include a fourth level of judgment after judging that the attitude angle is greater than the third threshold: judging whether the difference between the resultant acceleration and the acceleration of gravity is within a preset range. Since the human body is generally in a static state after a fall, the resultant acceleration at this time should be close to the acceleration of gravity. Therefore, by setting the above-mentioned fourth-level judgment, the accuracy of judging whether the human body has fallen is further improved, and the reliability of the system is improved. , reducing the misjudgment rate.
3.本发明提供的摔倒检测定位方法和装置,对第一加速度、第二加速度以及第三加速度进行采样的频率f等于计算合加速度SVM的速率f,从而使得人体运动状态变化强度数值MADS只通过计算间隔时间差为的两次合加速度SVM的差值即可以得到,进一步简化了算法,提高了摔倒检测的时效性。3. In the method and device for fall detection and positioning provided by the present invention, the frequency f at which the first acceleration, the second acceleration and the third acceleration are sampled is equal to the rate f at which the combined acceleration SVM is calculated, so that the human body movement state change intensity value MADS is only By calculating the interval time difference as The difference between the two combined acceleration SVMs can be obtained, which further simplifies the algorithm and improves the timeliness of fall detection.
4.本发明提供的摔倒检测定位装置,通过设置声光报警模块,使得人体摔倒后便于被外界的人发现,及时救援;设置紧急求救按钮,便于使用该装置的老人主动求救;设置复位按钮使得该装置更加智能,当老人摔倒后确认自身无碍时,在预设时间内按下该复位按钮则可以取消向指定手机发送当前位置信息。4. The fall detection and positioning device provided by the present invention is provided with an acousto-optic alarm module, so that after the human body falls, it is easy to be discovered by outsiders and rescued in time; an emergency button is set to facilitate the elderly who use the device to actively call for help; set reset The button makes the device more intelligent. When the old man falls down and confirms that he is not hindered, pressing the reset button within a preset time can cancel sending the current location information to the designated mobile phone.
附图说明Description of drawings
为了更清楚地说明本发明具体实施方式或现有技术中的技术方案,下面将对具体实施方式或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图是本发明的一些实施方式,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the specific implementation of the present invention or the technical solutions in the prior art, the following will briefly introduce the accompanying drawings that need to be used in the specific implementation or description of the prior art. Obviously, the accompanying drawings in the following description The drawings show some implementations of the present invention, and those skilled in the art can obtain other drawings based on these drawings without any creative work.
图1为本发明实施例1中摔倒检测定位方法的一个具体示例的流程图;FIG. 1 is a flowchart of a specific example of a fall detection and positioning method in Embodiment 1 of the present invention;
图2为本发明实施例1中摔倒检测定位方法中人体加速度坐标系的示意图;2 is a schematic diagram of a human body acceleration coordinate system in the fall detection and positioning method in Embodiment 1 of the present invention;
图3为本发明实施例1中摔倒检测定位方法中人体姿态角的示意图;FIG. 3 is a schematic diagram of human body posture angles in the fall detection and positioning method in Embodiment 1 of the present invention;
图4为本发明实施例2中摔倒检测定位装置的一个具体示例的原理框图;FIG. 4 is a functional block diagram of a specific example of a fall detection and positioning device in Embodiment 2 of the present invention;
附图标记:1-定位模块;2-控制模块;3-通信模块;4-加速度采集模块;5-声光报警模块;6-紧急求救按钮;7-复位按钮。Reference signs: 1-positioning module; 2-control module; 3-communication module; 4-acceleration acquisition module; 5-sound and light alarm module; 6-emergency button; 7-reset button.
具体实施方式detailed description
下面将结合附图对本发明的技术方案进行清楚、完整地描述,显然,所描述的实施例是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The technical solutions of the present invention will be clearly and completely described below in conjunction with the accompanying drawings. Apparently, the described embodiments are some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.
在本发明的描述中,需要说明的是,术语“中心”、“上”、“下”、“左”、“右”、“竖直”、“水平”、“内”、“外”等指示的方位或位置关系为基于附图所示的方位或位置关系,仅是为了便于描述本发明和简化描述,而不是指示或暗示所指的装置或元件必须具有特定的方位、以特定的方位构造和操作,因此不能理解为对本发明的限制。此外,术语“第一”、“第二”、“第三”仅用于描述目的,而不能理解为指示或暗示相对重要性。In the description of the present invention, it should be noted that the terms "center", "upper", "lower", "left", "right", "vertical", "horizontal", "inner", "outer" etc. The indicated orientation or positional relationship is based on the orientation or positional relationship shown in the drawings, and is only for the convenience of describing the present invention and simplifying the description, rather than indicating or implying that the referred device or element must have a specific orientation, or in a specific orientation. construction and operation, therefore, should not be construed as limiting the invention. In addition, the terms "first", "second", and "third" are used for descriptive purposes only, and should not be construed as indicating or implying relative importance.
在本发明的描述中,需要说明的是,除非另有明确的规定和限定,术语“安装”、“相连”、“连接”应做广义理解,例如,可以是固定连接,也可以是可拆卸连接,或一体地连接;可以是机械连接,也可以是电连接;可以是直接相连,也可以通过中间媒介间接相连,还可以是两个元件内部的连通,可以是无线连接,也可以是有线连接。对于本领域的普通技术人员而言,可以具体情况理解上述术语在本发明中的具体含义。In the description of the present invention, it should be noted that unless otherwise specified and limited, the terms "installation", "connection" and "connection" should be understood in a broad sense, for example, it can be a fixed connection or a detachable connection. Connected, or integrally connected; it can be mechanically or electrically connected; it can be directly connected, or indirectly connected through an intermediary, or it can be the internal communication of two components, which can be wireless or wired connect. Those of ordinary skill in the art can understand the specific meanings of the above terms in the present invention in specific situations.
此外,下面所描述的本发明不同实施方式中所涉及的技术特征只要彼此之间未构成冲突就可以相互结合。In addition, the technical features involved in the different embodiments of the present invention described below may be combined with each other as long as there is no conflict with each other.
实施例1Example 1
如图1所示,本实施例提供一种摔倒检测定位方法,可以包括:As shown in Figure 1, this embodiment provides a fall detection and positioning method, which may include:
S1:获取人体合加速度,并判断合加速度是否大于第一阈值,若是,则转入步骤S2;若否,则继续执行步骤S1。其中,人体合加速度的数值大小表明了人体受到的冲击力的大小,即人体的运动强度,数值越大说明人体受到的冲击力越大。利用人体日常生活的合加速度SVM和摔倒时的合加速度SVM的差别来进行摔倒的第一级判断,即日常生活的合加速度SVM值即为第一阈值的大小。日常生活中的跑步的合加速度SVM一般小于2.5g;走路的合加速度SVM一般小于1.5g;所以,第一阈值的取值范围可以为2.8g-3.2g,优选为3g。S1: Obtain the resultant acceleration of the human body, and judge whether the resultant acceleration is greater than the first threshold, if yes, go to step S2; if not, continue to execute step S1. Among them, the numerical value of the combined acceleration of the human body indicates the size of the impact force received by the human body, that is, the exercise intensity of the human body. The larger the value, the greater the impact force received by the human body. The difference between the total acceleration SVM of human daily life and the total acceleration SVM of falling is used to judge the first level of falling, that is, the value of the total acceleration SVM of daily life is the size of the first threshold. The combined acceleration SVM of running in daily life is generally less than 2.5g; the combined acceleration SVM of walking is generally less than 1.5g; therefore, the value range of the first threshold can be 2.8g-3.2g, preferably 3g.
在步骤S1中,获取人体合加速度SVM可以采用如下方式实现:In step S1, obtaining the human body combined acceleration SVM can be implemented in the following manner:
如图2所示,建立人体三维直角坐标系,设定人体站立时的水平向前的方向为X轴正方向;人体站立时的水平向左的方向为Y轴正方向;人体站立时的垂直向上的方向为Z轴正方向;X、Y、Z三轴相互垂直;As shown in Figure 2, a three-dimensional rectangular coordinate system of the human body is established, and the horizontal forward direction when the human body is standing is set as the positive direction of the X-axis; the horizontal direction to the left when the human body is standing is the positive direction of the Y-axis; the vertical direction when the human body is standing The upward direction is the positive direction of the Z axis; the X, Y, and Z axes are perpendicular to each other;
获取X轴方向的第一加速度Ax;获取Y轴方向的第二加速度Ay;获取Z轴方向的第三加速度Az;则:所述合加速度 Obtain the first acceleration Ax in the X-axis direction; obtain the second acceleration Ay in the Y-axis direction; obtain the third acceleration Az in the Z-axis direction; then: the resultant acceleration
S2:根据合加速度获取人体运动状态变化强度数值,并判断运动状态变化强度数值是否大于第二阈值,若是,则转入步骤S3;若否,则转入步骤S1。其中,人体运动状态变化强度数值MADS的大小表明了人体运动变化的快慢,其数值越大表明人体运动的变化越快。正常情况下人体运动状态变化强度数值MADS比较小,通过检测人体运动状态变化强度数值MADS可以提高摔倒判定的正确率。第二阈值的取值范围可以为:150g/s-200g/s,优选为160g/s。S2: Acquire the value of the change intensity of the human motion state according to the combined acceleration, and judge whether the value of the change intensity of the motion state is greater than the second threshold, if yes, go to step S3; if not, go to step S1. Among them, the magnitude of the intensity value MADS of the human body movement state indicates the speed of the change of the human body movement, and the larger the value, the faster the change of the human body movement. Under normal circumstances, the value MADS of the change intensity of the human motion state is relatively small, and the correct rate of fall judgment can be improved by detecting the value MADS of the change intensity of the human motion state. The value range of the second threshold may be: 150g/s-200g/s, preferably 160g/s.
人体运动状态变化强度数值MADS的定义为即微分合加速度幅值的绝对平均值。若采用该种方式计算人体运动状态变化强度数值MADS则需要进行微分积分运算,势必会导致摔倒检测的实时性差,本实施方式中给出了一种简化算法如下:MADS is defined as the intensity value of human movement state change as That is, the absolute average value of differential and combined acceleration amplitudes. If this method is used to calculate the intensity value MADS of the human body motion state change, differential and integral calculations are required, which will inevitably lead to poor real-time performance of fall detection. A simplified algorithm is provided in this embodiment as follows:
对第一加速度、第二加速度以及第三加速度采样的频率设定为f(如:100HZ),且计算合加速度SVM的速率也设定为f(如:100HZ);因此每一个离散的合加速度SVM值的时间差固定为由于,离散的微分计算可以用差商计算来代替,又因为合加速度SVM的时间间隔相同,那么只通过计算两次合加速度SVM的差值即可以反应人体运动状态变化强度数值MADS的大小,从而反应了人体运动状态变化的剧烈程度。即:人体运动状态变化强度数值其中,tn时刻的所述合加速度;tn-1时刻的所述合加速度;tn时刻的下一时刻为tn-1时刻,且两者之间的时间差为如此设置,简化了算法,提高了摔倒检测的时效性。The frequency of sampling the first acceleration, the second acceleration and the third acceleration is set to f (eg: 100HZ), and the rate of calculating the combined acceleration SVM is also set to f (eg: 100HZ); therefore each discrete combined acceleration The time difference of the SVM values is fixed as Because the discrete differential calculation can be replaced by the difference quotient calculation, and because the time interval of the resultant acceleration SVM is the same, then only by calculating the difference of the resultant acceleration SVM twice, it can reflect the magnitude of the human body movement state change intensity value MADS, thus It reflects the severity of changes in the state of human movement. That is: the value of the intensity of changes in the state of human motion in, The resultant acceleration at time t n ; The resultant acceleration at tn -1 moment; the next moment at tn moment is tn -1 moment, and the time difference between the two is Such setting simplifies the algorithm and improves the timeliness of fall detection.
S3:延时预设时间获取人体姿态角,并判断姿态角是否大于第三阈值;若是,则转入步骤S4;若否,则转入步骤S1。由于人体发生摔倒时,一般2s左右会倒地,所以延时预设时间(如2s)后获取人体姿态角,可以保证检测的准确性。第三阈值的取值范围可以为55°-65°,优选为60°。S3: Delay the preset time to obtain the human body posture angle, and judge whether the posture angle is greater than the third threshold; if yes, go to step S4; if not, go to step S1. When the human body falls, it will generally fall to the ground in about 2s, so the accuracy of the detection can be guaranteed by obtaining the human body posture angle after a preset time delay (such as 2s). The value range of the third threshold may be 55°-65°, preferably 60°.
由于摔倒的运动状态是比较剧烈的,则在步骤S1中,检测人体合加速度SVM可以将人体运动状态中最不剧烈的活动(如:步行和站立等)排除掉;在步骤S2中,检测人体运动状态变化强度数值MADS可以将一些日常生活中的运动排除掉(如:后仰,躺下,下腰等)。但是,由于日常生活中的运动可能也会满足SVM和MADS的阈值(如跳跃),而要区分像跳跃这样的运动和摔倒的区别就需要第三级判断。当第一二级判断为疑似摔倒后,进行步骤S3中对姿态角的判断。人体摔倒过程分为加速下落,触地和静止,其过程中的人体加速度变化为失重,超重和静止。Because the state of motion of falling is relatively violent, then in step S1, detecting the combined acceleration SVM of the human body can get rid of the least violent activities (such as: walking and standing, etc.) in the state of motion of the human body; in step S2, detecting MADS can exclude some daily activities (such as: leaning back, lying down, lowering the waist, etc.). However, since activities of daily life may also satisfy the SVM and MADS thresholds (such as jumping), distinguishing the difference between sports like jumping and falling requires a third-level judgment. When the first and second levels are determined as a suspected fall, the determination of the attitude angle in step S3 is performed. The fall process of the human body is divided into accelerated falling, ground contact and static, and the acceleration of the human body during the process is weightless, overweight and static.
作为一种具体实现方式,如图3所示,人体姿态角其中,Az:第三加速度;g:重力加速度。As a specific implementation, as shown in Figure 3, the human body posture angle Among them, Az: third acceleration; g: gravitational acceleration.
S4:判定人体摔倒。S4: It is determined that the human body has fallen.
通过步骤S1-S3中的三级判断得到的判定人体是否摔倒的结果准确率高,排除了多种正常运动状态的干扰,且上述的每一级判断都相互独立的进行,且只有当前一级判断为疑似摔倒的情况下,后一级才会进行判断,如此设置既可以提高系统的准确率,同时也极大的简化算法,提高实时性。The result of judging whether the human body has fallen through the three-level judgments in steps S1-S3 has a high accuracy rate, eliminating the interference of various normal motion states, and each of the above-mentioned judgments is carried out independently of each other, and only the current one When the first-level judgment is suspected of falling, the next-level judgment will be made. This setting can not only improve the accuracy of the system, but also greatly simplify the algorithm and improve real-time performance.
在上述方案的基础上,在步骤S3之后,S4之前还可以包括:On the basis of the foregoing scheme, after step S3, before S4, it may also include:
S3/:判断合加速度与重力加速度的差值是否在预设范围内,若是,则转入步骤S4;若否,则转入步骤S1。由于正常情况下摔倒后,人体基本处于静止状态,那么人体的合加速度SVM大小应当在重力加速度的左右,因此可以辅助区分剧烈运动与摔倒事件。所以设置步骤S3/中的第四级判断,更加提高了判定人体是否摔倒的准确性,提高了系统的可靠性,降低了误判率。作为一种具体实现方式,该步骤中提及的差值的预设范围可以为:±6;优选为差值在±5的范围内,即:如若此时的合加速度的范围为95g-105g之间,则认为若入预设范围内,判定摔倒。S3 / : judge whether the difference between the resultant acceleration and the acceleration of gravity is within the preset range, if so, then proceed to step S4; if not, then proceed to step S1. Since the human body is basically in a static state after a fall under normal circumstances, the total acceleration SVM of the human body should be around the acceleration of gravity, so it can assist in distinguishing between strenuous exercise and a fall event. Therefore, setting the fourth-level judgment in step S3 / further improves the accuracy of judging whether the human body has fallen, improves the reliability of the system, and reduces the misjudgment rate. As a specific implementation, the preset range of the difference mentioned in this step can be: ±6; preferably, the difference is within the range of ±5, that is, if the combined acceleration at this time ranges from 95g to 105g If it is within the preset range, it is considered to be a fall.
步骤S1-S3中,关于第一阈值、第二阈值、第三阈值以及步骤S3/中合加速度与重力加速度的差值的预设范围的优选值,是在以身高为170CM,体重为60KG的人体模型进行测试,根据测试结果而得到的优选值。本领域技术人员应当可以理解,人的身高和体重不同时,上述的各阈值最优选的取值也可能不一样。In steps S1-S3, the preferred values for the preset range of the first threshold, the second threshold, the third threshold and the difference between the combined acceleration and the acceleration of gravity in step S3 / are based on a height of 170CM and a body weight of 60KG The human body model is tested, and the preferred value is obtained according to the test results. Those skilled in the art should understand that when people have different heights and weights, the most preferred values of the above thresholds may also be different.
实施例2Example 2
如图4所示,本实施例提供一种摔倒检测定位装置,由于最能反应人体姿势的加速度为腰间和颈部,但是由于将该装置佩戴于颈部不太方便,则本实施例中提供的装置应当最好佩戴于老人的腰部。该装置可以包括:As shown in Figure 4, this embodiment provides a fall detection and positioning device, because the acceleration that can best reflect the posture of the human body is the waist and neck, but because it is not convenient to wear the device on the neck, this embodiment The device provided in should preferably be worn on the waist of an elderly person. The device can include:
定位模块1,用于定位当前位置信息。作为一种具体实现方式,该定位模块1可以采用现有技术中的GPS定位模块和/或北斗定位模块来实现,在此不做详细描述。The positioning module 1 is used for locating the current position information. As a specific implementation manner, the positioning module 1 can be realized by using a GPS positioning module and/or a Beidou positioning module in the prior art, which will not be described in detail here.
控制模块2,用于按照实施例1中描述的方法以判定人体是否摔倒;当判定人体摔倒时,延迟预设时间从定位模块1中调取当前位置信息并将其发送给通信模块3;该延迟的预设时间可以为具体根据需要进行设置即可,如:0s-10s之间。The control module 2 is used to determine whether the human body has fallen according to the method described in Embodiment 1; when it is determined that the human body has fallen, delay the preset time to retrieve the current position information from the positioning module 1 and send it to the communication module 3 ; The preset time of the delay can be set according to specific needs, such as: between 0s-10s.
通信模块3,用于接收控制模块2发送的位置信息并将其发送至预定手机。The communication module 3 is used to receive the location information sent by the control module 2 and send it to a predetermined mobile phone.
在上述方案的基础上,本实施例提供的装置还可以包括加速度采集模块4,用于获取第一加速度、第二加速度以及第三加速度,并发送至控制模块2。On the basis of the above solution, the device provided by this embodiment may further include an acceleration acquisition module 4 for acquiring the first acceleration, the second acceleration and the third acceleration and sending them to the control module 2 .
在上述方案的基础上,还可以包括声光报警模块5,用于当所述控制模块2判定人体摔倒后进行声光报警。通过设置声光报警模块5,使得人体摔倒后便于被外界的人发现,及时救援。On the basis of the above solution, an audible and visual alarm module 5 may also be included, which is used to issue an audible and visual alarm when the control module 2 determines that the human body has fallen. By arranging the sound and light alarm module 5, the human body is easy to be discovered by outsiders after a fall, and rescued in time.
在上述方案的基础上,还可以包括紧急求救按钮6,当按下紧急求救按钮6时,控制模块2从定位模块1中调取当前位置信息并通过通信模块3将其发送至预设手机。如此设置,便于使用该装置的老人主动求救,方便使用。On the basis of the above solution, an emergency button 6 may also be included. When the emergency button 6 is pressed, the control module 2 retrieves the current location information from the positioning module 1 and sends it to the preset mobile phone through the communication module 3 . Such arrangement makes it easy for the old man who uses the device to ask for help actively, which is convenient to use.
在上述方案的基础上,还可以包括复位按钮7,当控制模块2判定人体摔倒时,若在延迟的预设时间内(该时间与控制模块2中延迟预设时间从定位模块1中调取当前位置信息的时间一致)按下复位按钮7,则控制模块2不从定位模块1中调取当前位置信息;这便使得当老人摔倒后确认自身无碍时,在预设时间内按下该复位按钮7则可以取消向指定手机发送位置信息,便于使用。On the basis of the above scheme, a reset button 7 can also be included. When the control module 2 judges that the human body has fallen, if within the preset time of delay (this time is the same as the delay preset time in the control module 2, it is adjusted from the positioning module 1). The time to get the current location information is consistent) press the reset button 7, then the control module 2 will not retrieve the current location information from the positioning module 1; Pressing the reset button 7 can cancel sending the location information to the designated mobile phone, which is easy to use.
在上述方案的基础上,定位模块1还可以用于每间隔预设时间将当前位置信息发送至控制模块2,当位置信息超出预设范围时,控制模块2控制通信模块3将当前位置信息发送至预设手机。该功能即为电子地图栅栏功能,其指的是:如果携带摔倒检测装置的老人走出了所划定的地理区域范围,系统将主动报警。地图栅栏功能可以避免老人因迷路而走得太远,带来安全隐患。由于GPS或者北斗的有效定位必须在室外,在大多是的室内得不到有效的GPS或者北斗定位信息。为了提高系统的稳定性,就必须保证定位数据稳定准确。因此,定位模块1每间隔预设时间将当前位置信息发送至控制模块2,保证了系统的稳定性,能够让系统在不能及时获取到有效的定位信息时,可以通过读取控制模块2中存储的位置信息来进行报警,从而提高摔倒检测装置的效率和可靠性。On the basis of the above scheme, the positioning module 1 can also be used to send the current location information to the control module 2 at preset time intervals. When the location information exceeds the preset range, the control module 2 controls the communication module 3 to send the current location information to to the default phone. This function is the electronic map fence function, which means that if the old man carrying the fall detection device walks out of the designated geographical area, the system will actively call the police. The map fence function can prevent the elderly from going too far due to getting lost, which may cause safety hazards. Since the effective positioning of GPS or Beidou must be outdoors, effective GPS or Beidou positioning information cannot be obtained in most indoors. In order to improve the stability of the system, it is necessary to ensure that the positioning data is stable and accurate. Therefore, the positioning module 1 sends the current position information to the control module 2 every preset time interval, which ensures the stability of the system and enables the system to read the information stored in the control module 2 when the effective positioning information cannot be obtained in time. The location information of the system is used to alarm, thereby improving the efficiency and reliability of the fall detection device.
为了让本实施例提供的摔倒检测装置更加的实用,本实施例提供的装置中的通信模块3还用于接收预定的手机号码发送的查询指令并将其发送至控制模块2;当控制模块2接收到该查询指令时控制通信模块3将当前位置信息发送至发送查询指令的手机号码。即:当佩戴该装置的老人的亲属想知道老人的位置信息时,可以通过手机拨打电话到老人的摔倒检测终端;摔倒检测终端收到查询指令时,通过短信的方式发回GPS获取的位置信息。In order to make the fall detection device provided by this embodiment more practical, the communication module 3 in the device provided by this embodiment is also used to receive an inquiry command sent by a predetermined mobile phone number and send it to the control module 2; when the control module 2. When receiving the query instruction, control the communication module 3 to send the current location information to the mobile phone number that sent the query instruction. That is: when the relatives of the elderly wearing the device want to know the location information of the elderly, they can call the elderly's fall detection terminal through the mobile phone; when the fall detection terminal receives the query command, it will send back the information obtained by GPS through SMS. location information.
为了保护老人的隐私,控制模块2还对每一个发送查询指令的手机号码进行判定,判断是否为控制模块2中存储的预定的手机号码,如果不是则不发回定位信息。In order to protect the privacy of the old man, the control module 2 also judges each mobile phone number that sends the query command, and judges whether it is the predetermined mobile phone number stored in the control module 2, if not, the positioning information is not sent back.
本领域内的技术人员应明白,本发明的实施例可提供为方法、系统、或计算机程序产品。因此,本发明可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本发明可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。Those skilled in the art should understand that the embodiments of the present invention may be provided as methods, systems, or computer program products. Accordingly, the present invention can take the form of an entirely hardware embodiment, an entirely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.
本发明是参照根据本发明实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It should be understood that each procedure and/or block in the flowchart and/or block diagram, and a combination of procedures and/or blocks in the flowchart and/or block diagram can be realized by computer program instructions. These computer program instructions may be provided to a general purpose computer, special purpose computer, embedded processor, or processor of other programmable data processing equipment to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing equipment produce a An apparatus for realizing the functions specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing apparatus to operate in a specific manner, such that the instructions stored in the computer-readable memory produce an article of manufacture comprising instruction means, the instructions The device realizes the function specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded onto a computer or other programmable data processing device, causing a series of operational steps to be performed on the computer or other programmable device to produce a computer-implemented process, thereby The instructions provide steps for implementing the functions specified in the flow diagram procedure or procedures and/or block diagram procedures or blocks.
显然,上述实施例仅仅是为清楚地说明所作的举例,而并非对实施方式的限定。对于所属领域的普通技术人员来说,在上述说明的基础上还可以做出其它不同形式的变化或变动。这里无需也无法对所有的实施方式予以穷举。而由此所引伸出的显而易见的变化或变动仍处于本发明创造的保护范围之中。Apparently, the above-mentioned embodiments are only examples for clear description, rather than limiting the implementation. For those of ordinary skill in the art, other changes or changes in different forms can be made on the basis of the above description. It is not necessary and impossible to exhaustively list all the implementation manners here. And the obvious changes or changes derived therefrom are still within the scope of protection of the present invention.
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CN106373335A (en) * | 2016-08-16 | 2017-02-01 | 中国人民解放军海军工程大学 | Inertial technology based and Android phone applied detection and smart alarm method for old people's fall |
CN107292913B (en) * | 2017-06-12 | 2020-06-23 | 大连海事大学 | A video-based multi-stage fall detection method |
CN108109336B (en) * | 2017-11-28 | 2020-11-13 | 北京品驰医疗设备有限公司 | Human body falling identification method based on acceleration sensor |
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CN109961058B (en) * | 2019-04-03 | 2021-06-04 | 长沙军民先进技术研究有限公司 | Non-contact fall detection method and device |
CN110602323B (en) * | 2019-09-12 | 2021-04-20 | 奇酷互联网络科技(深圳)有限公司 | Tumble monitoring method, terminal and storage device |
CN110708422A (en) * | 2019-09-24 | 2020-01-17 | 捷开通讯(深圳)有限公司 | Intelligent emergency method, device, storage medium and terminal |
CN111210595A (en) * | 2020-01-15 | 2020-05-29 | 广东工业大学 | Human fall detection and warning method, device and computer readable storage medium |
CN112233374B (en) * | 2020-09-21 | 2022-06-21 | 中国科学院深圳先进技术研究院 | A fall detection method, system, terminal and storage medium |
CN112336341A (en) * | 2020-10-27 | 2021-02-09 | 华东光电集成器件研究所 | Human body falling detection system based on inertia and position sensors |
CN112438726A (en) * | 2020-11-20 | 2021-03-05 | 深圳市卓翼科技股份有限公司 | Fall alarm method based on wearable device, wearable device and storage medium |
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CN114495426A (en) * | 2022-03-24 | 2022-05-13 | 山东建筑大学 | An anti-fall detection and protection system and method |
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WO2024077550A1 (en) * | 2022-10-13 | 2024-04-18 | 深圳市锐明技术股份有限公司 | Alarm method, alarm apparatus, control device and storage medium |
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CN104000596B (en) * | 2014-05-29 | 2019-10-11 | 上海斐讯数据通信技术有限公司 | A fall detection method based on mobile terminal |
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