CN108872040A - A kind of city haze monitoring system - Google Patents
A kind of city haze monitoring system Download PDFInfo
- Publication number
- CN108872040A CN108872040A CN201811155644.2A CN201811155644A CN108872040A CN 108872040 A CN108872040 A CN 108872040A CN 201811155644 A CN201811155644 A CN 201811155644A CN 108872040 A CN108872040 A CN 108872040A
- Authority
- CN
- China
- Prior art keywords
- module
- haze
- data
- sent
- processing module
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N15/00—Investigating characteristics of particles; Investigating permeability, pore-volume, or surface-area of porous materials
- G01N15/06—Investigating concentration of particle suspensions
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01W—METEOROLOGY
- G01W1/00—Meteorology
- G01W1/02—Instruments for indicating weather conditions by measuring two or more variables, e.g. humidity, pressure, temperature, cloud cover or wind speed
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01W—METEOROLOGY
- G01W1/00—Meteorology
- G01W1/10—Devices for predicting weather conditions
Abstract
The invention discloses a kind of city hazes to monitor system, it is related to environmental monitoring technology field, statistical module, haze prediction module, Multi-stage alarming module, intelligent mobile terminal, haze governing effect analysis module and haze suggestion module are administered including human-machine operation module, intellectual monitoring module, data processing module, data memory module, camera, display module, central processing module, haze change curve generation module, haze.The present invention can not only real-time monitoring city haze data, alarm the exceeded weather severity of haze, and city haze regulation effect can be analyzed, and to city haze administer propose conductive suggestion, be highly suitable for city haze monitoring.
Description
Technical field
The present invention relates to environmental monitoring technology field, in particular to a kind of city haze monitors system.
Background technique
Haze is the portmanteau word of mist and haze.Haze is common in city, and mist is incorporated to haze together as diastrous weather phenomenon
Early-warning and predicting is carried out, is referred to as " haze weather ", haze is the result of specific weather condition and mankind's activity interaction.It is highly dense
The economy and social activities for spending population will necessarily discharge a large amount of fine particles (PM 2.5), once discharge is more than atmospheric air circulation ability
And at this time if influenced by quiet steady weather etc., is easily there is large-scale mist by carrying degree, fine particle concentration in continued accumulation
Haze.
Currently, haze weather is higher and higher in the frequency that selected areas of China occurs, the weight of people is also increasingly caused
Depending on haze weather not only endangers the health of people, but also has an effect on traffic safety and ecological environment, gives human survival and society
It can develop to bring and seriously affect, so just needing a kind of city haze monitoring system, help people to carry out city haze real
When monitor, and make counter-measure.
Summary of the invention
The embodiment of the invention provides a kind of city hazes to monitor system, to solve problems of the prior art.
A kind of city haze monitoring system, including：
Intellectual monitoring module, for acquiring a variety of air datas and being sent to data processing module；
The data processing module is used to after receiving a variety of air datas be pre-processed, and air data is pretreated
Result data is sent to data memory module and central processing module；The central processing module is for receiving the data processing
The pretreated result data of air data of module transmission is simultaneously sent to the haze change curve generation module and haze prediction
Module；
Camera for shooting haze weather video, and is sent to the data memory module and the central processing mould
Block；
The data memory module, the pretreated number of results of air data sent for receiving the data processing module
According to the haze weather video data sent with the camera and stored；
Human-machine operation module administers Data Concurrent and is sent to the central processing mould for receiving haze warning data and haze
Block；
The central processing module is used to receive the haze improvement Data Concurrent that the human-machine operation module is sent and is sent to mist
Haze administers statistical module, and the haze administers statistical module and is used to receive the haze improvement data that the central processing module is sent
After carry out statistical disposition, and send the haze change curve generation module for haze improvement statistical data；
The haze change curve generation module, for receiving the knot for the air pretreatment that the central processing module is sent
Fruit data and the haze are administered after the haze that statistical module is sent administers statistical data and carry out curve simulation processing, and generate sky
Destiny administers change curve according to change curve and haze and is sent to display module and haze governing effect analysis module；
The central processing module is also used to receive the pretreated result of air data that the data processing module is sent
It is compared processing after the haze warning data that data and the human-machine operation module are sent, if the data processing module is sent out
The pretreated result data of the air data sent is more than the haze warning data that the human-machine operation module is sent, then sends haze
Warning data is to Multi-stage alarming module；
The Multi-stage alarming module is used to carry out haze after receiving the haze alert data that the central processing module is sent
Classification of severity processing, and intelligent mobile terminal is sent by the result data of haze classification of severity；
The haze prediction module, the pretreated number of results of air data sent for receiving the central processing module
According to rear progress haze prediction processing, and display module is sent by the result data of haze prediction processing and is shown；
The haze governing effect analysis module, the air number sent for receiving the haze change curve generation module
The processing of haze governing effect analysis is carried out after administering change curve according to change curve and haze, and will be at haze governing effect analysis
The result data of reason is sent to display module and haze suggestion module；
The haze suggestion module, for receiving the haze regulation effect point that the haze governing effect analysis module is sent
Haze disposing suggestion is carried out after analysing the result data of processing, and the result data of haze disposing suggestion is sent into display module and is carried out
Display.
Preferably, the human-machine operation module further includes authentication module, the authentication module is for receiving body
Authentication is carried out after part verify data, and sends the central processing module for the result data of authentication and deposits
Storage, the authentication module use username and password verification mode or fingerprint authentication mode.
Preferably, the intellectual monitoring module includes PM2.5 sensor, Temperature Humidity Sensor, SO 2 sensor, two
Nitrogen oxide sensor, carbon monoxide transducer and visibility monitor, the PM2.5 sensor is for acquiring in air
PM2.5 Data Concurrent is sent to data processing module, and the data of the Temperature and Humidity module that the Temperature Humidity Sensor is used to acquire in air is concurrent
It is sent to data processing module, the sulfur dioxide Data Concurrent that the SO 2 sensor is used to acquire in air is sent at data
Module is managed, the nitrogen dioxide Data Concurrent that the nitrogen dioxide sensor is used to acquire in air is sent to data processing module, institute
It states carbon monoxide Data Concurrent of the carbon monoxide transducer for acquiring in air and is sent to data processing module, the visibility prison
It surveys instrument and is sent to data processing module for acquiring air visibility Data Concurrent.
Preferably, the Multi-stage alarming module includes level-one alarm module, secondary alarm module and three-level alarm module, institute
Level-one alarm module is stated for generating level-one alert data and being sent to mobile intelligent terminal, the secondary alarm module is for giving birth to
It is sent to mobile intelligent terminal at secondary alarm Data Concurrent, the three-level alarm module is for generating three-level alert data and sending
To mobile intelligent terminal.
Preferably, the mobile intelligent terminal includes user mobile phone, computer or iPad.
Beneficial effect of the present invention：The present invention can not only real-time monitoring city haze data, it is serious to the exceeded weather of haze
Degree is alarmed, and can analyze city haze regulation effect, and is administered to city haze and proposed conductive suggestion, very
It is monitored suitable for city haze.
Detailed description of the invention
Fig. 1 is the structural schematic diagram that a kind of city haze provided in an embodiment of the present invention monitors system；
Fig. 2 is the structural representation for the intellectual monitoring module that a kind of city haze provided in an embodiment of the present invention monitors system
Figure；
Fig. 3 is the structural representation for the Multi-stage alarming module that a kind of city haze provided in an embodiment of the present invention monitors system
Figure.
Specific embodiment
Below with reference to the attached drawing in inventive embodiments, technical solution in the embodiment of the present invention carries out clear, complete
Description, it is to be understood that the protection scope of the present invention is not limited by the specific implementation manner.
Referring to Fig.1-3, the present invention provides a kind of city hazes to monitor system, including：
Intellectual monitoring module for acquiring a variety of air datas and being sent to data processing module, while monitoring a variety of shadows
Ring haze weather data, the intellectual monitoring module include PM2.5 sensor, Temperature Humidity Sensor, SO 2 sensor,
Nitrogen dioxide sensor, carbon monoxide transducer and visibility monitor, the PM2.5 sensor is for acquiring in air
PM2.5 Data Concurrent is sent to data processing module, and the data of the Temperature and Humidity module that the Temperature Humidity Sensor is used to acquire in air is concurrent
It is sent to data processing module, the sulfur dioxide Data Concurrent that the SO 2 sensor is used to acquire in air is sent at data
Module is managed, the nitrogen dioxide Data Concurrent that the nitrogen dioxide sensor is used to acquire in air is sent to data processing module, institute
It states carbon monoxide Data Concurrent of the carbon monoxide transducer for acquiring in air and is sent to data processing module, the visibility prison
It surveys instrument and is sent to data processing module for acquiring air visibility Data Concurrent.
The data processing module for being pre-processed after receiving a variety of air datas, convenient for collected data into
Row is uniformly processed, and sends data memory module and central processing module for the pretreated result data of air data；It is described
Central processing module is used to receive the pretreated result data of air data that the data processing module is sent, and is sent to institute
State haze change curve generation module and haze prediction module；
Camera for shooting haze weather video, and is sent to the data memory module and the central processing mould
Block is watched and is inquired convenient for the later period.
The data memory module, the pretreated number of results of air data sent for receiving the data processing module
According to the haze weather video data sent with the camera and stored；
Human-machine operation module administers Data Concurrent and is sent to the central processing mould for receiving haze warning data and haze
Block；The human-machine operation module further includes authentication module, and the authentication module is for after receiving certificate data
Authentication is carried out, and sends the central processing module for the result data of authentication and stores, the identity is tested
It demonstrate,proves module and uses username and password verification mode or fingerprint authentication mode, carry out operator's authentication.
The central processing module is used to receive the haze improvement Data Concurrent that the human-machine operation module is sent and is sent to mist
Haze administers statistical module, and the haze administers statistical module and is used to receive the haze improvement data that the central processing module is sent
After carry out statistical disposition, and send the haze change curve generation module for haze improvement statistical data；
The haze change curve generation module, for receiving the knot for the air pretreatment that the central processing module is sent
Fruit data and the haze are administered after the haze that statistical module is sent administers statistical data and carry out curve simulation processing, and generate sky
Destiny administers change curve according to change curve and haze and is sent to display module and haze governing effect analysis module, convenient for direct
Viewing and later period carry out data processing.
The central processing module is also used to receive the pretreated result of air data that the data processing module is sent
It is compared processing after the haze warning data that data and the human-machine operation module are sent, if the data processing module is sent out
The pretreated result data of the air data sent is more than the haze warning data that the human-machine operation module is sent, then sends haze
Warning data is to Multi-stage alarming module；
The Multi-stage alarming module is used to carry out haze after receiving the haze alert data that the central processing module is sent
Classification of severity processing, and intelligent mobile terminal is sent by the result data of haze classification of severity；The multistage report
Alert module includes level-one alarm module, secondary alarm module and three-level alarm module, and the level-one alarm module is for generating one
Grade alert data is simultaneously sent to mobile intelligent terminal, and the secondary alarm module is sent to shifting for generating secondary alarm Data Concurrent
Dynamic intelligent terminal, the three-level alarm module is for generating three-level alert data and being sent to mobile intelligent terminal, the movement
Intelligent terminal includes user mobile phone, computer or iPad, and user is facilitated to receive haze warning message at any time, makes reply in time and arranges
It applies.
The haze prediction module, the pretreated number of results of air data sent for receiving the central processing module
According to rear progress haze prediction processing, and display module is sent by the result data of haze prediction processing and is shown, after being convenient for
Phase carries out haze improvement or makes haze defensive measure.
The haze governing effect analysis module, the air number sent for receiving the haze change curve generation module
The processing of haze governing effect analysis is carried out after administering change curve according to change curve and haze, and will be at haze governing effect analysis
The result data of reason is sent to display module and haze suggestion module, is convenient for user's direct viewing.
The haze suggestion module, for receiving the haze regulation effect point that the haze governing effect analysis module is sent
Haze disposing suggestion is carried out after analysing the result data of processing, and the result data of haze disposing suggestion is sent into display module and is carried out
Display carries out drop haze processing to city haze weather convenient for people according to haze disposing suggestion.
In conclusion the present invention can not only real-time monitoring city haze data, to the exceeded weather severity of haze into
Row alarm, and city haze regulation effect can be analyzed, and administer to city haze and propose conductive suggestion, it is very suitable to use
It is monitored in city haze.
Disclosed above is only a specific embodiment of the invention, and still, the embodiment of the present invention is not limited to this, is appointed
What what those skilled in the art can think variation should all fall into protection scope of the present invention.
Claims (5)
1. a kind of city haze monitors system, which is characterized in that including：
Intellectual monitoring module, for acquiring a variety of air datas and being sent to data processing module；
The data processing module is for being pre-processed after receiving a variety of air datas, and by the pretreated result of air data
Data are sent to data memory module and central processing module；The central processing module is for receiving the data processing module
The pretreated result data of the air data of transmission is simultaneously sent to the haze change curve generation module and haze prediction module；
Camera for shooting haze weather video, and is sent to the data memory module and the central processing module；
The data memory module, for receive the pretreated result data of air data that the data processing module is sent and
The haze weather video data of the camera transmission is simultaneously stored；
Human-machine operation module administers Data Concurrent and is sent to the central processing module for receiving haze warning data and haze；
The haze improvement Data Concurrent that the central processing module is used to receive the human-machine operation module transmission is sent to haze and controls
Statistical module is managed, it is laggard for receiving the haze improvement data that the central processing module is sent that the haze administers statistical module
Row statistical disposition, and the haze change curve generation module is sent by haze improvement statistical data；
The haze change curve generation module, for receiving the number of results for the air pretreatment that the central processing module is sent
Curve simulation processing is carried out according to administering after the haze that statistical module is sent administers statistical data with the haze, and generates air number
Change curve, which is administered, according to change curve and haze is sent to display module and haze governing effect analysis module；
The central processing module is also used to receive the pretreated result data of air data that the data processing module is sent
It is compared processing after the haze warning data sent with the human-machine operation module, if what the data processing module was sent
The pretreated result data of air data is more than the haze warning data that the human-machine operation module is sent, then sends haze early warning
Data are to Multi-stage alarming module；
Progress haze is serious after the Multi-stage alarming module is used to receive the haze alert data that the central processing module is sent
Grading processing, and intelligent mobile terminal is sent by the result data of haze classification of severity；
The haze prediction module, after receiving the pretreated result data of air data that the central processing module is sent
Haze prediction processing is carried out, and sends display module for the result data of haze prediction processing and shows；
The haze governing effect analysis module becomes for receiving the air data that the haze change curve generation module is sent
Change curve and haze administers progress haze governing effect analysis processing after change curve, and haze governing effect analysis is handled
Result data is sent to display module and haze suggestion module；
The haze suggestion module, for receiving at the haze governing effect analysis that the haze governing effect analysis module is sent
Haze disposing suggestion is carried out after the result data of reason, and the result data of haze disposing suggestion transmission display module is shown
Show.
2. the system as claimed in claim 1, which is characterized in that the human-machine operation module further includes authentication module, institute
Authentication module is stated for carrying out authentication after receiving certificate data, and sends the result data of authentication to
The central processing module is stored, and the authentication module uses username and password verification mode or fingerprint authentication side
Formula.
3. the system as claimed in claim 1, which is characterized in that the intellectual monitoring module includes PM2.5 sensor, temperature and humidity
Sensor, SO 2 sensor, nitrogen dioxide sensor, carbon monoxide transducer and visibility monitor, the PM2.5 are passed
The PM2.5 Data Concurrent that sensor is used to acquire in air is sent to data processing module, and the Temperature Humidity Sensor is for acquiring sky
Data of the Temperature and Humidity module in gas is simultaneously sent to data processing module, and the SO 2 sensor is used to acquire the titanium dioxide in air
Sulphur Data Concurrent is sent to data processing module, and the nitrogen dioxide sensor is used to acquire the nitrogen dioxide Data Concurrent in air
It is sent to data processing module, the carbon monoxide Data Concurrent that the carbon monoxide transducer is used to acquire in air is sent at data
Module is managed, the visibility monitor is sent to data processing module for acquiring air visibility Data Concurrent.
4. the system as claimed in claim 1, which is characterized in that the Multi-stage alarming module includes level-one alarm module, second level
Alarm module and three-level alarm module, the level-one alarm module is for generating level-one alert data and being sent to intelligent movable end
End, the secondary alarm module are sent to mobile intelligent terminal, the three-level alarm module for generating secondary alarm Data Concurrent
For generating three-level alert data and being sent to mobile intelligent terminal.
5. the system as claimed in claim 1, which is characterized in that the mobile intelligent terminal include user mobile phone, computer or
iPad。
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811155644.2A CN108872040A (en) | 2018-09-30 | 2018-09-30 | A kind of city haze monitoring system |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201811155644.2A CN108872040A (en) | 2018-09-30 | 2018-09-30 | A kind of city haze monitoring system |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN108872040A true CN108872040A (en) | 2018-11-23 |
Family
ID=64324880
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201811155644.2A Pending CN108872040A (en) | 2018-09-30 | 2018-09-30 | A kind of city haze monitoring system |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN108872040A (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109583099A (en) * | 2018-12-04 | 2019-04-05 | 黄河水利职业技术学院 | A kind of building data monitoring device based on BIM |
| CN111781111A (en) * | 2020-06-13 | 2020-10-16 | 山东省博特叔叔教育科技有限公司 | Gauze mask dispenser system of detectable haze |
Citations (18)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2008020241A (en) * | 2006-07-11 | 2008-01-31 | Ryoko Denki Kk | Fine particle measuring system |
| US20140234170A1 (en) * | 2002-12-20 | 2014-08-21 | DAKO Denmark A/S. | Enhanced scheduling sample processing system and methods of biological slide processing |
| CN104410706A (en) * | 2014-12-10 | 2015-03-11 | 林斌 | Urban smog treatment coordinating system |
| CN204887617U (en) * | 2015-08-26 | 2015-12-16 | 义乌工商职业技术学院 | Haze monitoring street lamp |
| CN105974976A (en) * | 2016-06-03 | 2016-09-28 | 绥化学院 | Intelligent greenhouse control and management system based on Internet of Thing |
| CN106067079A (en) * | 2016-06-20 | 2016-11-02 | 三峡大学 | A kind of system and method for gray haze based on BP neutral net prediction |
| CN205981284U (en) * | 2016-08-09 | 2017-02-22 | 江苏中路工程技术研究院有限公司 | Road toll station environment monitoring device |
| CN106526702A (en) * | 2015-09-09 | 2017-03-22 | 黑龙江傲立辅龙科技开发有限公司 | Computer-system integration region unitization environment monitoring system |
| CN206311586U (en) * | 2017-01-03 | 2017-07-07 | 南京雨后地软环境技术有限公司 | One kind on-line monitoring atmosphere pollution system |
| CN107192645A (en) * | 2016-03-14 | 2017-09-22 | 曹芃 | A kind of multi-rotor unmanned aerial vehicle air pollution detecting system and method |
| CN206649654U (en) * | 2017-04-07 | 2017-11-17 | 南京信息工程大学 | A kind of wireless sensing haze monitoring node |
| CN207197995U (en) * | 2017-05-17 | 2018-04-06 | 德航（天津）智能科技有限公司 | A kind of airborne dust on-line monitoring system |
| CN107976220A (en) * | 2017-12-24 | 2018-05-01 | 安徽省环境科学研究院 | Based on Atmospheric components synchronization detecting system and method under fixed point different height |
| CN207423929U (en) * | 2017-11-03 | 2018-05-29 | 厦门大学 | Novel air quality intelligent forecasting system |
| CN108225439A (en) * | 2018-02-08 | 2018-06-29 | 北海职业学院 | A kind of electronic communication environment monitoring system |
| CN108495095A (en) * | 2018-05-09 | 2018-09-04 | 湖南城市学院 | A kind of haze diffusion monitoring system based on unmanned plane |
| CN108681990A (en) * | 2018-04-04 | 2018-10-19 | 高明合 | A kind of real-time haze method for early warning and system |
| CN109242821A (en) * | 2018-07-17 | 2019-01-18 | 深圳大学 | Air Quality Evaluation method, system, equipment and storage medium based on image quality evaluation |
-
2018
- 2018-09-30 CN CN201811155644.2A patent/CN108872040A/en active Pending
Patent Citations (18)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20140234170A1 (en) * | 2002-12-20 | 2014-08-21 | DAKO Denmark A/S. | Enhanced scheduling sample processing system and methods of biological slide processing |
| JP2008020241A (en) * | 2006-07-11 | 2008-01-31 | Ryoko Denki Kk | Fine particle measuring system |
| CN104410706A (en) * | 2014-12-10 | 2015-03-11 | 林斌 | Urban smog treatment coordinating system |
| CN204887617U (en) * | 2015-08-26 | 2015-12-16 | 义乌工商职业技术学院 | Haze monitoring street lamp |
| CN106526702A (en) * | 2015-09-09 | 2017-03-22 | 黑龙江傲立辅龙科技开发有限公司 | Computer-system integration region unitization environment monitoring system |
| CN107192645A (en) * | 2016-03-14 | 2017-09-22 | 曹芃 | A kind of multi-rotor unmanned aerial vehicle air pollution detecting system and method |
| CN105974976A (en) * | 2016-06-03 | 2016-09-28 | 绥化学院 | Intelligent greenhouse control and management system based on Internet of Thing |
| CN106067079A (en) * | 2016-06-20 | 2016-11-02 | 三峡大学 | A kind of system and method for gray haze based on BP neutral net prediction |
| CN205981284U (en) * | 2016-08-09 | 2017-02-22 | 江苏中路工程技术研究院有限公司 | Road toll station environment monitoring device |
| CN206311586U (en) * | 2017-01-03 | 2017-07-07 | 南京雨后地软环境技术有限公司 | One kind on-line monitoring atmosphere pollution system |
| CN206649654U (en) * | 2017-04-07 | 2017-11-17 | 南京信息工程大学 | A kind of wireless sensing haze monitoring node |
| CN207197995U (en) * | 2017-05-17 | 2018-04-06 | 德航（天津）智能科技有限公司 | A kind of airborne dust on-line monitoring system |
| CN207423929U (en) * | 2017-11-03 | 2018-05-29 | 厦门大学 | Novel air quality intelligent forecasting system |
| CN107976220A (en) * | 2017-12-24 | 2018-05-01 | 安徽省环境科学研究院 | Based on Atmospheric components synchronization detecting system and method under fixed point different height |
| CN108225439A (en) * | 2018-02-08 | 2018-06-29 | 北海职业学院 | A kind of electronic communication environment monitoring system |
| CN108681990A (en) * | 2018-04-04 | 2018-10-19 | 高明合 | A kind of real-time haze method for early warning and system |
| CN108495095A (en) * | 2018-05-09 | 2018-09-04 | 湖南城市学院 | A kind of haze diffusion monitoring system based on unmanned plane |
| CN109242821A (en) * | 2018-07-17 | 2019-01-18 | 深圳大学 | Air Quality Evaluation method, system, equipment and storage medium based on image quality evaluation |
Non-Patent Citations (1)
| Title |
|---|
| DIMITRIS VOUKANTSIS 等: "Intercomparison of air quality data using principal component analysis, and forecasting of PM10 and PM2.5 concentrations using artificial neural networks, in Thessaloniki and Helsi", 《SCIENCE OF THE TOTAL ENVIRONMENT》 * |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109583099A (en) * | 2018-12-04 | 2019-04-05 | 黄河水利职业技术学院 | A kind of building data monitoring device based on BIM |
| CN111781111A (en) * | 2020-06-13 | 2020-10-16 | 山东省博特叔叔教育科技有限公司 | Gauze mask dispenser system of detectable haze |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN108872040A (en) | A kind of city haze monitoring system | |
| CN104246786A (en) | Field selection for pattern discovery | |
| Marathe et al. | The effect of target and non-target similarity on neural classification performance: a boost from confidence | |
| CN209842639U (en) | Classroom learning efficiency analysis system | |
| Xie et al. | CLEar: A real-time online observatory for bursty and viral events | |
| Hong et al. | Towards accurate and efficient classification of power system contingencies and cyber-attacks using recurrent neural networks | |
| CN108803465A (en) | A kind of distributed plug and play fault monitoring method based on closed-loop data driving | |
| CN106341658A (en) | Intelligent city security state monitoring system | |
| Patidar et al. | Web security in IoT networks using deep learning model | |
| Arshed et al. | Machine learning with data balancing technique for IoT attack and anomalies detection | |
| Cheng et al. | A fall detection algorithm based on pattern recognition and human posture analysis | |
| Aarthi et al. | Double compression of test data using Huffman code | |
| Zhou et al. | A real-time driver fatigue monitoring system based on lightweight convolutional neural network | |
| CN113962506A (en) | Industrial and commercial intelligent comprehensive management and control system and platform | |
| Katasev et al. | Neural network spam filtering technology | |
| Giametta et al. | EEG-based secondary task detection in a multiple objective operational environment | |
| GRARI et al. | FOREST FIRE DETECTION AND MONITORING THROUGH ENVIRONMENT SOUND SPECTRUM USING DEEP LEARNING | |
| Chelli et al. | Recognition of falls and daily living activities using machine learning | |
| CN109492539A (en) | A kind of recognition of face tracing system | |
| Harun et al. | Performance Analysis of EEG Signal Classification and SSVEP in OpenVibe | |
| Shaikh et al. | Attribute rule performance in data mining for software deformity prophecy datasets models | |
| Rached et al. | Fatigue and emotions driven products: Assessing safety and performance using mobile devices | |
| Astuti et al. | Multiclass Classification for Meteorological Data using Modified CBS Algorithm with Multiple Minimum Support | |
| Mazur | Analysis of methods for reducing the number of false alarms in video-based fire detection systems | |
| Sadeghian et al. | Systematic literature review on the application of data mining methods to monitor the operator functional state in human-machine systems |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20181123 |
|
| RJ01 | Rejection of invention patent application after publication |