TWI880320B - Monitoring system for real-time monitoring of the operating status of conveying equipment - Google Patents
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Abstract
用於即時監測輸送裝置之運作狀態的監測系統,設置在輸送裝置一側並包括監測設備及具數據管理單元與人機互動介面的雲端伺服器。監測設備包括具感測裝置與訊號轉換裝置的訊號擷取模組、具邊緣運算裝置的異常檢測模組、數據統整模組及數據傳輸模組。感測裝置檢測輸送裝置的聲音訊號或熱影像訊號以透過訊號轉換裝置轉換為數位訊號。邊緣運算裝置判斷運算數位訊號而產生檢測指標。數據統整模組用以蒐集統整數位訊號與檢測指標。數據傳輸模組通訊耦接數據統整模組與雲端伺服器,將數位訊號與檢測指標傳輸至數據管理單元並呈現於人機互動介面。A monitoring system for real-time monitoring of the operating status of a conveying device is installed on one side of the conveying device and includes a monitoring device and a cloud server with a data management unit and a human-machine interactive interface. The monitoring device includes a signal acquisition module with a sensing device and a signal conversion device, an abnormality detection module with an edge computing device, a data integration module, and a data transmission module. The sensing device detects the sound signal or thermal image signal of the conveying device and converts it into a digital signal through the signal conversion device. The edge computing device judges and calculates the digital signal to generate a detection indicator. The data integration module is used to collect and integrate digital signals and detection indicators. The data transmission module communicatively couples the data integration module and the cloud server, transmits the digital signal and detection index to the data management unit and presents them on the human-computer interaction interface.
Description
本發明是有關於一種監測系統,特別是指一種用於即時監測輸送裝置之運作狀態的監測系統。The present invention relates to a monitoring system, and more particularly to a monitoring system for real-time monitoring of the operating status of a conveying device.
高爐煉鐵技術是一種由鐵礦石冶煉出鐵的連續生產過程。一般而言,高爐須連續不間斷的生產,因此,確保其原料供應的穩定至關重要。Blast furnace ironmaking technology is a continuous production process that produces iron from iron ore. Generally speaking, blast furnaces must be in continuous production, so ensuring a stable supply of raw materials is crucial.
現有的高爐煉鐵設備中,負責輸送原料的輸送裝置主要是由滾輪組,及圍繞該滾輪組的輸送帶所組成。原料置於輸送帶上時,可透過滾輪組帶動輸送帶,以將位在爐底的原料輸送至逾80公尺高的爐頂料倉中。In existing blast furnace ironmaking equipment, the conveying device responsible for conveying raw materials is mainly composed of a roller assembly and a conveyor belt surrounding the roller assembly. When the raw materials are placed on the conveyor belt, the conveyor belt can be driven by the roller assembly to transport the raw materials at the bottom of the furnace to the material bin on the top of the furnace, which is more than 80 meters high.
然而,在輸送過程中,若滾輪組發生損壞,可能會使輸送帶與滾輪組持續摩擦,造成輸送帶撕裂或產生火災等情形,進而影響高爐煉鐵的連續生產作業。因此,在現行作業流程中,常需要以人工方式定期巡檢,以確認輸送帶與滾輪組之間的運作狀態。However, if the roller assembly is damaged during the conveying process, the conveyor belt and the roller assembly may continue to rub against each other, causing the conveyor belt to tear or fire, thereby affecting the continuous production of blast furnace ironmaking. Therefore, in the current operation process, manual regular inspections are often required to confirm the operating status between the conveyor belt and the roller assembly.
經上述說明可知,改良用於監測輸送裝置之運作狀態的監測系統,以減少人工方式定期巡檢的成本,是所屬技術領域的相關技術人員有待解決的課題。From the above description, it can be seen that improving the monitoring system used to monitor the operating status of the conveying device to reduce the cost of regular manual inspections is a problem that needs to be solved by relevant technical personnel in the relevant technical field.
因此,本發明的目的,即在提供一種能減少人工定期巡檢成本之用於即時監測輸送裝置之運作狀態的監測系統。Therefore, the purpose of the present invention is to provide a monitoring system for real-time monitoring of the operating status of a conveying device, which can reduce the cost of manual regular inspections.
於是,本發明用於即時監測輸送裝置之運作狀態的監測系統,適用於設置在一輸送裝置的至少一側。Therefore, the monitoring system of the present invention for real-time monitoring of the operating status of a conveying device is suitable for being arranged on at least one side of a conveying device.
該用於即時監測輸送裝置之運作狀態的監測系統包括至少一監測設備,及一雲端伺服器。The monitoring system for real-time monitoring of the operating status of the transport device includes at least one monitoring device and a cloud server.
該至少一監測設備包括一訊號擷取模組、一異常檢測模組、一數據統整模組,及一數據傳輸模組。The at least one monitoring device includes a signal acquisition module, an abnormality detection module, a data integration module, and a data transmission module.
該訊號擷取模組具有一設置在該輸送裝置的該至少一側的感測裝置,及一訊號轉換裝置。該感測裝置能用以檢測該輸送裝置所產生的一聲音訊號及一熱影像訊號至少一者,並透過該訊號轉換裝置轉換為對應的一數位訊號。The signal acquisition module has a sensing device disposed on at least one side of the transport device and a signal conversion device. The sensing device can be used to detect at least one of a sound signal and a thermal image signal generated by the transport device, and convert the signal into a corresponding digital signal through the signal conversion device.
該異常檢測模組具有一與該訊號轉換裝置連接的邊緣運算裝置,用以判斷並運算該數位訊號而產生對應的一檢測指標。The abnormality detection module has an edge operation device connected to the signal conversion device for judging and operating the digital signal to generate a corresponding detection indicator.
該數據統整模組與該異常檢測模組連接,用以蒐集並統整該訊號轉換裝置所轉換的數位訊號與該邊緣運算裝置所產生的檢測指標。The data integration module is connected to the abnormality detection module to collect and integrate the digital signal converted by the signal conversion device and the detection index generated by the edge computing device.
該數據傳輸模組通訊耦接該數據統整模組。The data transmission module is communicatively coupled to the data integration module.
該雲端伺服器通訊耦接該數據傳輸模組,並包括一數據管理單元,及一與該數據管理單元連接的人機互動介面。該數據傳輸模組將該數位訊號與該檢測指標傳輸至該數據管理單元,並於該人機互動介面中呈現出該數位訊號與該檢測指標。The cloud server is communicatively coupled to the data transmission module and includes a data management unit and a human-machine interaction interface connected to the data management unit. The data transmission module transmits the digital signal and the detection index to the data management unit and presents the digital signal and the detection index in the human-machine interaction interface.
本發明之功效在於:透過在該輸送裝置的該至少一側設置該至少一監測設備,以即時檢測得到該輸送裝置的聲音訊號與熱影像訊號及其數位訊號,再透過該異常檢測模組與該雲端伺服器的配合,能系統化且客觀判斷檢測指標,建立該輸送裝置之運作狀態的數位化資訊,更可供操作人員即時監控該輸送裝置及其異常警示,以減少人工方式定期巡檢的成本。The effect of the present invention is that by arranging the at least one monitoring device on at least one side of the conveying device, the sound signal, thermal image signal and digital signal of the conveying device can be detected in real time, and then through the cooperation of the abnormal detection module and the cloud server, the detection index can be systematically and objectively judged, and the digital information of the operation status of the conveying device can be established. It can also allow operators to monitor the conveying device and its abnormal warnings in real time, so as to reduce the cost of regular manual inspections.
在本發明被詳細描述前,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 similar components are represented by the same reference numerals in the following description.
參閱圖1,本發明用於即時監測輸送裝置之運作狀態的監測系統的一實施例,是適用於監測一高爐煉鐵設備1的輸送狀態。該高爐煉鐵設備1包括一高爐10,及一設置在該高爐10一側的輸送裝置11。該輸送裝置11包括一滾輪組111,及一圍繞該滾輪組111而能用以承載一原料(圖未示)的輸送帶112。該滾輪組111能帶動該輸送帶112從而將該原料由低處之鄰近該高爐10的一爐底101輸送至該高爐10的一爐頂102。Referring to FIG. 1 , an embodiment of the monitoring system for real-time monitoring of the operating status of a conveying device of the present invention is applicable to monitoring the conveying status of a blast furnace
具體地說,該輸送裝置11是以斜向方式設置在高爐10的該側,以讓該原料斜向地由該爐底101處輸送至該爐頂102處。在本發明中,如圖1所示,該滾輪組111具有多個呈上下兩排設置的滾輪,位在圖1上側者為輸送滾輪(carry idler)113,位在圖1下側者為回程滾輪(return idler)114。Specifically, the
本發明該實施例之用於即時監測輸送裝置之運作狀態的監測系統包括至少一監測設備21,及一與該至少一監測設備21通訊耦接的雲端伺服器22。需說明的是,監測設備21的數量並沒有特別限制,可以只有一個監測設備21,也可以具有多個監測設備21。在本實施例中,是如圖1所示,以多個監測設備21為例做說明。該等監測設備21是沿該輸送裝置11的一輸送路徑彼此間隔地設置在該輸送裝置11的至少一側。具體來說,該輸送裝置11的該至少一側設置有一與該輸送裝置11間隔開的支架3,該等監測設備21是沿該輸送裝置11的輸送路徑彼此間隔地設置該支架3的頂端以鄰近該滾輪組111與輸送帶112。The monitoring system for real-time monitoring of the operating status of the conveying device of the embodiment of the present invention includes at least one
參閱圖2與圖3,每一個該監測設備21包括一外殼20,及設置在該外殼20內且彼此電連接的一訊號擷取模組211、一異常檢測模組212、一數據統整模組213,及一數據傳輸模組214。2 and 3 , each of the
該外殼20設置有多個能對外的檢測口、連接口,及其他功能鍵與顯示燈。具體地說,該外殼20的尺寸大小是如圖2所示被設計成一可攜式大小,讓其最大邊長為小於15公分,而厚度不大於5公分。在本實施例中,其外觀尺寸的長、寬,與厚分別為12公分、10公分,及3.2公分為例做說明,並在其外觀表面設置有一電源接口201、一電源開關202、一狀態指示燈203、一熱影像拍攝口204、一收音孔205,及一天線傳輸口206。The
詳細地說,該電源接口201能用以供外部電源連接而供電給各模組,並透過該電源開關202(圖2中是以兩個按鈕來表示電源開關,分別代表OFF與ON)來啟動或關閉各模組的運作,且能由該狀態指示燈203來得知其運作狀態。Specifically, the
該訊號擷取模組211具有一設置在該輸送裝置11的該至少一側的感測裝置215,及一訊號轉換裝置216。該感測裝置215能用以檢測該輸送裝置11所產生的一聲音訊號及一熱影像訊號至少一者。該訊號擷取模組211的該感測裝置215包括一音訊偵測單元217,及一熱影像擷取單元218。The
該音訊偵測單元217能經由該外殼20設置的該收音孔205來偵測該輸送裝置11所產生的該聲音訊號。在本實施例中,該音訊偵測單元217是以一能收集外界聲音的麥克風為例做說明。該熱影像擷取單元218則能透過該外殼20設置的該熱影像拍攝口204來拍攝該輸送裝置11所產生的該熱影像訊號。在本實施例中,該熱影像擷取單元218是以一能收集紅外線頻段光譜的熱顯像感測器為例做說明。詳細來說,該感測裝置215的音訊偵測單元217所檢測到的該聲音訊號是一聲音強度的類比訊號,且具體是獲取一段時間內的各時間點的聲音強度所對應的電壓值的類比訊號;而該熱影像擷取單元218所檢測到的該熱影像訊號則是其視野範圍內的每一個影像像素點所對應的電壓值的類比訊號。The
要說明的是,在該輸送裝置11運作時,該訊號擷取模組211能視情況,僅透過該音訊偵測單元217偵測其聲音(也就是該聲音訊號),或僅透過該熱影像擷取單元218檢測其熱影像狀況(也就是該熱影像訊號),或同時偵測聲音並檢測其熱影像。It should be noted that when the
接著,將檢測得到的聲音及熱影像電壓值的類比訊號傳至該訊號轉換裝置216,並透過該訊號轉換裝置216將該聲音訊號與該熱影像訊號各自對應地轉換為一數位訊號(也就是,一聲音數位訊號與一熱影像數位訊號)。在本實施例中,該訊號轉換裝置216是以一類比數位轉換器(analog-to-digital converter;簡稱ADC)為例做說明。Then, the detected analog signals of the sound and thermal image voltage values are transmitted to the
該異常檢測模組212具有一與該訊號轉換裝置216連接的邊緣運算裝置219。該邊緣運算裝置219能接收該訊號轉換裝置216傳來的各數位訊號(也就是,該聲音數位訊號與該熱影像數位訊號),用以判斷並運算各數位訊號而產生對應的一檢測指標(也就是,一聲音檢測指標與一熱影像檢測指標)。具體來說,本實施例之邊緣運算裝置219具備有一記憶體,其可短暫地儲存一筆處理中的聲音數位訊號與熱影像數位訊號,及其所判斷/運算的檢測指標,待其判斷/運算完畢後,該筆處理中的聲音數位訊號與熱影像數位訊號,及其檢測指標將一同傳輸至該雲端伺服器22,並清空該記憶體,以待下一次檢測任務的進行。具體來說,該聲音數位訊號的判斷是先將該訊號轉換裝置216所轉換的該聲音數位訊號轉換為一音訊時頻分析數據,並從該音訊時頻分析數據中萃取特定頻率與強度特徵後,再經過一人工智慧模型運算產生該聲音檢測指標,並根據該記憶體內所儲存的一特定聲音閾值判斷該聲音檢測指標的數據是否異常。該熱影像數位訊號的判斷則是先經過一統計方法(包含但不限於平均值、中位數)濾除該熱影像數位訊號中的一異常數位訊號以產生具代表性的一溫度圖後,再將該溫度圖中的感興趣區域(region of interest,ROI)中的一最高溫視為該熱影像檢測指標,當該熱影像檢測指標高於該記憶體內所儲存的一特定溫度閾值時,則判斷該熱影像檢測指標的數據為異常。此處須說明的是,前述所濾除的異常數位訊號是基於該熱影像擷取單元218本身所造成的一異常雜訊,導致該訊號轉換裝置216所轉換的該熱影像數位訊號帶有該異常數位訊號。The
隨後便能將該聲音檢測指標與熱影像檢測指標傳至與該異常檢測模組212連接的該數據統整模組213。該數據統整模組213主要用以蒐集該訊號轉換裝置216所轉換的聲音數位訊號及熱影像數位訊號,與該邊緣運算裝置219所產生的聲音檢測指標及熱影像檢測指標,並統整兩者檢測指標後經由該數據傳輸模組214傳輸至該雲端伺服器22。在本發明該實施例中,該邊緣運算裝置219與該數據統整模組213是以一單板電腦(single board computer)為例做說明。Then, the sound detection index and the thermal image detection index can be transmitted to the
該數據傳輸模組214通訊耦接該數據統整模組213與該雲端伺服器22。該雲端伺服器22包括一數據管理單元221,及一與該數據管理單元221連接的人機互動介面222。該數據傳輸模組214將該聲音數位訊號及熱影像數位訊號與該聲音檢測指標及熱影像檢測指標傳輸至該數據管理單元221,並於該人機互動介面222中呈現出該聲音數位訊號及熱影像數位訊號與該聲音檢測指標及熱影像檢測指標。具體地說,該數據傳輸模組214是經由該外殼20設置的該天線傳輸口206以無線傳輸方式,將該聲音數位訊號及熱影像數位訊號與該聲音檢測指標及熱影像檢測指標傳輸至該數據管理單元221中。在本實施例中,該數據傳輸模組214為一Wi-Fi無線傳輸模組。如圖1所示,各監測設備21的無線傳輸模組(圖未示)214是與一架設在該支架3底部且位在該輸送裝置11該至少一側之無線訊號接收站4通訊連接,以將各監測設備21自該輸送裝置11所監測到的數位訊號與檢測指標傳輸至該雲端伺服器22。適用於本發明該實施例的無線訊號接收站4可以是一Wi-Fi基地台、一5G基地台、一LoRaWAN基地台或一NB-IoT基地台。在本發明該實施例中,該無線訊號接收站4是以一Wi-Fi基地台為例做說明,但不限於此。The
該數據管理單元221能對該檢測指標統整出對應該輸送裝置11的一檢測位置,及一檢測時間。該人機互動介面222能根據該檢測指標的一異常狀況發出示警。如前所述,該異常狀況已於該邊緣運算裝置219中完成判斷。具體而言,各監測設備21各自具有一身分編碼(ID),且各身分編碼代表各自所對應之監測設備21位在該輸送裝置11的該至少一側的檢測位置。當其中一監測設備21之邊緣運算裝置219的人工智慧模型根據其記憶體中的特定聲音閾值來判斷該聲音數位訊號存在有一筆聲音檢測指標的數據異常,或經過濾除該熱影像數位訊號的異常數位訊號後於該溫度圖中判斷出該熱影像數位訊號存在有一筆高於該特定溫度閾值的熱影像檢測指標時,則該筆異常的聲音檢測指標或該筆異常的熱影像檢測指標便可透過該其中一監測設備21的數據傳輸模組214經由該無線訊號接收站4傳輸至該雲端伺服器22的數據管理單元221,以根據該筆異常的聲音檢測指標或該筆異常的熱影像檢測指標統整出該其中一監測設備21對應該輸送裝置11的檢測位置及檢測時間,且該人機互動介面222能根據該筆異常的聲音檢測指標或該筆異常的熱影像檢測指標發出示警。The
參閱圖4,圖4顯示出該人機互動介面222的一歷史資訊檢視視窗。該人機互動介面222與該雲端伺服器22的一資料庫(圖未示)連接,其可透過該歷史資訊檢視視窗左側的選單223選擇該等監測設備21的身分編號,及其對應的檢測時間,而該歷史資訊檢視視窗右側則會對應顯示其左側選單223所選擇的該監測設備21檢測得到的數位訊號與檢測指標,包含有該熱影像數位訊號224、該音訊時頻分析數據225、該聲音檢測指標226,及該熱影像檢測指標227。此外,該歷史資訊檢視視窗的右上角更設計有一播放按鈕228。按下該播放按鈕228後,可重現選定的檢測時間的該監測設備21所錄製的現場音訊。由圖4所顯示的聲音檢測指標226可知,其橫軸與縱軸分別代表時間與狀態,顯示於該聲音檢測指標226中的虛線則代表該記憶體中的該特定聲音閾值,而超出該聲音檢測指標226中的特定聲音閾值(虛線)則代表異常的聲音檢測指標值。此外,由圖4所顯示的熱影像檢測指標227可知,其橫軸與縱軸分別代表時間與溫度,顯示於該熱影像檢測指標227中的虛線則代表該特定溫度閾值,而超出該熱影像檢測指標227中的特定溫度閾值(虛線)則代表異常的熱影像檢測指標值。Referring to FIG. 4 , FIG. 4 shows a historical information viewing window of the human-machine
參閱圖5,圖5顯示出該人機互動介面222的一即時資訊檢視視窗。如圖5所示,該即時資訊檢視視窗左側列出有該高爐煉鐵設備1示意圖,並標示有各監測設備21的安裝位置。在即時檢測過程中,點選該即時資訊檢視視窗左側對應的該監測設備21後,該即時資訊檢視視窗右側便會即時顯示出對應其左側所點選的該監測設備21最新的檢測指標,並繪製出對應時間點的數據曲線。Refer to FIG5 , which shows a real-time information viewing window of the human-machine
綜上所述,本發明用於即時監測輸送裝置之運作狀態的監測系統,其透過沿該高爐煉鐵設備1的輸送裝置11的該至少一側所間隔設置的該等監測設備21,能對該輸送裝置11之運作狀態進行全時且即時的檢測來得知該輸送裝置11的聲音與熱影像數位訊號及其檢測指標,而該雲端伺服器22的人機互動介面222更能呈現出系統化且客觀的檢測指標,以供操作人員自遠端即時監控該輸送裝置11的運作狀態與其異常警示並減少人工定期巡檢的成本,故確實能達成本發明的目的。In summary, the monitoring system of the present invention is used for real-time monitoring of the operating status of the conveying device. Through the
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 an embodiment of the present invention and should not be used to limit the scope of implementation of the present invention. All simple equivalent changes and modifications made according to the scope of the patent application of the present invention and the content of the patent specification are still within the scope of the present patent.
1:高爐煉鐵設備 10:高爐 101:爐底 102:爐頂 11:輸送裝置 111:滾輪組 112:輸送帶 113:輸送滾輪 114:回程滾輪 20:外殼 201:電源接口 202:電源開關 203:狀態指示燈 204:熱影像拍攝口 205:收音孔 206:天線傳輸口 21:監測設備 211:訊號擷取模組 212:異常檢測模組 213:數據統整模組 214:數據傳輸模組 215:感測裝置 216:訊號轉換裝置 217:音訊偵測單元 218:熱影像擷取單元 219:邊緣運算裝置 22:雲端伺服器 221:數據管理單元 222:人機互動介面 223:選單 224:熱影像數位訊號 225:音訊時頻分析數據 226:聲音檢測指標 227:熱影像檢測指標 228:播放按鈕 3:支架 4:無線訊號接收站 1: Blast furnace ironmaking equipment 10: Blast furnace 101: Furnace bottom 102: Furnace top 11: Conveyor device 111: Roller assembly 112: Conveyor belt 113: Conveyor roller 114: Return roller 20: Housing 201: Power interface 202: Power switch 203: Status indicator 204: Thermal imaging port 205: Sound receiving hole 206: Antenna transmission port 21: Monitoring equipment 211: Signal acquisition module 212: Abnormal detection module 213: Data integration module 214: Data transmission module 215: Sensing device 216: Signal conversion device 217: Audio detection unit 218: Thermal image acquisition unit 219: Edge computing device 22: Cloud server 221: Data management unit 222: Human-computer interaction interface 223: Menu 224: Thermal image digital signal 225: Audio time-frequency analysis data 226: Sound detection index 227: Thermal image detection index 228: Play button 3: Bracket 4: Wireless signal receiving station
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是一示意圖,說明本發明用於即時監測輸送裝置之運作狀態的監測系統的一實施例,其安裝在一高爐煉鐵設備的一輸送裝置的至少一側; 圖2是一示意圖,說明本發明該實施例的一監測設備; 圖3是一示意圖,說明本發明該實施例的系統架構; 圖4是一示意圖,說明本發明該實施例的一人機互動介面的一歷史資訊檢視視窗;及 圖5是一示意圖,說明本發明該實施例之人機互動介面的一即時資訊檢視視窗。 Other features and effects of the present invention will be clearly presented in the implementation method with reference to the drawings, wherein: FIG. 1 is a schematic diagram illustrating an embodiment of the monitoring system for real-time monitoring of the operating status of a conveying device of the present invention, which is installed on at least one side of a conveying device of a blast furnace ironmaking equipment; FIG. 2 is a schematic diagram illustrating a monitoring device of the embodiment of the present invention; FIG. 3 is a schematic diagram illustrating the system architecture of the embodiment of the present invention; FIG. 4 is a schematic diagram illustrating a historical information viewing window of a human-computer interaction interface of the embodiment of the present invention; and FIG. 5 is a schematic diagram illustrating a real-time information viewing window of the human-computer interaction interface of the embodiment of the present invention.
1:高爐煉鐵設備 1: Blast furnace ironmaking equipment
10:高爐 10: Blast furnace
101:爐底 101: Bottom of the furnace
102:爐頂 102: furnace top
11:輸送裝置 11: Transport device
111:滾輪組 111: Roller assembly
112:輸送帶 112: Conveyor belt
113:輸送滾輪 113:Conveyor roller
114:回程滾輪 114: Return roller
21:監測設備 21: Monitoring equipment
22:雲端伺服器 22: Cloud Server
3:支架 3: Bracket
4:無線訊號接收站 4: Wireless signal receiving station
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| CN102730384A (en) * | 2012-06-12 | 2012-10-17 | 马钢(集团)控股有限公司 | Fault detection system and method applicable to belt conveyor conveying system |
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| CN114506622A (en) * | 2020-11-15 | 2022-05-17 | 南京宝地梅山产城发展有限公司 | Belt feeder trouble and video monitoring intelligence linked system |
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| CN102730384A (en) * | 2012-06-12 | 2012-10-17 | 马钢(集团)控股有限公司 | Fault detection system and method applicable to belt conveyor conveying system |
| CN206559627U (en) * | 2017-03-13 | 2017-10-13 | 锦州通讯设备电子工程有限公司 | A kind of audio pickup control system |
| CN112124899A (en) * | 2020-08-19 | 2020-12-25 | 河钢股份有限公司承德分公司 | Method and system for rapidly judging and processing shutdown fault of belt conveyor |
| CN114506622A (en) * | 2020-11-15 | 2022-05-17 | 南京宝地梅山产城发展有限公司 | Belt feeder trouble and video monitoring intelligence linked system |
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