TWI609671B - Signal detection method - Google Patents

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TWI609671B
TWI609671B TW105130272A TW105130272A TWI609671B TW I609671 B TWI609671 B TW I609671B TW 105130272 A TW105130272 A TW 105130272A TW 105130272 A TW105130272 A TW 105130272A TW I609671 B TWI609671 B TW I609671B
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sampling point
slope
region
value
slope value
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TW201811261A (en
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Cang-Gui You
Jin-Feng Chen
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Description

訊號偵測方法 Signal detection method

本發明是有關於一種訊號偵測方法,特別是指一種關於光學血液容積(Photoplethysmography;PPG)感測器所獲得的光體積變化訊號之峰峰值間隔(Peak to Peak Interval;PPI)如何偵測的訊號偵測方法。 The invention relates to a signal detecting method, in particular to a method for detecting a peak to peak interval (PPI) of a light volume change signal obtained by an optical blood volume (PPG) sensor. Signal detection method.

光學血液容積(Photoplethysmography;PPG)感測器是一種利用光在穿過人體時所造成的衰減量變化的物理現象,進而獲得相關於該衰減量變化的一光體積變化訊號。目前,光學血液容積感測器已廣泛地應用在穿戴式裝置,以收集人體生理狀態的資料,進而即時地偵測與紀錄心跳或血壓等資訊。舉例來說,當光學血液容積感測器運用在人體的手腕時,因為手腕的血管會隨著心臟的跳動而有明顯的體積變化,該光體積變化訊號便會具有週期性且呈現上下起伏的波形,而藉由該光體積變化訊號則能計算人體的心跳或其他生理狀態的資訊。然而,對於如何準確地獲得光學血液容積感測器的光體積變化訊號的峰峰值間隔(Peak to Peak Interval;PPI)便成為一個重要的課題。 The Photoplethysmography (PPG) sensor is a physical phenomenon that utilizes a change in the amount of attenuation caused by light passing through a human body, thereby obtaining a light volume change signal associated with the change in the amount of attenuation. At present, optical blood volume sensors have been widely used in wearable devices to collect data on physiological conditions of the human body, thereby instantly detecting and recording information such as heartbeat or blood pressure. For example, when the optical blood volume sensor is applied to the wrist of a human body, since the blood vessel of the wrist has a significant volume change with the beating of the heart, the light volume change signal will be periodic and exhibiting ups and downs. The waveform, and the light volume change signal can calculate the heartbeat or other physiological state information of the human body. However, how to accurately obtain the peak-to-peak interval of the optical volume change signal of the optical blood volume sensor (Peak to Peak) Interval; PPI) has become an important issue.

因此,本發明的目的,即在提供一種準確獲得光體積變化訊號的峰峰值間隔的訊號偵測方法。 Accordingly, it is an object of the present invention to provide a signal detecting method for accurately obtaining a peak-to-peak interval of a light volume change signal.

於是,本發明訊號偵測方法,適用於處理來自光學血液容積(Photoplethysmography;PPG)感測器所獲得的一光體積變化訊號,該光體積變化訊號是一種數位訊號,該訊號偵測方法包含以下步驟:(a)藉由一濾波器對該光體積變化訊號作基線濾波及帶通濾波;(b)藉由一處理器對步驟(a)處理過的該光體積變化訊號所包含的每一取樣點,計算一對應的區域斜率值,定義該光體積變化訊號包括N個取樣點,N為正整數,對應第i個取樣點的該區域斜率值相關於第i-2個取樣點、第i-1個取樣點、第i個取樣點、第i+1個取樣點、及第i+2個取樣點,i為0至(N-1)的整數;(c)藉由該處理器根據一門檻值,當對應第i個取樣點的該區域斜率值大於該門檻值的二分之一時,判斷對應第i個取樣點的該區域斜率值為對應第i個取樣點的一區域最大斜率值,該門檻值相關於對應第i-1個取樣點的該門檻值及對應第i個取樣點的該區域斜率值;及(d)藉由該處理器在每一區域最大斜率值之後的該等取樣點中, 搜尋對應該區域斜率值由正轉負的該取樣點,並決定對應該區域斜率值由正轉負的該取樣點為一波峰位置。 Therefore, the signal detecting method of the present invention is suitable for processing a light volume change signal obtained from a photoplethysmography (PPG) sensor, wherein the light volume change signal is a digital signal, and the signal detecting method includes the following: Step: (a) performing baseline filtering and band pass filtering on the optical volume change signal by a filter; (b) each of the optical volume change signals processed by the processor (a) by the processor (a) Sampling point, calculating a corresponding region slope value, defining that the light volume change signal includes N sampling points, N is a positive integer, and the slope value of the region corresponding to the i-th sampling point is related to the i-2th sampling point, I-1 sampling points, ith sampling points, i+1th sampling points, and i+2 sampling points, i is an integer from 0 to (N-1); (c) by the processor According to a threshold, when the slope value of the region corresponding to the i-th sampling point is greater than one-half of the threshold value, determining that the slope value of the region corresponding to the i-th sampling point is an area corresponding to the i-th sampling point Maximum slope value, the threshold value is related to the threshold corresponding to the i-1th sampling point And the corresponding i-th sampling point value of the slope region; and (d) by the processor in each zone of such sample points after the maximum slope value, Search for the sampling point corresponding to the slope value of the region from positive to negative, and determine that the sampling point corresponding to the slope value of the region is a peak position.

在一些實施態樣中,其中,在步驟(a)中,該濾波器所作的帶通濾波是保留該光體積變化訊號介於0.5赫茲(Hz)與4赫茲之間的頻帶。 In some implementations, wherein in step (a), the bandpass filtering of the filter is to preserve a frequency band between 0.5 Hz and 4 Hz.

在一些實施態樣中,其中,在步驟(b)中,對應第i個取樣點的該區域斜率值等於3*S3+S1+3*S2+S4,其中,S1為第i-2個取樣點及第i-1個取樣點之間的斜率,S2為第i-1個取樣點及第i個取樣點之間的斜率,S3為第i個取樣點及第i+1個取樣點之間的斜率,S4為第i+1個取樣點及第i+2個取樣點之間的斜率。 In some implementations, wherein in step (b), the slope value of the region corresponding to the i-th sampling point is equal to 3*S3+S1+3*S2+S4, wherein S1 is the i-th sampling The slope between the point and the i-1th sampling point, S2 is the slope between the i-1th sampling point and the i th sampling point, and S3 is the i th sampling point and the i+1th sampling point The slope between, S4 is the slope between the i+1th sampling point and the i+2th sampling point.

在一些實施態樣中,其中,在步驟(c)中,對應第i個取樣點的該門檻值slope_threshold_i、對應第i-1個取樣點的該門檻值slope_threshold_i-1、及對應第i個取樣點的該區域斜率值input_slope的關係如下,slope_threshold_i=(slope_threshold_i-1+input_slope)/2。 In some implementations, in step (c), the threshold value slope_threshold_i corresponding to the i-th sampling point, the threshold value slope_threshold_i-1 corresponding to the i-1th sampling point, and the corresponding i-th sampling The relationship of the region slope value input_slope of the point is as follows, slope_threshold_i=(slope_threshold_i-1+input_slope)/2.

在一些實施態樣中,其中,在步驟(d)中,該處理器在每一區域最大斜率值之後的該等取樣點中,還搜尋對應該區域斜率值由負轉正的該取樣點,並還決定對應該區域斜率值由負轉正的該取樣點為一波谷位置。 In some implementations, wherein in step (d), the processor further searches for the sampling point corresponding to the slope value of the region from negative to positive in the sampling points after the maximum slope value of each region, and It is also decided that the sampling point corresponding to the region slope value from negative to positive is a trough position.

在一些實施態樣中,其中,在步驟(c)中,當該處理器判 斷對應第i個取樣點的該區域斜率值為對應第i個取樣點的該區域最大斜率值時,該處理器判斷在該第i個取樣點之後的一預定時間內的該等區域斜率值都不會是該等區域斜率最大值。 In some implementations, wherein, in step (c), when the processor When the slope value of the region corresponding to the ith sampling point is the maximum slope value of the region corresponding to the ith sampling point, the processor determines the slope value of the regions within a predetermined time after the ith sampling point. Neither will the slope of these areas be the maximum.

在一些實施態樣中,其中,在步驟(c)中,該預定時間等於0.24秒。 In some embodiments, wherein in step (c), the predetermined time is equal to 0.24 seconds.

在一些實施態樣中,其中,該光體積變化訊號所包含的每一取樣點的時間間隔介於4毫秒與40毫秒(ms)之間。 In some implementations, wherein the time interval of each sampling point included in the light volume change signal is between 4 milliseconds and 40 milliseconds (ms).

本發明的功效在於:藉由該門檻值的動態調整,以決定每一區域斜率值是否為一區域最大斜率值,進而根據每一區域最大斜率值的位置,搜尋並決定該等取樣點中的該等波峰位置,使得該光體積變化訊號的峰峰值間隔能不受其他因素干擾而正確地偵測。 The effect of the invention is that: by dynamically adjusting the threshold value, it is determined whether the slope value of each region is the maximum slope value of a region, and then searching and determining the locations of the sampling points according to the position of the maximum slope value of each region. The peak positions are such that the peak-to-peak spacing of the light volume change signal is correctly detected without interference from other factors.

(a)~(d)‧‧‧步驟 (a)~(d)‧‧‧ steps

PP1~PP6‧‧‧取樣點 PP1~PP6‧‧‧ sampling point

S1~S4‧‧‧斜率 S1~S4‧‧‧ slope

M1~M6‧‧‧位置 M1~M6‧‧‧ position

P1~P6‧‧‧位置 P1~P6‧‧‧ position

本發明的其他的特徵及功效,將於參照圖式的實施方式中清楚地呈現,其中:圖1是一流程圖,說明本發明訊號偵測方法的一實施例的步驟流程;圖2是一示意圖,說明該實施例的一光體積變化訊號的態樣;圖3是一示意圖,說明該實施例的步驟(a)處理後的該光體積變化訊號的態樣; 圖4是一示意圖,說明該實施例的步驟(b)如何計算一區域斜率值;及圖5是一示意圖,說明該實施例的步驟(d)所決定的該等波峰位置。 Other features and advantages of the present invention will be apparent from the embodiments of the present invention. FIG. 1 is a flow chart illustrating the flow of steps of an embodiment of the signal detecting method of the present invention; FIG. FIG. 3 is a schematic view showing a state of the light volume change signal after the step (a) of the embodiment; Figure 4 is a schematic diagram showing how step (b) of the embodiment calculates a region slope value; and Figure 5 is a schematic diagram illustrating the peak positions determined by step (d) of the embodiment.

在本發明被詳細描述的前,應當注意在以下的說明內容中,類似的元件是以相同的編號來表示。 Before the present invention is described in detail, it should be noted that in the following description, similar elements are denoted by the same reference numerals.

參閱圖1,本發明訊號偵測方法的一實施例,適用於處理來自光學血液容積(Photoplethysmography;PPG)感測器所獲得的一光體積變化訊號,該光體積變化訊號是一種數位訊號。更精確地說,該PPG感測器先產生一類比的光體積變化訊號,再作類比數位的轉換,而輸出該數位的光體積變化訊號。此外,該光體積變化訊號的類比數位轉換並不限於由該PPG感測器執行,也可由其他電子裝置執行。該光體積變化訊號包括N個取樣點,依照取樣的順序依序為第0個取樣點、第1個取樣點...第i個取樣點...第N-1個取樣點,其中,N為正整數,i為0至(N-1)的整數。在本實施例中,該光體積變化訊號的每一取樣點的時間間隔為4毫秒(ms),也就是說,該光體積變化訊號是以250赫茲的取樣頻率所擷取而獲得。而在其他實施例中,取樣頻率也可以介於25赫茲與250赫茲之間,也 就是說,該光體積變化訊號的每一取樣點的時間間隔介於4毫秒與40毫秒之間。 Referring to FIG. 1, an embodiment of the signal detecting method of the present invention is suitable for processing a light volume change signal obtained from an optical blood volume (PPG) sensor, and the light volume change signal is a digital signal. More precisely, the PPG sensor first generates an analog light volume change signal, and then performs an analog digital conversion, and outputs the digital light volume change signal of the digital position. Moreover, the analog digital conversion of the optical volume change signal is not limited to being performed by the PPG sensor, but may be performed by other electronic devices. The light volume change signal includes N sampling points, which are sequentially the 0th sampling point, the 1st sampling point, the ith sampling point, the N-1th sampling point, and the N is a positive integer, and i is an integer from 0 to (N-1). In this embodiment, the time interval of each sampling point of the light volume change signal is 4 milliseconds (ms), that is, the light volume change signal is obtained by sampling at a sampling frequency of 250 Hz. In other embodiments, the sampling frequency can also be between 25 Hz and 250 Hz, also That is to say, the time interval of each sampling point of the light volume change signal is between 4 milliseconds and 40 milliseconds.

該訊號偵測方法包含步驟(a)~步驟(d)。 The signal detection method includes steps (a) to (d).

於步驟(a),藉由一濾波器對該光體積變化訊號作基線(Baseline)濾波及帶通濾波,更詳細地說,該濾波器所作的帶通濾波是保留該光體積變化訊號介於0.5赫茲(Hz)與4赫茲之間的頻帶,並濾除小於0.5赫茲及大於4赫茲的頻帶。再參閱圖2與圖3,圖2與圖3的橫軸是個數,表示為第i個取樣點,縱軸是振幅的相對大小,物理單位例如為電壓,代表光體積變化的量的大小。舉例來說,圖2是該數位的光體積變化訊號的一種原始態樣,具有基線飄移的現象,圖3是經過基線濾波及帶通濾波後的該數位的光體積訊號的一種態樣。再補充說明的是:圖2與圖3所呈現的連續折線,在實際上,若將橫軸放大檢視時,應為不連續的取樣點所組成,如圖4所示。 In step (a), the light volume change signal is subjected to baseline filtering and band pass filtering by a filter. In more detail, the band pass filtering performed by the filter retains the light volume change signal. A frequency band between 0.5 hertz (Hz) and 4 Hz, and filtering out a frequency band less than 0.5 Hz and greater than 4 Hz. Referring to FIG. 2 and FIG. 3, the horizontal axis of FIGS. 2 and 3 is a number, which is represented as the i-th sampling point, and the vertical axis is the relative magnitude of the amplitude, and the physical unit is, for example, a voltage representing the magnitude of the change in the light volume. For example, FIG. 2 is a primitive aspect of the digital volume change signal of the digit, with a phenomenon of baseline drift, and FIG. 3 is a view of the optical volume signal of the digit after baseline filtering and bandpass filtering. It is further added that the continuous fold lines shown in Fig. 2 and Fig. 3, in fact, should be composed of discontinuous sampling points if the horizontal axis is enlarged and viewed, as shown in Fig. 4.

參閱圖1,於步驟(b),藉由一處理器對步驟(a)處理過的該光體積變化訊號所包含的每一取樣點,即該N個取樣點,計算一對應的區域斜率值。且對應第i個取樣點的該區域斜率值相關於第i-2個取樣點、第i-1個取樣點、第i個取樣點、第i+1個取樣點、及第i+2個取樣點。再參閱圖4,更詳細地說,對應第i個取樣點PP3的該區域斜率值等於3*S3+S1+3*S2+S4,其中,S1為第i-2個取 樣點PP1及第i-1個取樣點PP2之間的斜率,S2為第i-1個取樣點PP2及第i個取樣點PP3之間的斜率,S3為第i個取樣點PP3及第i+1個取樣點PP4之間的斜率,S4為第i+1個取樣點PP4及第i+2個取樣點PP5之間的斜率。 Referring to FIG. 1, in step (b), a corresponding region slope value is calculated by a processor for each sampling point included in the light volume change signal processed in step (a), that is, the N sampling points. . And the slope value of the region corresponding to the ith sampling point is related to the i-2th sampling point, the i-1th sampling point, the ith sampling point, the i+1th sampling point, and the i+2th Sampling point. Referring again to FIG. 4, in more detail, the slope value of the region corresponding to the i-th sampling point PP3 is equal to 3*S3+S1+3*S2+S4, where S1 is the i-2th. The slope between the sample PP1 and the i-1th sampling point PP2, S2 is the slope between the i-1th sampling point PP2 and the i-th sampling point PP3, and S3 is the i-th sampling point PP3 and the i-th The slope between +1 sampling points PP4, S4 is the slope between the i+1th sampling point PP4 and the i+2th sampling point PP5.

參閱圖1,於步驟(c),藉由該處理器根據一門檻值,當對應第i個取樣點的該區域斜率值大於該門檻值的二分之一時,判斷對應第i個取樣點的該區域斜率值為對應第i個取樣點的一區域最大斜率值。該門檻值相關於對應第i-1個取樣點的該門檻值及對應第i個取樣點的該區域斜率值。更詳細地說,對應第i個取樣點的該門檻值slope_threshold_i、對應第i-1個取樣點的該門檻值slope_threshold_i-1、及對應第i個取樣點的該區域斜率值input_slope的關係如下,slope_threshold_i=(slope_threshold_i-1+input_slope)/2,因此,該門檻值是採用動態調整的方式來判斷每一區域斜率值是否為一區域最大斜率值。再參閱圖5,圖5與圖2或圖3相似,其橫軸是個數,表示為第i個取樣點,縱軸是振幅的相對大小,物理單位例如為電壓,代表光體積變化的量的大小,舉例來說,通過位置P1~P6的曲線為經過步驟(a)處理的該光體積變化訊號(即該N個取樣點的一部分),另一曲線為經過步驟(b)處理的該等區域斜率值,其中,通過位置P1~P6的曲線上的位置M1~M6,即為對應該等區 域最大斜率值的該等取樣點。 Referring to FIG. 1, in step (c), the processor determines, according to a threshold, that the i-th sampling point is corresponding when the slope value of the region corresponding to the i-th sampling point is greater than one-half of the threshold value. The slope value of this region is the maximum slope value of a region corresponding to the i-th sampling point. The threshold value is related to the threshold value corresponding to the i-1th sampling point and the slope value of the region corresponding to the i-th sampling point. In more detail, the relationship between the threshold value slope_threshold_i corresponding to the i-th sampling point, the threshold value slope_threshold_i-1 corresponding to the i-1th sampling point, and the slope value input_slope of the region corresponding to the i-th sampling point is as follows. Slope_threshold_i=(slope_threshold_i-1+input_slope)/2, therefore, the threshold value is dynamically adjusted to determine whether the slope value of each region is the maximum slope value of a region. Referring to FIG. 5 again, FIG. 5 is similar to FIG. 2 or FIG. 3, wherein the horizontal axis is a number, which is represented as the i-th sampling point, and the vertical axis is the relative magnitude of the amplitude, and the physical unit is, for example, a voltage representing the amount of change of the light volume. The size, for example, the curve passing through the positions P1 to P6 is the light volume change signal (ie, a part of the N sampling points) processed through the step (a), and the other curve is the processed through the step (b). The area slope value, where the position M1~M6 on the curve passing through the positions P1~P6 is the corresponding area The sampling points of the maximum slope value of the domain.

再者,在步驟(c)中,當該處理器判斷對應第i個取樣點的該區域斜率值為對應第i個取樣點的該區域最大斜率值時,該處理器判斷在該第i個取樣點之後的一預定時間內的該等區域斜率值都不會是該等區域斜率最大值。舉例來說,若該光體積變化訊號是對應PPG感測器偵測人體的血管所產生,則人體的心率在正常情況下,會小於每分鐘250下,因此,在該處理器判斷出一個區域最大斜率值之後的60/250=0.24秒內,該等取樣點應該不會再出現下一個區域最大斜率值,故,該處理器直接判斷在該預定時間(如0.24秒)內的該等區域斜率值都不會是該等區域斜率最大值,或者說,該處理器在該預定時間(如0.24秒)內,可以不作該等區域斜率值是否為該等區域斜率最大值的判斷,以節省運算處理的資源。 Furthermore, in the step (c), when the processor determines that the slope value of the region corresponding to the i-th sampling point is the maximum slope value of the region corresponding to the i-th sampling point, the processor determines that the i-th The slope values of the regions within a predetermined time after the sampling point are not the maximum slopes of the regions. For example, if the light volume change signal is generated by the PPG sensor detecting the blood vessel of the human body, the heart rate of the human body is normally less than 250 beats per minute, and therefore, an area is determined by the processor. Within 60/250 = 0.24 seconds after the maximum slope value, the sampling points should not have the maximum slope value of the next region. Therefore, the processor directly determines the regions within the predetermined time (eg, 0.24 seconds). The slope value will not be the maximum value of the slope of the regions, or the processor may not determine whether the slope value of the regions is the maximum value of the slopes of the regions during the predetermined time (eg, 0.24 seconds) to save The resources of the operation processing.

參閱圖1,於步驟(d),藉由該處理器在每一區域最大斜率值之後的該等取樣點中,搜尋對應該區域斜率值由正轉負的該取樣點,並決定對應該區域斜率值由正轉負的該取樣點為一波峰位置。再參閱圖5,舉例來說,經由步驟(c)該處理器獲得對應該等區域最大斜率值的該等取樣點,即位置M1~M6。該處理器在位置M1~M6的六個取樣點之後,搜尋並決定對應該區域斜率值由正轉負的該取樣點,即位置P1~P6,也就是說,該處理器經由步驟(d)判斷出該光體積變化訊號的各個波峰位置,也就能進而正確地偵測 該光體積變化訊號的峰峰值間隔(Peak to Peak Interval;PPI)。 Referring to FIG. 1, in step (d), the processor searches for the sampling point corresponding to the slope value of the corresponding region in the corresponding sampling point after the maximum slope value of each region, and determines the corresponding region. The slope value is a peak position from the positively negative negative sampling point. Referring again to FIG. 5, for example, via the step (c), the processor obtains the sampling points corresponding to the maximum slope value of the equal regions, that is, the positions M1 to M6. After the six sampling points of the positions M1~M6, the processor searches for and determines the sampling point corresponding to the positive slope of the region, that is, the position P1~P6, that is, the processor passes the step (d) Judging the peak position of the light volume change signal, and then correctly detecting Peak to Peak Interval (PPI) of the light volume change signal.

另外要補充說明的是:在本實施例中,經由步驟(d)可以搜尋並決定該光體積訊號的各個波峰位置,同理,在其他實施例中,該處理器在每一區域最大斜率值之後的該等取樣點中,也可以搜尋對應該區域斜率值由負轉正的該取樣點,以決定對應該區域斜率值由負轉正的該取樣點為一波谷位置,也就是搜尋並決定該光體積變化訊號的各個波谷位置。 In addition, in this embodiment, the peak positions of the optical volume signals can be searched for and determined through the step (d). Similarly, in other embodiments, the maximum slope value of the processor in each region. In the subsequent sampling points, it is also possible to search for the sampling point corresponding to the slope value of the region from negative to positive, to determine the sampling point corresponding to the slope value of the region from negative to positive, that is, to search for and determine the light. The position of each trough of the volume change signal.

綜上所述,本發明訊號偵測方法,藉由動態調整該門檻值,以決定每一區域斜率值是否為一區域最大斜率值,進而根據每一區域最大斜率值的位置,搜尋並決定該等取樣點中的該等波峰位置,使得該光體積變化訊號的峰峰值間隔能不受其他因素干擾而正確地偵測,因而能應用於心率的偵測、人體的心血管狀況的診斷、或收集人體生理狀態的資料,故確實能達成本發明的目的。 In summary, the signal detection method of the present invention dynamically adjusts the threshold value to determine whether the slope value of each region is the maximum slope value of a region, and then searches for and determines the position according to the maximum slope value of each region. The position of the peaks in the sampling points enables the peak-to-peak spacing of the light volume change signal to be correctly detected without interference from other factors, and thus can be applied to heart rate detection, diagnosis of cardiovascular conditions of the human body, or The data of the physiological state of the human body is collected, so that the object of the present invention can be achieved.

惟以上所述者,僅為本發明的實施例而已,當不能以此限定本發明實施的範圍,凡是依本發明申請專利範圍及專利說明書內容所作的簡單的等效變化與修飾,皆仍屬本發明專利涵蓋的範圍內。 However, the above is only the embodiment of the present invention, and the scope of the invention is not limited thereto, and all the simple equivalent changes and modifications according to the scope of the patent application and the patent specification of the present invention are still Within the scope of the invention patent.

(a)~(d)‧‧‧步驟 (a)~(d)‧‧‧ steps

Claims (7)

一種訊號偵測方法,適用於處理來自光學血液容積(Photoplethysmography;PPG)感測器所獲得的一光體積變化訊號,該光體積變化訊號是一種數位訊號,該訊號偵測方法包含以下步驟:(a)藉由一濾波器對該光體積變化訊號作基線濾波及帶通濾波;(b)藉由一處理器對步驟(a)處理過的該光體積變化訊號所包含的每一取樣點,計算一對應的區域斜率值,定義該光體積變化訊號包括N個取樣點,N為正整數,對應第i個取樣點的該區域斜率值相關於第i-2個取樣點、第i-1個取樣點、第i個取樣點、第i+1個取樣點、及第i+2個取樣點,i為0至(N-1)的整數,且對應第i個取樣點的該區域斜率值等於3*S3+S1+3*S2+S4,其中,S1為第i-2個取樣點及第i-1個取樣點之間的斜率,S2為第i-1個取樣點及第i個取樣點之間的斜率,S3為第i個取樣點及第i+1個取樣點之間的斜率,S4為第i+1個取樣點及第i+2個取樣點之間的斜率;(c)藉由該處理器根據一門檻值,當對應第i個取樣點的該區域斜率值大於該門檻值的二分之一時,判斷對應第i個取樣點的該區域斜率值為對應第i個取樣點的一區域最大斜率值,該門檻值相關於對應第i-1個取樣點的該門檻值及對應第i個取樣點的該區域斜率值;及(d)藉由該處理器在每一區域最大斜率值之後的該等 取樣點中,搜尋對應該區域斜率值由正轉負的該取樣點,並決定對應該區域斜率值由正轉負的該取樣點為一波峰位置。 A signal detection method is suitable for processing a light volume change signal obtained from an optical blood volume (PPG) sensor, wherein the light volume change signal is a digital signal, and the signal detection method comprises the following steps: a) performing baseline filtering and band pass filtering on the optical volume change signal by a filter; (b) each sampling point included in the optical volume change signal processed by the processor (a) by a processor, Calculating a corresponding region slope value, defining that the light volume change signal includes N sampling points, N is a positive integer, and the slope value of the region corresponding to the ith sampling point is related to the i-2th sampling point, the i-1 The sampling point, the i-th sampling point, the i+1th sampling point, and the i+2th sampling point, i is an integer from 0 to (N-1), and the slope of the region corresponding to the i-th sampling point The value is equal to 3*S3+S1+3*S2+S4, where S1 is the slope between the i-2th sampling point and the i-1th sampling point, and S2 is the i-1th sampling point and the i th The slope between the sampling points, S3 is the slope between the i-th sampling point and the i+1th sampling point, and S4 is the i+1th sampling point and the i+2 The slope between the points; (c) by the processor according to a threshold value, when the slope value of the region corresponding to the i-th sampling point is greater than one-half of the threshold value, determining the corresponding i-th sampling point The slope value of the region is a maximum slope value corresponding to an area of the i-th sampling point, and the threshold value is related to the threshold value corresponding to the i-1th sampling point and the slope value of the region corresponding to the i-th sampling point; and d) by the processor after the maximum slope value in each region In the sampling point, the sampling point corresponding to the slope value of the region is changed from positive to negative, and the sampling point corresponding to the slope value of the region is determined to be a peak position. 如請求項1所述的訊號偵測方法,其中,在步驟(a)中,該濾波器所作的帶通濾波是保留該光體積變化訊號介於0.5赫茲(Hz)與4赫茲之間的頻帶。 The signal detecting method according to claim 1, wherein in the step (a), the band pass filtering performed by the filter is to retain the frequency band of the optical volume change signal between 0.5 Hz and 4 Hz. . 如請求項2所述的訊號偵測方法,其中,在步驟(c)中,對應第i個取樣點的該門檻值slope_threshold_i、對應第i-1個取樣點的該門檻值slope_threshold_i-1、及對應第i個取樣點的該區域斜率值input_slope的關係如下,slope_threshold_i=(slope_threshold_i-1+input_slope)/2。 The signal detecting method according to claim 2, wherein in step (c), the threshold value slope_threshold_i corresponding to the i-th sampling point, the threshold value slope_threshold_i-1 corresponding to the i-1th sampling point, and The relationship of the slope value input_slope of the region corresponding to the i-th sampling point is as follows, slope_threshold_i=(slope_threshold_i-1+input_slope)/2. 如請求項3所述的訊號偵測方法,其中,在步驟(d)中,該處理器在每一區域最大斜率值之後的該等取樣點中,還搜尋對應該區域斜率值由負轉正的該取樣點,並還決定對應該區域斜率值由負轉正的該取樣點為一波谷位置。 The signal detecting method according to claim 3, wherein in the step (d), the processor searches for the corresponding region slope value from negative to positive in the sampling points after the maximum slope value of each region. The sampling point, and also determines that the sampling point corresponding to the region slope value from negative to positive is a trough position. 如請求項3所述的訊號偵測方法,其中,在步驟(c)中,當該處理器判斷對應第i個取樣點的該區域斜率值為對應第i個取樣點的該區域最大斜率值時,該處理器判斷在該第i個取樣點之後的一預定時間內的該等區域斜率值都不會是該等區域斜率最大值。 The signal detecting method according to claim 3, wherein, in the step (c), the processor determines that the slope value of the region corresponding to the i-th sampling point is the maximum slope value of the region corresponding to the i-th sampling point. When the processor determines that the slope values of the regions within a predetermined time after the ith sampling point are not the maximum values of the regions. 如請求項5所述的訊號偵測方法,其中,在步驟(c)中,該預定時間等於0.24秒。 The signal detecting method according to claim 5, wherein in the step (c), the predetermined time is equal to 0.24 seconds. 如請求項6所述的訊號偵測方法,其中,該光體積變化訊 號所包含的每一取樣點的時間間隔介於4毫秒與40毫秒(ms)之間。 The signal detecting method according to claim 6, wherein the light volume change signal The time interval of each sample point included in the number is between 4 milliseconds and 40 milliseconds (ms).
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CN109063652A (en) * 2018-08-06 2018-12-21 高维度(深圳)生物信息智能应用有限公司 A kind of signal processing method, system and computer storage medium
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