TW202329052A - Air quality intelligent monitoring system - Google Patents
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本發明有關於一種空氣品質監控技術,尤其是一種空氣品質智慧監控系統。The invention relates to an air quality monitoring technology, in particular to an air quality intelligent monitoring system.
因為空氣會自然地循環與滲透,因此室內空間會自然引進室外空氣以完成換氣循環,是為自然換氣作業,然而自然換氣可能因門窗緊閉而導致換氣作業緩慢,造成室內空氣品質不良,故許多室內設計會加裝排風扇或系統,也就是強制換氣作業,由人力作業的方式訂定換氣作業時間與執行換氣裝置的啟動與關閉。Because the air will naturally circulate and infiltrate, the indoor space will naturally introduce outdoor air to complete the ventilation cycle, which is a natural ventilation operation. However, the natural ventilation may be slow due to the closed doors and windows, resulting in indoor air quality. Therefore, many interior designs will install exhaust fans or systems, that is, forced ventilation operations. The ventilation operation time is set and the ventilation device is activated and closed by manual operation.
一般而言,室外空氣中的二氧化碳濃度為400PPM上下,而就室內空氣來說,人體是最大的二氧化碳濃度汙染源,人體吹出的一口氣可以致使室內二氧化碳濃度高達7000PPM以上,而室內空氣品質法規認定門檻值為二氧化碳濃度1000PPM,因此上述室內與室外換氣作業為有效降低二氧化碳濃度,也是較一般之作法,但是室外的空氣汙染有著細懸浮微粒(PM 2.5)的危害,假設暫不考量其他氣體為危害來評估的話,如果室外細懸浮微粒(PM 2.5)濃度高,只考慮室內二氧化碳濃度高而執行室內外換氣作業,雖然降低了二氧化碳濃度,但是卻帶進了細懸浮微粒(PM 2.5)高濃度的危害,那麼室內外換氣作業的意義便不復存在。 Generally speaking, the concentration of carbon dioxide in the outdoor air is around 400PPM. As far as indoor air is concerned, the human body is the largest pollution source of carbon dioxide concentration. The value is 1000PPM of carbon dioxide concentration. Therefore, the above indoor and outdoor ventilation operations are a relatively common practice in order to effectively reduce the concentration of carbon dioxide. However, outdoor air pollution has the hazards of fine suspended particles (PM 2.5 ), assuming that other gases are not considered as hazards for the time being. For evaluation, if the concentration of fine suspended particulates (PM 2.5 ) is high outdoors, only consider the high concentration of indoor carbon dioxide and carry out indoor and outdoor ventilation operations. Although the concentration of carbon dioxide is reduced, it brings in high concentrations of fine suspended particulates (PM 2.5 ) If there is no harm, the meaning of indoor and outdoor ventilation operations will no longer exist.
本發明提供一種空氣品質智慧監控系統,可通過預測室外空氣品質、偵測室內空氣品質以及自動啟動物聯網(IoT)裝置以達成自動化清淨環境的功效。The present invention provides an air quality intelligent monitoring system, which can automatically clean the environment by predicting outdoor air quality, detecting indoor air quality, and automatically activating Internet of Things (IoT) devices.
本發明所提供的空氣品質智慧監控系統包括:用以感測多個室內空氣品質感測數據的多個室內空氣品質感測器、用以蒐集多個室外空氣品質感測數據的雲端伺服器、連接多個室內空氣品質感測器及雲端伺服器並且用以接收多個室內空氣品質感測數據與多個室外空氣品質感測數據以產生多個控制訊號的計算機、以及耦接計算機並且用以接收多個控制訊號以控制多個物聯網從屬裝置的啟動與關閉的物聯網主控裝置。The air quality intelligent monitoring system provided by the present invention includes: a plurality of indoor air quality sensors for sensing a plurality of indoor air quality sensing data, a cloud server for collecting a plurality of outdoor air quality sensing data, A computer connected to a plurality of indoor air quality sensors and a cloud server for receiving a plurality of indoor air quality sensing data and a plurality of outdoor air quality sensing data to generate a plurality of control signals, and a computer coupled to the computer and used for An IoT master device that receives multiple control signals to control activation and shutdown of multiple IoT slave devices.
在本發明的一實施例中,上述的空氣品質智慧監控系統更包括:連接計算機並且用以顯示多個室內空氣品質感測數據以及多個室外空氣品質感測數據的顯示器。In an embodiment of the present invention, the above-mentioned smart air quality monitoring system further includes: a display connected to a computer for displaying a plurality of indoor air quality sensing data and a plurality of outdoor air quality sensing data.
在本發明的一實施例中,上述的空氣品質智慧監控系統更包括:連接計算機與物聯網主控裝置並且用以接收計算機的多個控制訊號並傳輸多個控制訊號至物聯網主控裝置的介面電路。In an embodiment of the present invention, the above air quality intelligent monitoring system further includes: a computer connected to the main control device of the Internet of Things and used to receive multiple control signals from the computer and transmit multiple control signals to the main control device of the Internet of Things interface circuit.
在本發明的一實施例中,上述多個室內空氣品質感測數據與多個室外空氣品質感測數據至少包括細懸浮微粒(PM 2.5)濃度與二氧化碳(CO 2)濃度。 In an embodiment of the present invention, the plurality of indoor air quality sensing data and the plurality of outdoor air quality sensing data include at least PM 2.5 concentration and carbon dioxide (CO 2 ) concentration.
在本發明的一實施例中,上述多個物聯網從屬裝置包括換氣裝置、冷氣機、空氣清淨機、除濕機及紫外線殺菌機。In an embodiment of the present invention, the plurality of Internet of Things slave devices include ventilation devices, air conditioners, air purifiers, dehumidifiers, and ultraviolet sterilizers.
在本發明的一實施例中,當室內細懸浮微粒濃度大於第一門檻值與室內二氧化碳濃度大於第二門檻值時,物聯網主控裝置通過介面電路接收計算機的控制訊號以啟動換氣裝置,其中第一門檻值係35μg/m 3,第二門檻值係1000PPM。 In one embodiment of the present invention, when the indoor fine suspended particle concentration is greater than the first threshold value and the indoor carbon dioxide concentration is greater than the second threshold value, the main control device of the Internet of Things receives a control signal from the computer through the interface circuit to activate the ventilation device, Wherein the first threshold value is 35μg/m 3 , and the second threshold value is 1000PPM.
在本發明的一實施例中,當室外細懸浮微粒濃度大於第一門檻值與室外二氧化碳濃度大於第二門檻值時,物聯網主控裝置通過介面電路接收計算機的控制訊號以關閉換氣裝置,其中第一門檻值係35μg/m 3,第二門檻值係1000PPM。 In one embodiment of the present invention, when the outdoor fine suspended particulate concentration is greater than the first threshold value and the outdoor carbon dioxide concentration is greater than the second threshold value, the main control device of the Internet of Things receives a control signal from the computer through the interface circuit to close the ventilation device, Wherein the first threshold value is 35μg/m 3 , and the second threshold value is 1000PPM.
在本發明的一實施例中,當室內細懸浮微粒濃度大於第一門檻值時,物聯網主控裝置通過介面電路接收計算機的控制訊號以啟動空氣清淨機,其中第一門檻值係35μg/m 3。 In one embodiment of the present invention, when the concentration of indoor fine suspended particles is greater than the first threshold, the main control device of the Internet of Things receives a control signal from the computer through the interface circuit to start the air purifier, wherein the first threshold is 35 μg/m 3 .
在本發明的一實施例中,上述的雲端伺服器包括人工神經網路,用以基於多個室外空氣品質感測數據以產生多個室外空氣品質預測數據。In an embodiment of the present invention, the above-mentioned cloud server includes an artificial neural network for generating a plurality of outdoor air quality prediction data based on a plurality of outdoor air quality sensing data.
在本發明的一實施例中,上述的空氣品質智慧監控系統更包括:連接計算機並且用以顯示多個室內空氣品質感測數據與多個室外空氣品質感測數據,以及遠端控制計算機以產生多個控制訊號的電子裝置。In an embodiment of the present invention, the above air quality intelligent monitoring system further includes: connected to a computer for displaying a plurality of indoor air quality sensing data and a plurality of outdoor air quality sensing data, and remotely controlling the computer to generate Electronic devices for multiple control signals.
本發明因採用人工神經網路預測室外空氣品質、室內感測器感測室內空氣品質以及使用物聯網技術自動控制空氣清淨裝置,因此達成自動化清淨室內環境的功效。The present invention achieves the effect of automatically cleaning the indoor environment by using the artificial neural network to predict the outdoor air quality, the indoor sensor to sense the indoor air quality, and the Internet of Things technology to automatically control the air cleaning device.
為讓本發明之上述和其他目的、特徵和優點能更明顯易懂,下文特舉實施例,並配合所附圖式,作詳細說明如下。In order to make the above and other objects, features and advantages of the present invention more comprehensible, the following specific embodiments are described in detail in conjunction with the accompanying drawings.
請參閱圖1所示,為本發明一實施例所提供的空氣品質智慧監控系統的示意圖。本發明的空氣品質智慧監控系統1包括多個室內空氣品質感測器2、雲端伺服器3、計算機4、物聯網主控裝置5、多個物聯網從屬裝置6、顯示器7、介面電路8、以及電子裝置9。Please refer to FIG. 1 , which is a schematic diagram of an air quality intelligent monitoring system provided by an embodiment of the present invention. The air quality intelligent monitoring system 1 of the present invention includes a plurality of indoor air quality sensors 2, a cloud server 3, a computer 4, an Internet of Things master control device 5, a plurality of Internet of Things slave devices 6, a display 7, an interface circuit 8, and the electronic device 9 .
在本實施例中,多個室內空氣品質感測器2用以感測多個室內空氣品質感測數據,並且至少包括用以感測二氧化碳濃度的二氧化碳(CO 2)濃度感測器以及用以感測細懸浮微粒濃度的細懸浮微粒(PM 2.5)感測器。在本實施例中,雲端伺服器3用以蒐集多個室外空氣品質感測數據,並且包括人工神經網路31以基於多個室外空氣品質感測數據以產生多個室外空氣品質預測數據,以提供未來24小時人工智能空氣品質預報以便及時掌握室外空氣品質擴散趨勢,其中多個室外空氣品質感測數據至少包括二氧化碳濃度以及細懸浮微粒濃度。人工神經網路31較佳地為長短期記憶(LSTM)的時間循環神經網路,以基於室外空氣品質的大數據蒐集來預測空氣品質狀況,如空氣汙染。 In this embodiment, a plurality of indoor air quality sensors 2 are used to sense a plurality of indoor air quality sensing data, and at least include a carbon dioxide (CO 2 ) concentration sensor for sensing carbon dioxide concentration and a sensor for A fine aerosol (PM 2.5 ) sensor that senses the concentration of fine aerosols. In this embodiment, the cloud server 3 is used to collect a plurality of outdoor air quality sensing data, and includes an artificial neural network 31 to generate a plurality of outdoor air quality prediction data based on the plurality of outdoor air quality sensing data, so as to Provide artificial intelligence air quality forecasts for the next 24 hours in order to grasp the diffusion trend of outdoor air quality in a timely manner. Multiple outdoor air quality sensing data include at least carbon dioxide concentration and fine suspended particle concentration. The artificial neural network 31 is preferably a long-short-term memory (LSTM) temporal recurrent neural network to predict air quality conditions, such as air pollution, based on large data collection of outdoor air quality.
在本實施例中,計算機4連接多個室內空氣品質感測器2以及雲端伺服器3,並且用以接收多個室內空氣品質感測數據與多個室外空氣品質感測數據以判斷室內與室外空氣品質狀況,如比對出汙染物為何、區域汙染改善效率如何、污染溢散控制是否有成效等而可以自動產生多個控制訊號,其中計算機4可以為個人電腦、筆記型電腦、平板、智慧型手機等具有邏輯運算能力的處理裝置、處理器、處理單元、以及微處理器,而連接的手段可以為有線連接或是無線連接。在本實施例中,顯示器7連接計算機4,並且用以顯示多個室內空氣品質感測數據以及多個室外空氣品質感測數據如顯示室內及室外空氣品質燈號,以便讓使用者知道室內及室外空氣品質狀況以讓使用者可以近端控制計算機4以產生多個控制訊號。In this embodiment, the computer 4 is connected to a plurality of indoor air quality sensors 2 and a cloud server 3, and is used to receive a plurality of indoor air quality sensing data and a plurality of outdoor air quality sensing data to determine indoor and outdoor. The air quality status, such as comparing the pollutants, the efficiency of regional pollution improvement, whether the pollution spill control is effective, etc., can automatically generate multiple control signals. The computer 4 can be a personal computer, a notebook computer, a tablet, a smart phone, etc. A processing device, a processor, a processing unit, and a microprocessor with logical operation capabilities such as a mobile phone, and the connection means can be a wired connection or a wireless connection. In this embodiment, the display 7 is connected to the computer 4, and is used to display a plurality of indoor air quality sensing data and a plurality of outdoor air quality sensing data, such as displaying indoor and outdoor air quality lights, so that users can know the indoor and outdoor air quality. The outdoor air quality condition allows the user to control the computer 4 locally to generate multiple control signals.
在本實施例中,介面電路8連接計算機4,並用以接收計算機4所產生的多個控制訊號。物聯網主控裝置5連接介面電路8,並且用以接收由介面電路5傳輸的多個控制訊號來控制多個物聯網從屬裝置6的啟動與關閉,其中多個物聯網從屬裝置6至少包括換氣裝置、冷氣機、空氣清淨機、除濕機及紫外線殺菌機。In this embodiment, the interface circuit 8 is connected to the computer 4 and used to receive a plurality of control signals generated by the computer 4 . The Internet of Things master control device 5 is connected to the interface circuit 8, and is used to receive multiple control signals transmitted by the interface circuit 5 to control the activation and shutdown of a plurality of Internet of Things slave devices 6, wherein the plurality of Internet of Things slave devices 6 include at least a switch Air conditioning device, air conditioner, air purifier, dehumidifier and ultraviolet sterilizer.
在本實施例中,電子裝置9連接計算機4,並且用以顯示多個室內空氣品質感測數據與多個室外空氣品質感測數據如顯示室內及室外空氣品質燈號,以便讓使用者知道室內及室外空氣品質狀況以讓使用者可以遠端控制計算機4以產生多個控制訊號,其中電子裝置9可以為具有與計算機4無線連接的手持裝置、穿戴裝置等以便顯示室內及室外空氣品質感測數據,以及可以遠端控制計算機4以發出控制訊號以便間接地控制多個物聯網從屬裝置6的啟動與關閉。In this embodiment, the electronic device 9 is connected to the computer 4, and is used to display a plurality of indoor air quality sensing data and a plurality of outdoor air quality sensing data, such as displaying indoor and outdoor air quality lights, so as to let the user know the indoor air quality. and outdoor air quality conditions so that the user can remotely control the computer 4 to generate multiple control signals, wherein the electronic device 9 can be a handheld device, a wearable device, etc. that have a wireless connection with the computer 4 in order to display indoor and outdoor air quality sensing data, and can remotely control the computer 4 to send control signals to indirectly control the activation and shutdown of multiple IoT slave devices 6 .
一示例中,當計算機4判斷接收到的室內細懸浮微粒濃度大於門檻值如35μg/m 3與室內二氧化碳濃度大於門檻值如1000PPM時,計算機4產生控制訊號或是直接產生換氣裝置啟動訊號,物聯網主控裝置5通過介面電路8接收計算機4的控制訊號或是換氣裝置啟動訊號以啟動換氣裝置,進而交換室內與室外空氣。 In one example, when the computer 4 judges that the received indoor fine aerosol concentration is greater than a threshold value such as 35 μg/ m3 and the indoor carbon dioxide concentration is greater than a threshold value such as 1000PPM, the computer 4 generates a control signal or directly generates a ventilation device activation signal, The main control device 5 of the Internet of Things receives a control signal from the computer 4 or an activation signal of the ventilating device through the interface circuit 8 to activate the ventilating device, thereby exchanging indoor and outdoor air.
一示例中,當計算機4判斷接收到的室外細懸浮微粒濃度大於門檻值如35μg/m 3與室外二氧化碳濃度大於門檻值如1000PPM時,計算機4產生控制訊號或是直接產生換氣裝置關閉訊號,物聯網主控裝置5通過介面電路8接收計算機4的控制訊號或是換氣裝置關閉訊號以關閉換氣裝置,進而避免交換室內與室外空氣。 In one example, when the computer 4 judges that the received outdoor fine aerosol concentration is greater than a threshold value such as 35 μg/ m3 and the outdoor carbon dioxide concentration is greater than a threshold value such as 1000PPM, the computer 4 generates a control signal or directly generates a ventilation device shutdown signal, The main control device 5 of the Internet of Things receives the control signal from the computer 4 or the closing signal of the ventilation device through the interface circuit 8 to close the ventilation device, thereby avoiding the exchange of indoor and outdoor air.
一示例中,當計算機4判斷接收到的室內細懸浮微粒濃度大於門檻值如35μg/m 3時,計算機4產生控制訊號或是直接產生空氣清淨機啟動訊號,物聯網主控裝置5通過介面電路8接收計算機4的控制訊號或是空氣清淨機啟動訊號以啟動空氣清淨機,進而淨化室內空氣。 In one example, when the computer 4 judges that the received indoor fine aerosol concentration is greater than a threshold value such as 35 μg/m 3 , the computer 4 generates a control signal or directly generates an air cleaner start signal, and the main control device 5 of the Internet of Things passes the interface circuit 8. Receive the control signal of the computer 4 or the start signal of the air cleaner to start the air cleaner, and then purify the indoor air.
可以注意的是,本發明不限於上述示例,本發明所屬技術領域中具有通常知識者可以任意組合上述示例,亦或是可由室內及室外空氣品質數據來新增本發明其他不同方案來自動控制物聯網從屬裝置6來達成清淨室內環境的功效。It should be noted that the present invention is not limited to the above-mentioned examples, those skilled in the art of the present invention can arbitrarily combine the above-mentioned examples, or can add other different schemes of the present invention based on the indoor and outdoor air quality data to automatically control objects The slave device 6 is connected to the network to achieve the effect of cleaning the indoor environment.
綜上所述,本發明的空氣品質智慧監控系統因採用人工神經網路預測室外空氣品質、室內感測器感測室內空氣品質以及使用物聯網技術自動控制空氣清淨裝置,因此達成自動化清淨室內環境的功效。To sum up, the intelligent air quality monitoring system of the present invention achieves automatic cleaning of the indoor environment by using artificial neural networks to predict outdoor air quality, indoor sensors to sense indoor air quality, and using Internet of Things technology to automatically control air cleaning devices effect.
雖然本發明已以實施例揭露如上,然其並非用以限定本發明,本發明所屬技術領域中具有通常知識者,在不脫離本發明之精神和範圍內,當可作些許之更動與潤飾,因此本發明之保護範圍當視後附之申請專利範圍所界定者為準。Although the present invention has been disclosed above with the embodiments, it is not intended to limit the present invention. Those with ordinary knowledge in the technical field of the present invention can make some changes and modifications without departing from the spirit and scope of the present invention. Therefore, the scope of protection of the present invention should be defined by the scope of the appended patent application.
1 空氣品質智慧監控系統 2 室內空氣品質感測器 3 雲端伺服器 4 計算機 5 物聯網主控裝置 6 物聯網從屬裝置 7 顯示器 8 介面電路 9 電子裝置 31 人工神經網路 1 Air quality intelligent monitoring system 2 Indoor Air Quality Sensors 3 cloud server 4 computers 5 IoT Master Control Device 6 IoT slave devices 7 monitors 8 interface circuit 9 electronic devices 31 Artificial Neural Networks
圖1為本發明一實施例所提供的空氣品質智慧監控系統的示意圖。FIG. 1 is a schematic diagram of an air quality intelligent monitoring system provided by an embodiment of the present invention.
1:空氣品質智慧監控系統 1: Air quality intelligent monitoring system
2:室內空氣品質感測器 2: Indoor air quality sensor
3:雲端伺服器 3: Cloud server
4:計算機 4: Computer
5:物聯網主控裝置 5: IoT master control device
6:物聯網從屬裝置 6: IoT slave devices
7:顯示器 7: Display
8:介面電路 8: Interface circuit
9:電子裝置 9: Electronic device
31:人工神經網路 31:Artificial Neural Networks
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