TW201400088A - Snore detecting equipment - Google Patents

Snore detecting equipment Download PDF

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Publication number
TW201400088A
TW201400088A TW101123238A TW101123238A TW201400088A TW 201400088 A TW201400088 A TW 201400088A TW 101123238 A TW101123238 A TW 101123238A TW 101123238 A TW101123238 A TW 101123238A TW 201400088 A TW201400088 A TW 201400088A
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Taiwan
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snoring
sleep
frequency sound
events
module
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TW101123238A
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Chinese (zh)
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Hsueh-Yu Li
Li-Ang Lee
Jen-Fang Yu
Yen-Sheng Chen
ding-li Wang
Ching-Ming Cho
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Chang Gung Memorial Hospital Linkou
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Publication of TW201400088A publication Critical patent/TW201400088A/en

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Abstract

A snore detecting equipment for a sleeper and it includes a storage module and a control device. The storage module records the sleeper's audio signal during his sleep. The control device electrically connects to the storage module and has a pre-processing unit, a cutting unit, a conversion unit and a graphic generating unit. The pre-processing unit removes the background noise of the audio signal. The cutting unit cut the signal into several snoring events that occur in different time. The conversion unit calculates different frequency spectrum and their strength of the snoring events. The graphic generating unit defines a reference coordinate system and integrates the different frequency spectrum and their strength of the snoring events in the reference coordinate system and depicts a snoring map.

Description

睡眠鼾聲檢查設備 Sleep snoring equipment

本發明是有關於一種睡眠鼾聲檢查設備,特別是指一種可偵測及記錄睡眠呼吸障礙(Sleep-Disordered Breathing)患者的鼾聲、預估罹患阻塞性睡眠呼吸中止症(Obstructive Sleep Apnea)的風險,且能精確客觀評估鼾聲治療成效的睡眠鼾聲檢查設備。 The invention relates to a sleep snoring device, in particular to a method for detecting and recording the snoring of a Sleep-Disordered Breathing patient and estimating the risk of Obstructive Sleep Apnea. A sleep snoring device that accurately and objectively evaluates the effectiveness of snoring treatment.

睡眠呼吸障礙是全世界普遍的疾病,罹患的年齡層包括嬰幼兒、年輕人、到老年人。長庚醫院睡眠中心曾針對超過15歲的個案進行電訪調查發現,51.9%的受訪者有鼾症,2.6%曾有被目睹睡眠呼吸中止(Sleep apnea)。 Sleep-disordered breathing is a common disease worldwide, with age groups including infants, young people, and the elderly. The Chang Gung Hospital Sleep Center conducted a survey of patients over 15 years old and found that 51.9% of the respondents had snoring and 2.6% had been seen Sleep apnea.

參閱圖1,產生鼾聲的部位主要是發生在咽喉的軟顎部位91、舌根部位92或是會厭部位93等,且不同的部位其發出鼾聲的振動頻率範圍也不同。 Referring to Fig. 1, the part where the click is generated mainly occurs in the soft palate portion 91, the tongue root portion 92 or the epiglottis portion 93 of the throat, and the vibration frequency range of the buzzing sound is different in different portions.

已知的睡眠鼾聲檢查設備包括:貼頸麥克風(microphone)、貼頸震動偵測器(vibration sensor),和氣壓振動偵測器(pressure oscillation detector)等測量方式;其中,貼頸麥克風的缺點包括容易脫落、被呼吸音或說話聲干擾及窄收入頻寬等缺點;貼頸震動偵測器的缺點包括容易脫落、容易被呼吸或說話振動干擾及無法偵測鼾聲頻譜與音量;氣壓振動偵測器的缺點包括無法測得實際鼾聲音量、無法偵測鼾聲頻譜及無法單獨使用。目前的睡眠鼾聲檢查設備的缺點包括: Known sleep snoring equipment includes: a neck microphone, a vibration sensor, and a pressure oscillation detector; among them, the disadvantages of the neck microphone include Disadvantages of falling off, being disturbed by breath sounds or speech, and narrow income bandwidth; shortcomings of neck-mounted vibration detectors include easy falling off, easy to be disturbed by breathing or talking vibrations, and inability to detect click spectrum and volume; Disadvantages of the device include the inability to measure the actual amount of noise, the inability to detect the click spectrum, and the inability to use it alone. Disadvantages of current sleep snoring equipment include:

一、不易取得連續多夜的鼾聲檢查數據,造成可信度降低;標準的多功能睡眠生理檢查(Polysomnography),必須在睡眠檢查室進行,必須透過醫院之專業機器才能得到鼾聲次數的資料。然而,受限檢查室場地與健保經費,常規進行的多功能睡眠生理檢查為一晚(六小時)的夜間睡眠檢查。而針對夜間鼾聲變異性的研究發現,即便是6小時的夜間睡眠檢查,與連續的四夜連續鼾聲檢查相較,其一夜鼾聲資料的測量其可信度是相當低的。 First, it is not easy to obtain continuous snoring data for continuous nights, resulting in reduced credibility; standard multi-functional sleep physiology (Polysomnography) must be carried out in the sleep examination room, and must be obtained through the professional machine of the hospital. However, the restricted examination room site and the health care fund, the routine multi-function sleep physiology check is a one-night (six-hour) night sleep test. A study of nighttime humatory variability found that even a 6-hour nighttime sleep test, compared to a continuous four-night continuous snoring test, had a relatively low confidence in the measurement of one-night snoring data.

二、未設計偵測與阻塞性睡眠呼吸中止症嚴重度相關的鼾聲強度或鼾聲頻譜;多功能睡眠生理檢查多以其他呼吸氣流或溫度變化、肌電圖、腦,和血氧偵測等方式來監測睡眠呼吸中止症的發生和其分型(阻塞性、中樞性、或混合性),因此通常僅進行鼾聲時間與鼾聲指數等鼾聲分析,而不分析與阻塞性睡眠呼吸中止症嚴重度相關的鼾聲強度或鼾聲頻譜。 Second, it is not designed to detect the intensity of snoring or snoring associated with the severity of obstructive sleep apnea; multi-functional sleep physiology is often measured by other respiratory airflow or temperature changes, electromyography, brain, and blood oxygenation. To monitor the occurrence of sleep apnea and its classification (obstructive, central, or mixed), so usually only the snoring analysis such as snoring time and snoring index, but not the severity of obstructive sleep apnea The intensity of the hum or the spectrum of the hum.

三、無法針對治療成效進行準確而客觀的評估;這些偵測技術都與鼾症患者或家人的主觀認知沒有相關性,也無法做為鼾聲治療的參考依據。 3. Accurate and objective assessment of treatment outcomes cannot be performed; these detection techniques are not related to the subjective perception of snoring patients or family members, nor can they be used as a reference for snoring treatment.

因此,以居家形式的鼾聲檢測裝置隨之興起,讓病患能在家裡連續的監測鼾聲的實際情形。 As a result, a snoring detection device in the form of a home has emerged, allowing patients to continuously monitor the actual situation of snoring at home.

然而,這些系統的缺點包括:使用不同靈敏度的麥克風、不固定的量測距離、無法分析頻譜特色、無法長時記錄、和無法延伸應用至標準睡眠檢查室,而無法成為鼾聲評估或治療的標準。 However, the shortcomings of these systems include the use of microphones with different sensitivities, unfixed measurement distances, inability to analyze spectral features, inability to record for long periods of time, and inability to extend to standard sleep examination rooms, and cannot be a standard for snoring assessment or treatment. .

因此,本發明之目的,即在提供一種克服現有技術缺失而可偵測及記錄睡眠呼吸障礙患者的鼾聲、預估罹患阻塞性睡眠呼吸中止症的風險,且能精確客觀評估鼾聲治療成效的睡眠鼾聲檢查設備。 Accordingly, it is an object of the present invention to provide a sleep that overcomes the deficiencies of the prior art, detects and records the snoring of a patient with sleep disordered breathing, predicts the risk of obstructive sleep apnea, and accurately and objectively evaluates the effectiveness of the snoring treatment. Beep the device.

於是,本發明睡眠鼾聲檢查設備是供一受測者使用,包含一儲存模組以及一控制裝置。 Thus, the sleep snoring inspection apparatus of the present invention is for use by a subject, and includes a storage module and a control device.

該儲存模組記錄該受測者於其睡眠期間產生的一音頻訊號;該控制裝置電性連接該儲存模組,具有一前處理單元、一切割單元、一轉換單元及一圖形產生單元。該前處理單元將該音頻訊號去除背景噪音,該切割單元將前處理後的信號切割出複數個分別代表不同時間發生的鼾聲事件的訊號,該轉換單元依據各該鼾聲事件的訊號計算出各該鼾聲事件的頻率分佈及信號強度並轉換為一頻譜,該圖形產生單元定義一個參考座標系統,且在該參考座標系統統合各該鼾聲事件的頻譜並描繪出一鼾聲地圖。 The storage module records an audio signal generated by the subject during the sleep period; the control device is electrically connected to the storage module, and has a pre-processing unit, a cutting unit, a converting unit and a graphic generating unit. The pre-processing unit removes the background noise from the audio signal, and the cutting unit cuts the pre-processed signal into a plurality of signals respectively representing the buzzing events occurring at different times, and the converting unit calculates the signals according to the signals of the buzzing events. The frequency distribution and signal strength of the click event are converted into a spectrum. The graphics generation unit defines a reference coordinate system, and the reference coordinate system integrates the spectrum of each of the click events and depicts a click map.

為了克服現有系統僅能顯示單一鼾聲事件而無法在單一座標系統觀察更多鼾聲事件細部的問題,該圖形產生單元的該參考座標系統具有一第一軸、一第二軸及一第三軸,該第一軸定義一頻率區間、該第二軸定義一信號強度區間,該第三軸是定義多數個事件索引且各該事件索引代表各該鼾聲事件,且於該參考座標系統重疊各該鼾聲事件的頻譜以描繪出該鼾聲地圖。 In order to overcome the problem that the existing system can only display a single click event and cannot observe more details of the click event in the single-platform system, the reference coordinate system of the graphic generating unit has a first axis, a second axis and a third axis. The first axis defines a frequency interval, the second axis defines a signal strength interval, the third axis defines a plurality of event indexes, and each event index represents each of the click events, and the click coordinates overlap each of the clicks The spectrum of the event to depict the beep map.

為了克服無法對於鼾聲事件進行精確分類的問題,該控 制裝置還包括一分類單元,該分類單元定義一第一門檻值及一第二門檻值,該且依據該第一門檻值及該第二門檻值對於各該鼾聲事件的頻率分佈進行低頻音、中頻音及高頻音之判斷。較佳的,該分類單元還可以判斷該等鼾聲事件的總合,若是主要為低頻音則分類為第一型、主要為低頻音與中頻音則分類為第二型、主要為低頻音與高頻音則分類為第三型,及兼具低頻音、中頻音與高頻音則分類為第四型。 In order to overcome the problem of not being able to accurately classify the buzzing event, the control The device further includes a classification unit, the classification unit defining a first threshold value and a second threshold value, and performing low frequency sound on the frequency distribution of each of the click events according to the first threshold value and the second threshold value, The judgment of medium frequency sound and high frequency sound. Preferably, the classification unit can also determine the sum of the humming events, and if it is mainly low frequency sound, it is classified into the first type, and the main low frequency sound and the middle frequency sound are classified into the second type, mainly the low frequency sound and The high-frequency sound is classified into the third type, and the low-frequency sound, the intermediate frequency sound, and the high-frequency sound are classified into the fourth type.

為了克服受測者在居家使用的問題,睡眠鼾聲檢查設備還包括一記錄裝置及一主機,該記錄裝置包括一近側音頻感測器、一處理模組、一記憶模組及一傳輸介面,該近側音頻感測器鄰近該受測者設置以即時收音而產生一近側感測信號,該處理模組控制該近側感測信號記錄為該記憶模組中的一第一記憶資料,並控制該第一記憶資料藉由該傳輸介面輸出予該主機;該主機包括該儲存模組、該控制裝置、一傳輸模組及一顯示裝置,該傳輸模組電性連接該控制裝置及該傳輸介面,該控制裝置控制該傳輸模組接收該傳輸介面傳來的第一記憶資料,並轉存至該儲存模組以作為該音頻訊號的來源,該顯示裝置用以顯示該控制裝置產生的該鼾聲地圖。 In order to overcome the problem of the subject being used at home, the sleep snoring device further includes a recording device and a host, the recording device including a near-side audio sensor, a processing module, a memory module and a transmission interface. The proximity audio sensor is disposed adjacent to the subject to generate a near-side sensing signal, and the processing module controls the recording of the near-side sensing signal as a first memory data in the memory module. And controlling the first memory data to be outputted to the host by the transmission interface; the host includes the storage module, the control device, a transmission module and a display device, wherein the transmission module is electrically connected to the control device and the a transmission interface, the control device controls the transmission module to receive the first memory data transmitted by the transmission interface, and dumps the data to the storage module as a source of the audio signal, the display device is configured to display the generated by the control device The buzz map.

為了克服傳統只能由家屬主觀評估打鼾的缺失,該記錄裝置還具有遠離該受測者設置以即時對於該受測者的旁側(家屬側)即時收音而產生一旁側感測信號的一旁側音頻感測器,該處理模組控制該旁側感測信號記錄為該記憶模組中的一第二記憶資料,並控制該第二記憶資料藉由該傳輸介面輸出予該主機。 In order to overcome the traditional lack of subjective assessment of the snoring by the family member, the recording device also has a side that is remote from the subject to instantly generate a side sensing signal for the side (family side) of the subject. The audio sensor controls the side sensing signal to be recorded as a second memory data in the memory module, and controls the second memory data to be output to the host through the transmission interface.

為了克服定位不易導致精確度降低的缺失,該記錄裝置還具有一基座及二個固定組件,各該固定組件分別將該近側音頻感測器及該遠側音頻感測器固定在該基座上相距一固定距離的不同位置。該基座具有多數個相間隔的凸塊,及各該固定組件具有多數個供各該凸塊限位的容置孔;或者,該基座具有多數個相間隔的容置孔,及各該固定組件具有可受各該容置孔限位的凸塊。該基座具有一尺規及一滑軌,該尺規供量測各該固定組件之間的距離,該滑軌供各該固定組件在該滑軌內可移動地固定,藉此量測受測者與家屬的距離。 In order to overcome the lack of positioning, the recording device further has a base and two fixing components, and the fixing components respectively fix the proximal audio sensor and the distal audio sensor to the base. Different positions on the seat at a fixed distance. The pedestal has a plurality of spaced apart bumps, and each of the fixing components has a plurality of accommodating holes for limiting the bumps; or the pedestal has a plurality of spaced apart accommodating holes, and each of the pedestals The fixing component has a bump that can be limited by each of the receiving holes. The base has a ruler and a slide rail for measuring a distance between the fixing components, wherein the slide rails are movably fixed in the slide rails of the fixing components, thereby measuring The distance between the tester and the family.

本發明睡眠鼾聲檢查設備之功效在於:克服現有系統的缺失,可在參考座標系統配置多數個鼾聲事件的頻譜並描繪出鼾聲地圖,因此可以快速觀察到受測者與家屬的問題,並且可在單一座標系統觀察更多鼾聲事件細部的問題、對於鼾聲事件可進行精確分類;此外,受測者可在居家使用而不會影響精確度,並且容易進行治療前後的追蹤。 The utility model of the sleep snoring inspection device of the invention has the advantages of overcoming the lack of the existing system, configuring the spectrum of a plurality of snoring events in the reference coordinate system and drawing a snoring map, so that the problem of the subject and the family can be quickly observed, and The single-label system observes more details of the details of the snoring event, and can accurately classify the snoring events; in addition, the subject can be used at home without affecting the accuracy and easy to track before and after treatment.

有關本發明之前述及其他技術內容、特點與功效,在以下配合參考圖式之較佳實施例的詳細說明中,將可清楚的呈現。 The foregoing and other objects, features, and advantages of the invention are set forth in the <RTIgt;

參閱圖2,本發明之較佳實施例中,睡眠鼾聲檢查設備100包括一記錄裝置1及一主機5,其中,記錄裝置1是供一受測者8使用,該記錄裝置1包括一處理模組10、一收音模組11、一電源供應模組12、一記憶模組14及一傳輸介面13。 Referring to Figure 2, in a preferred embodiment of the present invention, the sleep snoring apparatus 100 includes a recording device 1 and a host 5, wherein the recording device 1 is for use by a subject 8, the recording device 1 including a processing module The group 10, a sound module 11, a power supply module 12, a memory module 14, and a transmission interface 13.

受測者8是例如有打鼾症狀或是阻塞性睡眠呼吸中止症的病患,且收音模組11是可進行夜間自然睡眠鼾聲收錄的麥克風,收錄時間為連續不間斷六小時,收錄完成後進行數據分析,並可在治療後六個月再行第二次鼾聲收錄,可作為鼾聲嚴重程度變化的客觀檢查。 The subject 8 is, for example, a patient with snoring symptoms or obstructive sleep apnea, and the radio module 11 is a microphone capable of recording natural nighttime sleep snoring, and the recording time is continuous for six hours, after the completion of the recording. Data analysis, and the second snoring recorded six months after treatment, can be used as an objective examination of changes in the severity of snoring.

電源供應模組12是電池或市電供電,另外需注意的是,接受檢查前需對當天的背景噪音進行測量,時間為10分鐘,作為鼾聲分析後之修正依據,並以取樣率44100 Hz的錄音檔案存至記憶模組14的指定資料夾內。 The power supply module 12 is powered by a battery or a commercial power supply. In addition, it is necessary to measure the background noise of the day before the inspection, the time is 10 minutes, as a correction basis after the click analysis, and recording at a sampling rate of 44100 Hz. The files are stored in a designated folder of the memory module 14.

背景噪音則是參考環保局環境噪音校正方法,鼾聲噪音(LS)必須高於背景噪音(LB)10dB才開始進行記錄,若其差(LS-LB)在10 dB以下,則以表1修正之;若其差在3dB以下,則另尋其他測量方案。 The background noise is referred to the Environmental Protection Agency's environmental noise correction method. The noise noise (L S ) must be 10 dB higher than the background noise (L B ). If the difference (L S -L B ) is below 10 dB, Table 1 is corrected; if the difference is below 3dB, another measurement scheme is found.

參閱圖3,為了可同步量測病患位置和家屬位置的鼾聲資訊,進而有效提升鼾聲資訊的可信度,如圖2的記錄裝置1還具有一近側音頻感測器111、一旁側音頻感測器112、一基座31,及二個固定組件321、322,基座31具有一尺規313及一滑軌310,尺規313方便使用者觀測固定組件321、 322之間的距離,滑軌310便於各固定組件321、322在滑軌310內可移動地固定。各固定組件321、322分別將近側音頻感測器111及遠側音頻感測器112固定在基座31上相距一固定距離的不同位置;本實施例中,基座31具有多數個相間隔的容置孔312,及各固定組件321、322具有可受各容置孔312限位的凸塊331、332。 Referring to FIG. 3, in order to synchronously measure the snoring information of the patient position and the family position, thereby effectively improving the reliability of the snoring information, the recording apparatus 1 of FIG. 2 further has a near-side audio sensor 111 and a side audio. The sensor 112, a base 31, and two fixing components 321, 322, the base 31 has a ruler 313 and a slide rail 310, and the ruler 313 is convenient for the user to observe the fixed component 321, The distance between the 322, the slide rail 310 facilitates the movably fixing of the respective fixing components 321, 322 within the slide rail 310. Each of the fixing components 321 and 322 fixes the proximal audio sensor 111 and the distal audio sensor 112 on different positions of the fixed distance of the base 31. In this embodiment, the base 31 has a plurality of spaced intervals. The receiving hole 312 and each of the fixing components 321 and 322 have protrusions 331 and 332 that can be restricted by the receiving holes 312.

於其他實施例中,基座31具有多數個相間隔的凸塊,及各固定組件321、322具有多數個供各凸塊限位的容置孔,亦屬於本發明的範疇。 In other embodiments, the pedestal 31 has a plurality of spaced apart bumps, and each of the fixing components 321 and 322 has a plurality of accommodating holes for limiting the bumps, and is also within the scope of the present invention.

近側音頻感測器111鄰近受測者8設置,如:可以是(但不限於)放置在受測者8的枕頭旁邊以偵測家屬實際聽到的鼾聲),以即時收音而產生一近側感測信號,處理模組10控制近側感測信號記錄為記憶模組13中的一第一記憶資料,並可控制第一記憶資料藉由傳輸介面14輸出予主機5。 The proximity audio sensor 111 is disposed adjacent to the subject 8, such as, but not limited to, placed next to the pillow of the subject 8 to detect the click actually heard by the family member, to generate a near side by instantaneous radio reception. The sensing module 10 controls the recording of the near-side sensing signal as a first memory data in the memory module 13, and controls the first memory data to be output to the host 5 through the transmission interface 14.

旁側音頻感測器112遠離該受測者8設置,如:可以是(但不限於)放置在家屬的枕頭旁邊,以即時對於該受測者8的家屬的旁側即時收音而產生一旁側感測信號,該處理模組10控制該旁側感測信號記錄為該記憶模組13中的一第二記憶資料,並控制該第二記憶資料藉由該傳輸介面14輸出予該主機5,藉由主機5可以進行後續的分析處理,進一步精確量測出受測者8和家屬對於鼾聲發生的實際狀況以進行合適的治療以及治療後的術後追蹤。 The side audio sensor 112 is disposed away from the subject 8 , for example, but may be, but not limited to, placed next to the pillow of the family member to immediately generate a side to the side of the subject of the subject 8 . The processing module 10 controls the side sensing signal to be recorded as a second memory data in the memory module 13, and controls the second memory data to be output to the host 5 through the transmission interface 14. Subsequent analysis processing can be performed by the host 5 to further accurately measure the actual condition of the subject 8 and the family member for the occurrence of the snoring to perform appropriate treatment and post-treatment follow-up after treatment.

再參閱圖2,主機5包括一控制裝置2、一顯示裝置3、一儲存模組4及一傳輸模組211,控制裝置2控制顯示裝置 3、儲存模組4及傳輸模組211的運作。 Referring to FIG. 2, the host 5 includes a control device 2, a display device 3, a storage module 4, and a transmission module 211. The control device 2 controls the display device. 3. Operation of the storage module 4 and the transmission module 211.

本實施例中,記錄裝置1的傳輸介面14及主機5的傳輸模組211皆為標準傳輸介面,例如:USB標準傳輸介面,控制裝置2可控制傳輸模組211接收傳輸介面14傳來的第一記憶資料,並轉存至儲存模組4以作為音頻訊號的來源,方便控制裝置2進行後續的處理分析,顯示裝置3用以顯示控制裝置2處理分析後所產生的一鼾聲地圖,如圖9至圖12的鼾聲地圖501-504即為示例(作用容後再述),但熟知本領域技術人士當知,其變化方式當不限於本說明書及圖式揭露者為限制。 In this embodiment, the transmission interface 14 of the recording device 1 and the transmission module 211 of the host 5 are all standard transmission interfaces, for example, a USB standard transmission interface, and the control device 2 can control the transmission module 211 to receive the transmission interface 14 A memory data is transferred to the storage module 4 as a source of the audio signal to facilitate the subsequent processing analysis by the control device 2, and the display device 3 is configured to display a click map generated by the control device 2 after processing the analysis, as shown in the figure. The vocal maps 501-504 of FIG. 12 to FIG. 12 are examples (described later), but it is known to those skilled in the art that the manner of variation is not limited to the disclosure of the specification and the drawings.

主機5可以和記錄裝置1連線使用,也可以和記錄裝置1離線使用,只需在儲存模組5預先記錄受測者8於其睡眠期間產生的一音頻訊號;控制裝置2具有一前處理單元21、一切割單元22、一轉換單元23、一圖形產生單元24及一分類單元25,茲配合以圖2為主並以各圖形為輔助說明將詳細原理介紹如下。 The host device 5 can be used in conjunction with the recording device 1 or can be used offline with the recording device 1. The audio module generated by the subject 8 during the sleep period is pre-recorded in the storage module 5; the control device 2 has a pre-processing The unit 21, a cutting unit 22, a converting unit 23, a graphic generating unit 24 and a sorting unit 25 are mainly described with reference to Fig. 2 and with the aid of the respective figures.

參閱圖4,自鼾聲檔案取得的一段時間的多個鼾聲事件的時域波形401,由於背景噪音涵蓋了40 Hz的雜訊,為了避免背景雜訊干擾,前處理單元21先將欲分析之鼾聲檔案讀取進來後,將多個鼾聲事件的時域波形401經適當的濾波處理,以高通濾波器針對背景噪音進行濾波,截止頻率為40 Hz。 Referring to FIG. 4, the time domain waveform 401 of a plurality of click events obtained from the sound file for a period of time, since the background noise covers 40 Hz of noise, in order to avoid background noise interference, the pre-processing unit 21 firstly analyzes the click sound to be analyzed. After the file is read in, the time domain waveform 401 of the plurality of click events is appropriately filtered, and the high-pass filter is used to filter the background noise, and the cutoff frequency is 40 Hz.

參閱圖5,為能量型態的時域波形402,本實施例中,為切割單元22去除背景噪音的信號且切割出複數個分別代 表不同時間發生的鼾聲事件的訊號,主要目的是要將多個鼾聲事件的類比音頻訊號轉換為能量型態的時域波形402後,再根據背景噪音之能量值設立閾值,用來當做有聲區段/無聲區段的判斷基準。 Referring to FIG. 5, the time domain waveform 402 of the energy type is removed. In this embodiment, the signal of the background noise is removed for the cutting unit 22 and a plurality of generations are cut out. The main purpose of the signal of the buzzing event occurring at different times is to convert the analog audio signal of multiple buzzing events into the energy-mode time domain waveform 402, and then set a threshold according to the energy value of the background noise, which is used as the sound zone. Judgment basis for the segment/unvoiced segment.

參閱圖6,切割單元22主要是根據有聲區段/無聲區段的時間特性做篩選,本實施例中,鼾聲的持續時間(Tduration,簡稱Tdu)平均約為0.6~3秒,因此可根據此特性,判斷每一次聲音之將持續時間(Tdu),若持續時間(Tdu)在此範圍內,則將訊號保留下來,若持續時間(Tdu)不在此範圍內,則將訊號過濾掉,判斷有聲區段/無聲區段的結果會可以使用方波601表示,如此一來,就可將每一個有聲區段視為單一鼾聲事件並切割出多數個鼾聲事件。 Referring to FIG. 6, the cutting unit 22 is mainly based on the temporal characteristics of the voiced/unvoiced section. In this embodiment, the duration of the click (T duration , referred to as T du ) is about 0.6~3 seconds on average, so According to this characteristic, the duration of each sound (T du ) is judged. If the duration (T du ) is within the range, the signal is retained, and if the duration (T du ) is not within the range, the signal is signaled. Filtered out, the result of determining the voiced segment/unvoiced segment can be represented by a square wave 601, so that each voiced segment can be treated as a single click event and a plurality of click events can be cut.

參閱圖7,轉換單元23依據各鼾聲事件的訊號計算出各鼾聲事件的頻率分佈及信號強度並轉換為一頻譜;本實施例中,轉換公式是利用快速傅立葉轉換(Fast Fourier Transform,簡稱FFT)公式,可將一時域訊號轉換為一頻域訊號,頻域訊號中的頻譜波形403是代表某一鼾聲事件的頻率分佈,頻譜波形404則是背景雜訊的頻率分佈。 Referring to FIG. 7, the conversion unit 23 calculates the frequency distribution and signal strength of each click event according to the signal of each click event and converts it into a spectrum. In this embodiment, the conversion formula uses Fast Fourier Transform (FFT). The formula can convert a time domain signal into a frequency domain signal. The frequency spectrum waveform 403 in the frequency domain signal is a frequency distribution representing a certain sound event, and the spectrum waveform 404 is a frequency distribution of the background noise.

參閱圖8,若是將多數個鼾聲事件加以重疊後取其外廓的頻譜波形405,其主要發生頻率將更加突顯,因此可以達到易於檢測之目的。 Referring to FIG. 8, if a plurality of click events are overlapped and the spectrum waveform 405 of the outer profile is taken, the main frequency of occurrence is more prominent, so that it is easy to detect.

參閱圖9,圖形產生單元24定義一個參考座標系統,且在參考座標系統配置各鼾聲事件(以索引S(1)-S(9)表示)的頻譜並描繪出鼾聲地圖501,在每一事件的長條圖高度代 表強度,每一鼾聲事件的長條圖中可再以不同顏色深淺表示不同頻率範圍的分佈,如:高頻、中頻及低頻。 Referring to Figure 9, the graphics generation unit 24 defines a reference coordinate system, and configures the spectrum of each click event (represented by the index S(1)-S(9)) in the reference coordinate system and depicts the click map 501 at each event. Bar graph height generation Table intensity, the bar graph of each beep event can be expressed in different color depths in different color depths, such as high frequency, intermediate frequency and low frequency.

參閱圖10,為了能在單一參考座標系統觀察各鼾聲事件的更多細部變化,參考座標系統可具有一第一軸、一第二軸及一第三軸,第一軸定義一頻率區間、第二軸定義一信號強度區間,第三軸是定義多數個事件索引S(1)-S(9)且各事件索引S(1)-S(9)代表各鼾聲事件,且於參考座標系統重疊各鼾聲事件的頻譜以描繪出鼾聲地圖502,其中的鼾聲地圖502也就是在三軸的參考座標系統呈現。 Referring to FIG. 10, in order to be able to observe more detailed changes of each click event in a single reference coordinate system, the reference coordinate system may have a first axis, a second axis, and a third axis, the first axis defining a frequency interval, The two axes define a signal strength interval, the third axis defines a plurality of event indices S(1)-S(9) and each event index S(1)-S(9) represents each click event and overlaps with the reference coordinate system. The spectrum of each click event is depicted to depict a click map 502, which is presented in a three-axis reference coordinate system.

參閱圖11及圖12,除了在三軸的參考座標系統呈現,亦可以二軸的參考座標系統呈現,例如;鼾聲地圖503以不同顏色線條表示不同鼾聲事件,及鼾聲地圖504以不同顏色面積表示不同鼾聲事件,熟知本領域人士當知,其他類似的圖形表現方式,亦屬於本發明的涵蓋範疇。 Referring to Figures 11 and 12, in addition to being presented in a three-axis reference coordinate system, a two-axis reference coordinate system can also be presented, for example; the click map 503 represents different click events with different color lines, and the click map 504 is represented by different color areas. Different humming events, well known to those skilled in the art, and other similar graphical representations are also within the scope of the present invention.

此外,由於經實驗發現鼾聲分布狀況可大致區分為三個區域以下定為低頻、中頻、及高頻,低頻率鼾音相當於如圖1的軟顎91所產生,中頻率鼾音相當於如圖1的會厭93所產生,高頻率鼾音相當於如圖1的舌根92所產生。 In addition, it has been found that the distribution of the snoring sound can be roughly divided into three regions below which are defined as low frequency, intermediate frequency, and high frequency. The low frequency arpeggio is equivalent to the soft 颚 91 as shown in FIG. As produced by the epiglottis 93 of Figure 1, the high frequency arpeggio is equivalent to the tongue root 92 of Figure 1.

參閱圖13,分類單元25定義一第一門檻值及一第二門檻值,且依據第一門檻值及第二門檻值對於各鼾聲事件的頻率分佈及進行低頻音、中頻音及高頻音之判斷,本實施例是將第一門檻值訂為300Hz及第二門檻值訂為850Hz,主因是在研發過程當中注意到大多數的低頻大多落在300 Hz以內,中頻大多落在300~850 Hz之間,最後高頻部分為850 ~2000 Hz之間,因此將第一門檻值訂為300Hz及第二門檻值訂為850Hz,並將分別計算出鼾聲次數、聲壓級(A-weighting)及頻率分布。 Referring to FIG. 13, the classification unit 25 defines a first threshold value and a second threshold value, and performs frequency distribution and low frequency sound, medium frequency sound, and high frequency sound for each click event according to the first threshold value and the second threshold value. In this embodiment, the first threshold is set to 300 Hz and the second threshold is set to 850 Hz. The main reason is that most of the low frequencies are mostly within 300 Hz during the development process, and the intermediate frequency mostly falls within 300~. Between 850 Hz, the last high frequency part is 850 Between ~2000 Hz, the first threshold is set to 300 Hz and the second threshold is set to 850 Hz, and the number of clicks, sound pressure level (A-weighting) and frequency distribution are calculated separately.

參閱圖14至圖17,分類單元25還可以判斷該等鼾聲事件的總合,若是該等鼾聲事件的總合主要為低頻音,如圖14即分類為第一型;若是該等鼾聲事件的總合主要為低頻音與中頻音,如圖15即分類為第二型;若是該等鼾聲事件的總合主要為低頻音與高頻音,如圖16即分類為第三型;及該等鼾聲事件的總合兼具低頻音、中頻音與高頻音,如圖17即分類為第四型。 Referring to FIG. 14 to FIG. 17, the classification unit 25 can also determine the sum of the humming events. If the sum of the humming events is mainly low frequency sounds, as shown in FIG. 14, the first type is classified; if the humming events are The sum is mainly low frequency sound and medium frequency sound, as shown in Fig. 15, which is classified into the second type; if the sum of the sound events is mainly low frequency sound and high frequency sound, as shown in Fig. 16, it is classified into the third type; The sum of the buzzing events has both low frequency, medium frequency and high frequency sounds, as shown in Figure 17 as the fourth type.

綜上所述,本發明睡眠鼾聲檢查設備之功效在於:克服現有系統的缺失,可在參考座標系統配置多數個鼾聲事件的頻譜並描繪出鼾聲地圖,因此可以快速觀察到受測者的問題,並且可在單一座標系統觀察更多鼾聲事件細部的問題、對於鼾聲事件可進行精確分類;此外,受測者可在居家使用而不會影響精確度,並且容易進行治療前後的追蹤,故確實能達成本發明之目的。 In summary, the function of the sleep snoring device of the present invention is to overcome the lack of the existing system, and to configure a spectrum of a plurality of snoring events in the reference coordinate system and to draw a snoring map, so that the problem of the subject can be quickly observed. It can also observe more details of the details of the snoring event in a single standard system, and can accurately classify the snoring events. In addition, the subject can be used at home without affecting the accuracy, and it is easy to track before and after treatment, so it can indeed The object of the invention is achieved.

惟以上所述者,僅為本發明之較佳實施例而已,當不能以此限定本發明實施之範圍,即大凡依本發明申請專利範圍及發明說明內容所作之簡單的等效變化與修飾,皆仍屬本發明專利涵蓋之範圍內。 The above is only the preferred embodiment of the present invention, and the scope of the invention is not limited thereto, that is, the simple equivalent changes and modifications made by the scope of the invention and the description of the invention are All remain within the scope of the invention patent.

100‧‧‧睡眠鼾聲檢查設備 100‧‧‧Sleeping snoring equipment

1‧‧‧記錄裝置 1‧‧‧recording device

10‧‧‧處理模組 10‧‧‧Processing module

11‧‧‧收音模組 11‧‧‧ Radio Module

111‧‧‧近側音頻感測器 111‧‧‧Near-side audio sensor

112‧‧‧旁側音頻感測器 112‧‧‧side audio sensor

12‧‧‧電源供應模組 12‧‧‧Power supply module

13‧‧‧傳輸介面 13‧‧‧Transport interface

14‧‧‧記憶模組 14‧‧‧Memory Module

211‧‧‧傳輸模組 211‧‧‧Transmission module

2‧‧‧控制裝置 2‧‧‧Control device

21‧‧‧前處理單元 21‧‧‧Pre-processing unit

22‧‧‧切割單元 22‧‧‧Cutting unit

23‧‧‧轉換單元 23‧‧‧Transition unit

24‧‧‧圖形產生單元 24‧‧‧Graphic generation unit

25‧‧‧分類單元 25‧‧‧Classification unit

3‧‧‧顯示裝置 3‧‧‧Display device

31‧‧‧基座 31‧‧‧ Pedestal

310‧‧‧滑軌 310‧‧‧Slide rails

312‧‧‧容置孔 312‧‧‧ accommodating holes

313‧‧‧尺規 313‧‧‧ rule

321、322‧‧‧固定組件 321, 322‧‧‧ fixed components

331、332‧‧‧凸塊 331, 332‧‧ ‧ bumps

4‧‧‧儲存模組 4‧‧‧Storage module

401-402‧‧‧時域波形 401-402‧‧‧Time domain waveform

403-405‧‧‧頻譜波形 403-405‧‧‧Spectral waveform

5‧‧‧主機 5‧‧‧Host

501-504‧‧‧鼾聲地圖 501-504‧‧‧鼾声地图

601‧‧‧方波 601‧‧‧Fangbo

8‧‧‧受測者 8‧‧‧ Subjects

圖1是一示意圖,說明產生鼾聲的部位;圖2是一系統方塊圖,說明本發明的睡眠鼾聲檢查設備 之較佳實施例;圖3是一立體示意圖,說明記錄裝置的近側音頻感測器、旁側音頻感測器可藉由固定組件組裝在基座的不同位置;圖4是一波形圖,說明一段時間的多個鼾聲事件的時域波形;圖5是一波形圖,說明能量型態的時域波形切割出複數個分別代表不同時間發生的鼾聲事件;圖6是一波形圖,說明根據有聲區段/無聲區段的時間特性做篩選;圖7是一波形圖,說明某一鼾聲事件及背景雜訊的頻率分佈;圖8是一波形圖,說明重疊多數個鼾聲事件經調整後的頻譜波形;圖9是一長條圖,說明鼾聲地圖的一範例是每一鼾聲事件的長條圖中以不同顏色深淺表示不同頻率範圍的分佈;圖10是一三維波形圖,說明鼾聲地圖的另一範例是重疊各鼾聲事件的頻譜;圖11是一二維波形圖,說明鼾聲地圖的又一範例是以不同顏色線條表示不同鼾聲事件;圖12是一二維波形圖,說明鼾聲地圖的再一範例是以不同顏色面積表示不同鼾聲事件;圖13是一波形圖,說明在鼾聲地圖定義二個門檻值以進行低頻音、中頻音及高頻音之判斷; 圖14是一能量波形圖,說明主要為低頻音的第一型;圖15是一能量波形圖,說明混合有低頻音與中頻音的第二型;圖16是一能量波形圖,說明混合有低頻音與高頻音的第三型;及圖17是一能量波形圖,說明兼具低頻音、中頻音與高頻音的第四型。 1 is a schematic view showing a portion where a click is generated; and FIG. 2 is a system block diagram showing the sleep click sound detecting device of the present invention. The preferred embodiment of the present invention; FIG. 3 is a perspective view showing that the near-side audio sensor and the side audio sensor of the recording device can be assembled at different positions of the base by a fixing component; FIG. 4 is a waveform diagram. A time-domain waveform illustrating a plurality of click events over a period of time; FIG. 5 is a waveform diagram illustrating that the time-domain waveform of the energy pattern cuts a plurality of click events respectively representing different times; FIG. 6 is a waveform diagram illustrating The time characteristic of the voiced section/unvoiced section is filtered; FIG. 7 is a waveform diagram illustrating the frequency distribution of a certain click event and background noise; FIG. 8 is a waveform diagram illustrating the adjusted overlap of a plurality of click events. Spectrum waveform; Figure 9 is a long bar diagram illustrating an example of a humming map in which the distribution of different frequency ranges is indicated by different shades of color in the bar graph of each humming event; Figure 10 is a three-dimensional waveform diagram illustrating the humming map Another example is to superimpose the spectrum of each beeping event; FIG. 11 is a two-dimensional waveform diagram illustrating another example of a beating map with different color lines representing different click events; FIG. 12 is a two-dimensional waveform Described another example of a map in a different color snoring areas represent different snoring events; FIG. 13 is a waveform diagram illustrating the definition of two at the snoring threshold map for determining the low frequency sound, the sound of the midrange and high frequency; 14 is an energy waveform diagram illustrating a first type mainly of low frequency sounds; FIG. 15 is an energy waveform diagram illustrating a second type in which low frequency sounds and medium frequency sounds are mixed; FIG. 16 is an energy waveform diagram illustrating mixing A third type having a low frequency sound and a high frequency sound; and Fig. 17 is an energy waveform diagram illustrating a fourth type having both low frequency sound, medium frequency sound and high frequency sound.

100‧‧‧睡眠鼾聲檢查設 備 100‧‧‧Sleeping snoring inspection Prepare

1‧‧‧記錄裝置 1‧‧‧recording device

10‧‧‧處理模組 10‧‧‧Processing module

11‧‧‧收音模組 11‧‧‧ Radio Module

12‧‧‧電源供應模組 12‧‧‧Power supply module

13‧‧‧傳輸介面 13‧‧‧Transport interface

14‧‧‧記憶模組 14‧‧‧Memory Module

2‧‧‧控制裝置 2‧‧‧Control device

211‧‧‧傳輸模組 211‧‧‧Transmission module

21‧‧‧前處理單元 21‧‧‧Pre-processing unit

22‧‧‧切割單元 22‧‧‧Cutting unit

23‧‧‧轉換單元 23‧‧‧Transition unit

24‧‧‧圖形產生單元 24‧‧‧Graphic generation unit

25‧‧‧分類單元 25‧‧‧Classification unit

3‧‧‧顯示裝置 3‧‧‧Display device

4‧‧‧儲存模組 4‧‧‧Storage module

5‧‧‧主機 5‧‧‧Host

8‧‧‧受測者 8‧‧‧ Subjects

Claims (10)

一種睡眠鼾聲檢查設備,供一受測者使用,包含:一儲存模組,記錄該受測者於其睡眠期間產生的一音頻訊號;以及一控制裝置,電性連接該儲存模組,具有:一前處理單元,將該音頻訊號去除背景噪音,一切割單元,將前處理後的信號切割出複數個分別代表不同時間發生的鼾聲事件的訊號,一轉換單元,依據各該鼾聲事件的訊號計算出各該鼾聲事件的頻率分佈及信號強度並轉換為一頻譜,及一圖形產生單元,定義一個參考座標系統,且在該參考座標系統統合各該鼾聲事件的頻譜並描繪出一鼾聲地圖。 A sleep snoring device for use by a subject, comprising: a storage module for recording an audio signal generated by the subject during sleep; and a control device electrically connected to the storage module, having: a pre-processing unit that removes background noise from the audio signal, and a cutting unit that cuts the pre-processed signal into a plurality of signals respectively representing the buzzing events occurring at different times, and a conversion unit calculates the signals according to the respective buzzing events The frequency distribution and signal intensity of each of the click events are converted into a spectrum, and a graphics generating unit defines a reference coordinate system, and the reference coordinate system integrates the spectrum of each of the click events and depicts a click map. 依據申請專利範圍第1項所述之睡眠鼾聲檢查設備,其中,該圖形產生單元的該參考座標系統具有一第一軸、一第二軸及一第三軸,該第一軸定義一頻率區間、該第二軸定義一信號強度區間,該第三軸是定義多數個事件索引且各該事件索引代表各該鼾聲事件,且於該參考座標系統重疊各該鼾聲事件的頻譜以描繪出該鼾聲地圖。 The sleep sounding inspection apparatus according to claim 1, wherein the reference coordinate system of the graphic generation unit has a first axis, a second axis, and a third axis, the first axis defining a frequency interval The second axis defines a signal strength interval, the third axis defines a plurality of event indexes, and each event index represents each of the click events, and the reference coordinate system overlaps the spectrum of each of the click events to depict the click map. 依據申請專利範圍第1項所述之睡眠鼾聲檢查設備,其中,該控制裝置還包括:一分類單元,該分類單元定義一第一門檻值及一第二門檻值,該且依據該第一門檻值及該第二門檻值對於各該 鼾聲事件的頻率分佈進行低頻音、中頻音及高頻音之判斷。 The sleep snoring inspection apparatus according to claim 1, wherein the control device further comprises: a classification unit, the classification unit defining a first threshold value and a second threshold value, and according to the first threshold Value and the second threshold for each The frequency distribution of the buzzing event is judged by low frequency sound, medium frequency sound, and high frequency sound. 依據申請專利範圍第3項所述之睡眠鼾聲檢查設備,其中,該分類單元並判斷該等鼾聲事件的總合,若主要為低頻音則分類為第一型、主要為低頻音與中頻音則分類為第二型、主要為低頻音與高頻音則分類為第三型,及兼具低頻音、中頻音與高頻音則分類為第四型。 The sleep snoring device according to claim 3, wherein the classification unit determines the sum of the snoring events, and if the frequency is mainly low frequency, the first type is mainly classified into a low frequency sound and a medium frequency sound. It is classified into the second type, mainly the low frequency sound and the high frequency sound are classified into the third type, and the low frequency sound, the intermediate frequency sound and the high frequency sound are classified into the fourth type. 依據申請專利範圍第1、2、3或4項所述之睡眠鼾聲檢查設備,還包括一記錄裝置及一主機,該記錄裝置包括一近側音頻感測器、一處理模組、一記憶模組及一傳輸介面,該近側音頻感測器鄰近該受測者設置以即時收音而產生一近側感測信號,該處理模組控制該近側感測信號記錄為該記憶模組中的一第一記憶資料,並控制該第一記憶資料藉由該傳輸介面輸出予該主機;該主機包括該儲存模組、該控制裝置、一傳輸模組及一顯示裝置,該傳輸模組電性連接該控制裝置及該傳輸介面,該控制裝置控制該傳輸模組接收該傳輸介面傳來的第一記憶資料,並轉存至該儲存模組以作為該音頻訊號的來源,該顯示裝置用以顯示該控制裝置產生的該鼾聲地圖。 The sleep snoring inspection apparatus according to claim 1, 2, 3 or 4, further comprising a recording device and a host, the recording device comprising a near-side audio sensor, a processing module, and a memory module And a transmission interface, the proximity audio sensor is disposed adjacent to the subject to generate a near-side sensing signal, and the processing module controls the recording of the near-side sensing signal into the memory module. a first memory data, and controlling the first memory data to be output to the host through the transmission interface; the host includes the storage module, the control device, a transmission module and a display device, and the transmission module is electrically Connecting the control device and the transmission interface, the control device controls the transmission module to receive the first memory data transmitted from the transmission interface, and deposit the same to the storage module as a source of the audio signal, the display device is used for The click map generated by the control device is displayed. 依據申請專利範圍第5項所述之睡眠鼾聲檢查設備,其中,該記錄裝置還具有遠離該受測者設置以即時對於該受測者的旁側即時收音而產生一旁側感測信號的一旁側音頻感測器,該處理模組控制該旁側感測信號記錄為該記憶模組中的一第二記憶資料,並控制該第二記憶資料藉由該傳輸介 面輸出予該主機。 The sleep snoring device according to claim 5, wherein the recording device further has a side side that is remote from the subject to immediately generate a side sensing signal for the side of the subject. An audio sensor, the processing module controls the side sensing signal to be recorded as a second memory data in the memory module, and controls the second memory data by using the transmission medium The output is output to the host. 依據申請專利範圍第6項所述之睡眠鼾聲檢查設備,其中,該記錄裝置還具有一基座及二個固定組件,各該固定組件分別將該近側音頻感測器及該遠側音頻感測器固定在該基座上相距一固定距離的位置。 The sleep snoring device according to the sixth aspect of the invention, wherein the recording device further has a base and two fixing components, each of the fixing components respectively respectively the proximal audio sensor and the distal audio sense The detector is fixed at a fixed distance from the base. 依據申請專利範圍第7項所述之睡眠鼾聲檢查設備,其中,該基座具有一尺規及一滑軌,該尺規供量測各該固定組件之間的距離,該滑軌供各該固定組件在該滑軌內可移動地固定。 The sleep snoring inspection apparatus according to claim 7, wherein the pedestal has a ruler and a slide rail for measuring a distance between each of the fixing components, the slide rail is provided for each The stationary component is movably secured within the slide rail. 依據申請專利範圍第8項所述之睡眠鼾聲檢查設備,其中,該基座具有多數個相間隔的容置孔,及各該固定組件具有可受各該容置孔限位的凸塊。 The sleep snoring inspection apparatus according to claim 8, wherein the pedestal has a plurality of spaced apart accommodating holes, and each of the fixing components has a bump that can be restricted by each of the accommodating holes. 依據申請專利範圍第8項所述之睡眠鼾聲檢查設備,其中,該基座具有多數個相間隔的凸塊,及各該固定組件具有多數個供各該凸塊限位的容置孔。 The sleep snoring inspection apparatus according to claim 8, wherein the pedestal has a plurality of spaced apart bumps, and each of the fixing components has a plurality of accommodating holes for each of the bumps.
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Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108272438A (en) * 2017-12-29 2018-07-13 北京怡和嘉业医疗科技股份有限公司 Sound of snoring detection method, apparatus and system
CN111938649A (en) * 2019-05-16 2020-11-17 医疗财团法人徐元智先生医药基金会亚东纪念医院 Method for predicting sleep apnea from snore by using neural network
CN112190253A (en) * 2020-09-17 2021-01-08 广东工业大学 Classification method for severity of obstructive sleep apnea
TWI728839B (en) * 2020-06-12 2021-05-21 臺北醫學大學 Household sleeping monitor, household sleeping monitoring system and household sleep monitoring and method for sleep breathing event classification

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108272438A (en) * 2017-12-29 2018-07-13 北京怡和嘉业医疗科技股份有限公司 Sound of snoring detection method, apparatus and system
CN108272438B (en) * 2017-12-29 2019-07-02 北京怡和嘉业医疗科技股份有限公司 Sound of snoring detection method, apparatus and system
CN111938649A (en) * 2019-05-16 2020-11-17 医疗财团法人徐元智先生医药基金会亚东纪念医院 Method for predicting sleep apnea from snore by using neural network
TWI728839B (en) * 2020-06-12 2021-05-21 臺北醫學大學 Household sleeping monitor, household sleeping monitoring system and household sleep monitoring and method for sleep breathing event classification
CN112190253A (en) * 2020-09-17 2021-01-08 广东工业大学 Classification method for severity of obstructive sleep apnea

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