TWI816271B - Method, equipment and storage medium for road condition warning - Google Patents
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Abstract
Description
本申請涉及車聯網技術領域,具體涉及一種路況預警方法、設備及存儲介質。 This application relates to the technical field of Internet of Vehicles, and specifically relates to a road condition early warning method, equipment and storage medium.
目前,當道路發生異常狀況(例如塌陷、積水、異物障礙或車禍等)時,通常係現場確認異常狀況,並藉由於異常路段設置警示標識來進行預警。如果預警不及時,可能造成該異常路段發生嚴重堵塞,甚至引發道路交通事故。 Currently, when an abnormal condition occurs on the road (such as collapse, water accumulation, foreign object obstruction, or car accident, etc.), the abnormal condition is usually confirmed on site and warning signs are set up on the abnormal road sections to provide early warning. If the early warning is not timely, it may cause serious congestion on the abnormal road section and even cause a road traffic accident.
本申請提供一種路況預警方法、設備及存儲介質,能夠遠端確認異常路況,並及時對可能進入異常路段之車輛進行預警。 This application provides a road condition early warning method, equipment and storage medium, which can remotely confirm abnormal road conditions and provide timely warning to vehicles that may enter abnormal road sections.
本申請第一方面提供一種路況預警方法,包括:擷取目的地區域內複數台車輛之行駛資訊;根據複數台車輛之行駛資訊確定目的地區域內是否存在異常路段;若目的地區域存在異常路段,則根據異常路段之圖像確定異常原因;對異常路段進行預警。 The first aspect of this application provides a road condition early warning method, including: acquiring the driving information of a plurality of vehicles in the destination area; determining whether there is an abnormal road section in the destination area based on the driving information of the plurality of vehicles; if there is an abnormal road section in the destination area , then the cause of the abnormality is determined based on the image of the abnormal road section; an early warning is provided for the abnormal road section.
本申請第二方面提供一種路況預警設備,包括記憶體和處理器,處理器用於執行存儲於記憶體中之電腦程式,以實現本申請實施例之路況預警方法。 A second aspect of the present application provides a road condition early warning device, which includes a memory and a processor. The processor is used to execute a computer program stored in the memory to implement the road condition early warning method of the embodiment of the present application.
本申請協力廠商面提供一種存儲介質,設置於伺服器,用於存儲電腦程式,當電腦程式被處理器執行時,實現本申請實施例之路況預警方法。 The third party of this application provides a storage medium, which is installed on the server and used to store computer programs. When the computer program is executed by the processor, the road condition early warning method of the embodiment of this application is implemented.
本申請實施例根據複數台車輛之行駛資訊確定目的地區域內是否存在異常路段,根據異常路段之圖像確定異常原因,並對異常路段進行預警,能夠遠端確認異常路況和異常原因,進而提前對可能進入異常路段之車輛進行預警,提高駕駛安全性,減少道路擁堵,提高交通效率。 The embodiment of this application determines whether there is an abnormal road section in the destination area based on the driving information of multiple vehicles, determines the cause of the abnormality based on the image of the abnormal road section, and provides an early warning for the abnormal road section, which can remotely confirm abnormal road conditions and abnormal causes, and then advance Provide early warning for vehicles that may enter abnormal road sections to improve driving safety, reduce road congestion, and improve traffic efficiency.
10:路況預警設備 10: Road warning equipment
11:處理器 11: Processor
12:記憶體 12:Memory
13:通信介面 13: Communication interface
30:路況預警裝置 30: Road condition warning device
31:採集模組 31: Collection module
32:判斷模組 32:Judgement module
33:分析模組 33:Analysis module
34:預警模組 34: Early warning module
S21-S24:步驟 S21-S24: Steps
圖1係本申請一實施方式之路況預警設備之方框圖。 Figure 1 is a block diagram of a road condition early warning device according to an embodiment of the present application.
圖2係本申請一實施方式之路況預警方法之流程圖。 Figure 2 is a flow chart of a road condition early warning method according to an embodiment of the present application.
圖3係本申請一實施方式之路況預警裝置之方框圖。 Figure 3 is a block diagram of a road condition early warning device according to an embodiment of the present application.
為了能夠更清楚地理解本申請之上述目的、特徵和優點,下面結合附圖和具體實施例對本申請進行詳細描述。於下面之描述中闡述了複數具體細節以便於充分理解本申請,所描述之實施例僅係本申請一部分實施例,而不係全部之實施例。 In order to understand the above objects, features and advantages of the present application more clearly, the present application will be described in detail below with reference to the accompanying drawings and specific embodiments. Plural specific details are set forth in the following description to facilitate a full understanding of the present application. The described embodiments are only some, but not all, of the embodiments of the present application.
需要說明的是,雖於流程圖中示出了邏輯順序,但於某些情況下,可以以不同於流程圖中之循序執行所示出或描述之步驟。本申請實施例中 公開之方法包括用於實現方法之一個或複數步驟或動作。方法步驟和/或動作可以於不脫離請求項之範圍之情況下彼此互換。 It should be noted that although a logical sequence is shown in the flowchart, in some cases, the steps shown or described may be performed in a sequence different from that in the flowchart. In the embodiment of this application A disclosed method includes one or more steps or actions for implementing the method. Method steps and/or actions may be interchanged with each other without departing from the scope of the claims.
可參閱圖1,圖1為本申請一實施方式之路況預警設備10之方框圖。路況預警設備10包括處理器11、記憶體12及通信介面13,上述元件之間可以藉由匯流排連接,也可以直接連接。
Please refer to FIG. 1 , which is a block diagram of a road
處理器11用於執行存儲於記憶體12中之電腦程式,以實現本申請實施例之路況預警方法(參後詳述)。處理器11包括,但不限於,中央處理單元(Central Processing Unit,CPU)、數位訊號處理器(Digital Signal Processor,DSP)、專用積體電路(Application Specific Integrated Circuit,ASIC)、現場可程式設計門陣列(Field-Programmable Gate Array,FPGA)或者其它可程式設計邏輯器件、分立門或者電晶體邏輯器件、分立硬體元件等。
The
記憶體12包括易失性或非易失性記憶體件,例如數位複數功能盤(DVD)或其它光碟、磁片、硬碟、智慧存儲卡(Smart Media Card,SMC)、安全數位(Secure Digital,SD)卡、快閃記憶體卡(Flash Card)等。
The
通信介面13用於實現伺服器與車輛終端之間的網路通信。伺服器可以係獨立之物理伺服器,也可以係複數物理伺服器構成之伺服器集群或者分散式系統,還可以係提供雲計算服務之雲伺服器。車輛終端可以係安裝於車輛上之車載終端,也可以係駕駛者攜帶之移動終端。車輛終端包括,但不限於,智慧手機、平板電腦、筆記本電腦、智慧音箱、智慧手錶、車載伺服器、車載感測器等。伺服器與車輛終端之間可以藉由無線通訊網路進行資料傳輸。無線通訊網路包括,但不限於,無線區域網路(Wireless Local Area Networks,WLAN)、蜂窩通信網路(例如,2G/3G/4G/5G等)、衛星通信網路等。
The
於其中一種實施方式中,路況預警設備10可以係伺服器。路況預警設備10藉由通信介面13與車輛終端進行網路通信。
In one implementation, the road
於另一種實施方式中,路況預警設備10可以係車輛終端。路況預警設備10藉由通信介面13與伺服器進行網路通信。於其它實施方式中,路況預警設備10也可以藉由通信介面13與其它車輛上的車輛終端進行網路通信。
In another implementation, the road
可以理解,路況預警設備10也可以包括更多或者更少之元件,或者具有不同之元件配置。
It can be understood that the road
以下將對本申請實施例之路況預警方法進行詳細描述。 The road condition early warning method according to the embodiment of the present application will be described in detail below.
可參閱圖2,圖2為本申請一實施方式之路況預警方法之流程圖。路況預警方法可以藉由上述路況預警設備10來執行。路況預警方法包括如下步驟:
Please refer to FIG. 2 , which is a flow chart of a road condition early warning method according to an embodiment of the present application. The road condition warning method can be executed by the above-mentioned road
S21,擷取目的地區域內複數台車輛之行駛資訊。 S21: Acquire the driving information of multiple vehicles in the destination area.
於其中一種實施方式中,當路況預警設備10為伺服器,路況預警設備10可以藉由通信介面13向目的地區域內之車輛發送指令,以擷取目的地區域內車輛之行駛資訊。車輛於接收到指令之後,可以藉由車輛終端向路況預警設備10發送其行駛資訊。於其它實施方式中,目的地區域內之車輛也可以藉由車輛終端主動向路況預警設備10發送其行駛資訊。目的地區域係指車輛從出發地到目的地之預定行駛路線的覆蓋區域。
In one embodiment, when the road
於其中一種實施方式中,行駛資訊包括定位資訊與感測器資訊。其中,定位資訊係指車輛之地理位置資訊。於其中一種實施方式中,車輛終端可以藉由定位系統來擷取定位資訊,並將定位資訊發送至路況預警設備10。定位系統包括,但不限於,全球定位系統(Global Positioning System,GPS)、北斗衛星導航系統(BeiDou Navigation Satellite System,BDS)、伽利略衛星導航系統(Galileo Satellite Navigation System,GALILEO)、全球導航衛星系統(Global Navigation Satellite System,GLONASS)等。
In one implementation, the driving information includes positioning information and sensor information. Among them, positioning information refers to the geographical location information of the vehicle. In one implementation, the vehicle terminal can retrieve positioning information through the positioning system and send the positioning information to the road
感測器資訊係指利用車輛之感測器採集的資訊。感測器包括,但不限於,攝像頭感測器、毫米波雷達、雷射雷達、超聲波雷達、紅外感測器、加速度感測器、電子穩定控制系統(Electronic Stability Controller,ESC)中的感測器、循跡防滑控制系統中的感測器等。感測器可以探測光、熱、壓力或其它用於監測車輛狀態之變量。感測器可以安裝於車輛之前後保險杠、側視鏡、駕駛桿內部或者擋風玻璃上。 Sensor information refers to information collected using the vehicle's sensors. Sensors include, but are not limited to, camera sensors, millimeter wave radar, lidar, ultrasonic radar, infrared sensors, acceleration sensors, and sensors in electronic stability control systems (Electronic Stability Controller, ESC) sensors, sensors in tracking and anti-skid control systems, etc. Sensors can detect light, heat, pressure or other variables used to monitor vehicle status. Sensors can be installed on the vehicle's front and rear bumpers, side mirrors, inside the steering column or on the windshield.
於其它實施方式中,行駛資訊還可以包括以下至少一種:地圖資訊、駕駛者行為資訊。其中,地圖資訊係指以圖像、動畫或視頻等為表現形式之地理及交通資訊。於其中一種實施方式中,路況預警設備10可以藉由一應用程式來擷取地圖資訊,該應用程式可以提供地圖資訊服務,例如百度地圖、高德地圖等。
In other implementations, the driving information may also include at least one of the following: map information and driver behavior information. Among them, map information refers to geographical and transportation information in the form of images, animations or videos. In one implementation, the
駕駛者行為資訊係指駕駛者對車輛進行操作之資訊。駕駛者行為資訊包括,但不限於,啟動防抱死制動系統(Anti-lock Braking System,ABS)、啟動電動助力轉向系統(Electric Power Steering,EPS)、緊急刹車、方向盤轉角等。 Driver behavior information refers to information about the driver's operation of the vehicle. Driver behavior information includes, but is not limited to, activation of the anti-lock braking system (Anti-lock Braking System, ABS), activation of the electric power steering system (Electric Power Steering, EPS), emergency braking, steering wheel angle, etc.
可以理解,行駛資訊也可以包括其它表徵車輛狀態之資訊,本申請不做限定。 It can be understood that the driving information may also include other information representing the vehicle status, which is not limited in this application.
於另一種實施方式中,當路況預警設備10為車輛終端,路況預警設備10藉由通信介面13向目的地區域內之其他車輛發送請求,以擷取目的地區域內其他車輛之行駛資訊。其他車輛接收到請求之後,可以藉由相應之車輛終端向路況預警設備10發送其行駛資訊。
In another embodiment, when the road
於另一種實施方式中,當路況預警設備10為車輛終端,路況預警設備10藉由通信介面13向伺服器發送請求,以擷取目的地區域內其他車輛之行駛資訊。伺服器接收到請求之後,可以向目的地區域內之所有車輛發送指令,
以擷取目的地區域內所有車輛之行駛資訊。目的地區域內之車輛接收到指令之後,可以藉由相應之車輛終端向伺服器發送其行駛資訊。伺服器接收到目的地區域內所有車輛之行駛資訊之後,可以向路況預警設備10發送目的地區域內其他車輛之行駛資訊。於其它實施方式中,伺服器接收到目的地區域內所有車輛之行駛資訊之後,也可以向目的地區域內所有車輛廣播目的地區域內所有車輛之行駛資訊。
In another embodiment, when the road
S22,根據複數台車輛之行駛資訊確定目的地區域內是否存在異常路段。若確定目的地區域存在異常路段,則執行步驟S23。若確定目的地區域內不存在異常路段,則結束。 S22: Determine whether there is an abnormal road section in the destination area based on the driving information of multiple vehicles. If it is determined that there is an abnormal road section in the destination area, step S23 is executed. If it is determined that there is no abnormal road section in the destination area, it ends.
於其中一種實施方式中,路況預警設備10根據感測器資訊可以即時地監控車輛之狀態,藉由判斷車輛是否行駛異常來確定目的地區域內是否存在異常路段。行駛異常包括異常繞行、異常停車或行駛速度異常等。
In one embodiment, the road
於其中一種實施方式中,路況預警設備10根據定位資訊可以即時地監控車輛之地理位置,從而於確定目的地區域存在異常路段之後,能夠及時地確定異常路段之位置。路況預警設備10利用定位資訊,判定出無車輛經過之一固定地點,並將該固定地點定義為異常路段。
In one embodiment, the road
於其它實施方式中,路況預警設備10也可以根據地圖資訊擷取目的地區域內之地理及交通資訊。例如,路況預警設備10根據地圖資訊可以確定目的地區域內是否存在封閉路段或堵車路段,從而可以重新規劃行駛路線,避免駛入封閉路段或堵車路段。
In other embodiments, the road
路況預警設備10也可以根據駕駛者行為資訊判斷駕駛者是否對車輛進行異常操作,從而確定目的地區域內是否存在異常路段。異常操作包括異常轉向、頻繁制動或緊急刹車等。轉向可藉由方向盤轉角判定,異常轉向可藉由車輛於非轉角或非回轉路段進行轉向而判定。
The road
路況預警設備10也可以根據駕駛者行為資訊及定位資訊判斷駕駛者是否對車輛進行異常操作,從而確定目的地區域內是否存在異常路段。
The road
S23,根據異常路段之圖像確定異常原因。 S23: Determine the cause of the abnormality based on the image of the abnormal road section.
路況預警設備10擷取異常路段之圖像。於其中一種實施方式中,路況預警設備10可以藉由調用車輛之攝像頭來拍攝異常路段之圖像。於其它實施方式中,路況預警設備10也可以藉由通信介面13連接至網路交通管理平臺來擷取異常路段之圖像,網路交通管理平臺可以藉由安裝於異常路段之監控攝像頭來拍攝異常路段之圖像。
The road
路況預警設備10根據異常路段之圖像確定異常原因。異常原因包括道路塌陷、積水、坑洞、異物障礙或車禍等。於其中一種實施方式中,路況預警設備10可以從異常路段之圖像中提取圖像特徵,再將圖像特徵與不同類型之異常特徵進行比對,從而確定圖像特徵是否為異常特徵。異常特徵與異常路況、異常原因存在對應關係。路況預警設備10可以藉由不同類型之異常特徵來確定異常特徵對應之異常路況及異常原因。
The road
可以理解,路況預警設備10可以藉由記憶體12來存儲異常特徵、異常路況、異常原因及它們之對應關係。
It can be understood that the road
S24,對異常路段進行預警。 S24, provide early warning for abnormal road sections.
於其中一種實施方式中,路況預警設備10可以藉由以下至少一種方式對異常路段進行預警:廣播通知、消息推送、語音提示或文字提示等。
In one embodiment, the road
於其中一種實施方式中,路況預警設備10可以向目的地區域內之所有車輛發送預警消息,從而可以提前對可能進入異常路段之車輛進行預警。於其它實施方式中,路況預警設備10也可以向網路交通管理平臺發送預警消息,從而藉由網路交通管理平臺向更大地域範圍內之車輛進行預警。路況預警
設備10也可以將異常原因加入到預警消息中,並將預警消息發送到交通管理部門,從而可以協助交通管理部門對異常路段進行及時地排查和檢修。
In one embodiment, the road
可以理解,路況預警設備10也可以於執行完步驟S24之後,再執行步驟S23。
It can be understood that the road
可參閱圖3,圖3為本申請一實施方式之路況預警裝置30之方框圖。路況預警裝置30包括採集模組31、判斷模組32、分析模組33及預警模組34。判斷模組32電連接於採集模組31、分析模組33及預警模組34。分析模組33電連接於預警模組34。
Please refer to FIG. 3 , which is a block diagram of a road
採集模組31用於擷取目的地區域內複數台車輛之行駛資訊。
The
判斷模組32用於根據複數台車輛之行駛資訊確定目的地區域內是否存在異常路段。
The
分析模組33用於根據異常路段之圖像確定異常原因。
The
預警模組34用於對異常路段進行預警。
The
於其中一種實施方式中,當路況預警裝置30為伺服器,採集模組31可以向目的地區域內之車輛發送指令,以擷取車輛之行駛資訊。車輛於接收到指令之後,可以藉由車輛終端向路況預警裝置30發送其行駛資訊,採集模組31接收行駛資訊。於其它實施方式中,目的地區域內之車輛也可以藉由車輛終端主動向路況預警裝置30發送其行駛資訊。目的地區域係指車輛從出發地到目的地之預定行駛路線之覆蓋區域。
In one embodiment, when the road
於其中一種實施方式中,行駛資訊包括定位資訊與感測器資訊。於其它實施方式中,行駛資訊還可以包括地圖資訊、駕駛者行為資訊或者其它表徵車輛狀態之資訊。 In one implementation, the driving information includes positioning information and sensor information. In other implementations, the driving information may also include map information, driver behavior information, or other information representing the vehicle status.
於另一種實施方式中,當路況預警裝置30為車輛終端,採集模組31可以向目的地區域內之其他車輛發送請求,以擷取目的地區域內其他車輛之
行駛資訊。其他車輛接收到請求之後,可以藉由相應之車輛終端向路況預警裝置30發送其行駛資訊,採集模組31接收行駛資訊。
In another embodiment, when the road
於另一種實施方式中,當路況預警裝置30為車輛終端,採集模組31可以向伺服器發送請求,以擷取目的地區域內其他車輛之行駛資訊。伺服器接收到請求之後,可以向目的地區域內之所有車輛發送指令,以擷取目的地區域內所有車輛之行駛資訊。目的地區域內之車輛接收到指令之後,可以藉由相應之車輛終端向伺服器發送其行駛資訊。伺服器接收到目的地區域內所有車輛之行駛資訊之後,可以向路況預警裝置30發送目的地區域內其他車輛之行駛資訊,採集模組31接收行駛資訊。於其它實施方式中,伺服器接收到目的地區域內所有車輛之行駛資訊之後,也可以向目的地區域內所有車輛廣播目的地區域內所有車輛之行駛資訊,採集模組31接收行駛資訊。
In another implementation, when the road
於其中一種實施方式中,判斷模組32根據感測器資訊可以即時地監控車輛之狀態,藉由判斷車輛是否行駛異常來確定目的地區域內是否存在異常路段。行駛異常包括異常繞行、異常停車或行駛速度異常等。
In one embodiment, the
於其中一種實施方式中,判斷模組32根據定位資訊可以即時地監控車輛之地理位置,從而於確定目的地區域存在異常路段之後,能夠及時地確定異常路段之位置。
In one embodiment, the
於其中一種實施方式中,分析模組33擷取異常路段之圖像,並根據異常路段之圖像確定異常原因。異常原因包括道路塌陷、積水、坑洞、異物障礙或車禍等。
In one implementation, the
於其中一種實施方式中,分析模組33可以藉由調用車輛之攝像頭來拍攝異常路段之圖像。於其它實施方式中,分析模組33也可以藉由通信介面13連接至網路交通管理平臺來擷取異常路段之圖像,網路交通管理平臺可以藉由安裝於異常路段之監控攝像頭來拍攝異常路段之圖像。
In one implementation, the
於其中一種實施方式中,分析模組33可以從異常路段之圖像中提取圖像特徵,再將圖像特徵與不同類型之異常特徵進行比對,從而確定圖像特徵是否為異常特徵。異常特徵與異常路況、異常原因存在對應關係。分析模組33可以藉由不同類型之異常特徵來確定異常特徵對應之異常路況及異常原因。
In one embodiment, the
於其中一種實施方式中,預警模組34可以藉由以下至少一種方式對異常路段進行預警:廣播通知、消息推送、語音提示或文字提示等。
In one implementation, the
於其中一種實施方式中,預警模組34可以向目的地區域內之所有車輛發送預警消息,從而可以提前對可能進入異常路段之車輛進行預警。於其它實施方式中,預警模組34也可以向網路交通管理平臺發送預警消息,從而藉由網路交通管理平臺向更大地域範圍內之車輛進行預警。預警模組34也可以將異常原因加入到預警消息中,並將預警消息發送到交通管理部門,從而可以協助交通管理部門對異常路段進行及時地排查和檢修。
In one embodiment, the
可以理解,採集模組31、判斷模組32、分析模組33及預警模組34可以係微控制器、處理器或特殊應用之積體電路等,能夠執行本申請實施例之路況預警方法。
It can be understood that the
於其中一種實施方式中,採集模組31、判斷模組32、分析模組33及預警模組34可以被實施為具有特殊功能之電腦程式。電腦程式可以存儲於路況預警設備10之記憶體12中,並可以藉由路況預警設備10之處理器11來執行電腦程式,以實現本申請實施例之路況預警方法。
In one implementation, the
本申請實施例還提供一種存儲介質,設置於伺服器,用於存儲電腦程式,當電腦程式被處理器執行時,實現本申請實施例之路況預警方法。 Embodiments of the present application also provide a storage medium, which is provided in a server and used to store a computer program. When the computer program is executed by a processor, the road condition early warning method of the embodiment of the present application is implemented.
存儲介質包括於用於存儲資訊(諸如計算器可讀指令、資料結構、程式模組或其它資料)之任何方法或技術中實施之易失性和非易失性、可移除和不可移除介質。存儲介質包括,但不限於,RAM、ROM、EEPROM、快 閃記憶體或其它記憶體技術、CD-ROM、數位複數功能盤(DVD)或其它光碟存儲、磁盒、磁帶、磁片存儲或其它磁存儲裝置、或者可以用於存儲期望之資訊並且可以被計算器訪問之任何其它之介質。 Storage media includes volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information, such as computer readable instructions, data structures, program modules or other data. medium. Storage media include, but are not limited to, RAM, ROM, EEPROM, fast Flash memory or other memory technology, CD-ROM, digital disk (DVD) or other optical disk storage, magnetic cassettes, tapes, magnetic disk storage or other magnetic storage devices, or can be used to store the desired information and can be Any other media accessed by the computer.
應該理解到,本申請實施例之路況預警方法中之全部或某些步驟、路況預警裝置30中之功能模組可以被實施為軟體、固件、硬體及其適當之組合。
It should be understood that all or some steps in the road condition warning method and the functional modules in the road
於硬體實施方式中,於以上描述中提及之功能模組之間之劃分不一定對應於物理元件之劃分。例如,一個物理元件可以具有複數個功能,或者一個功能或步驟可以由若干物理元件合作執行。某些物理元件或所有物理元件可以被實施為由處理器,如中央處理器、數位訊號處理器或微處理器執行之軟體,或者被實施為硬體,或者被實施為積體電路,如專用積體電路。這樣之軟體可以分佈於存儲介質上。 In a hardware implementation, the division between functional modules mentioned in the above description does not necessarily correspond to the division of physical components. For example, one physical element may have multiple functions, or one function or step may be performed cooperatively by several physical elements. Some or all of the physical elements may be implemented as software executed by a processor, such as a central processing unit, a digital signal processor, or a microprocessor, or as hardware, or as integrated circuits, such as a dedicated integrated circuits. Such software can be distributed on storage media.
上面結合附圖對本申請實施例作了詳細說明,但係本申請不限於上述實施例,於所屬技術領域普通具通常技藝者所具備之知識範圍內,還可以於不脫離本申請宗旨之前提下做出各種變化。 The embodiments of the present application have been described in detail in conjunction with the accompanying drawings. However, the present application is not limited to the above-mentioned embodiments. Within the scope of knowledge possessed by ordinary people with ordinary skills in the technical field, the present application can also be modified without departing from the purpose of the present application. Make various changes.
S21-S24:步驟 S21-S24: Steps
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