Data acquisition system and method based on artificial intelligenceTechnical Field
The invention relates to the technical field of data acquisition, in particular to a data acquisition system and a data acquisition method based on artificial intelligence.
Background
According to the survey of a health department, a pathogen is a novel coronavirus, the virus has extremely strong infectivity, is a main propagation way through respiratory droplets and can also be propagated through contact, the estimated latency period is mostly 1 to 14 days, most commonly about five days, and because the virus does not cause diseases in the latency period and still has the characteristic of infectivity, the epidemic situation prevention and control difficulty is large according to the prior art. The spread infectious diseases are rapidly developed, the epidemic situation is often spread in a large area in a short time, and the difficulty in controlling the epidemic situation infection is higher due to the fact that the spread situation cannot be known, monitored and predicted, so that how to detect and predict the spread speed, direction and infection degree of the epidemic situation in a geographic space is the key point for solving the problems, and therefore a data acquisition system and a method based on artificial intelligence are provided for solving the problems.
Disclosure of Invention
The invention aims to solve the defects that the existing epidemic situation prevention and control scheme in the prior art is low in formulation efficiency, poor in rationality, incapable of monitoring and incapable of predicting, and provides a data acquisition system and a method based on artificial intelligence.
In order to achieve the purpose, the invention adopts the following technical scheme:
a data acquisition system and a method based on artificial intelligence are designed, the system comprises a central system, a multi-channel data acquisition end, an extensible control management end, a client and an information display screen, the central system comprises a data storage library, a computer cluster, a data classification and search module and a satellite communication and transmission module, the multi-channel data acquisition end, the extensible control management end, the client and the information display screen are all in communication connection with the central system through the satellite communication and transmission module, the multi-channel data acquisition end comprises a face acquisition module, a GPS (global positioning system) positioning module, a temperature measurement module, an iris identification module, a fingerprint identification module, a voice acquisition module and an identity card scanning module, the extensible control management end comprises a disease control center, a traffic control department, an emergency department, a police department and a medical system, and the client comprises a user terminal and a developer terminal, the information display screen comprises the display functions of monitoring and early warning, real-time dynamic, flow direction map and potential state perception.
Preferably, the user terminal and the developer terminal are both mobile phones APP, the developer terminal has a multi-mode modification permission, and the user terminal and the developer terminal perform identity authentication and connection for the central system through an IP protocol.
Preferably, the data repository is a Hadoop-based data repository, and the data repository comprises a Hive system, a MapReduce system, an HBase system and an HDFS system.
Preferably, the GPS positioning module is a built-in GPS positioning module of a mobile phone.
Preferably, the identity card scanning module is an identity card scanning module of an inlet and an outlet of a main transportation hub, such as an entrance and exit gate of a railway station, the face acquisition module and the temperature measurement module are arranged in a main public place, and the iris module, the fingerprint identification module and the voice acquisition module are arranged at an attendance terminal of each enterprise or company.
The invention also provides a data acquisition method based on artificial intelligence, which comprises the following steps:
s1, multi-channel data acquisition: the system comprises a face acquisition module, a GPS positioning module, a temperature measurement module, an iris passive module, a fingerprint identification module, a voice acquisition module and an identity card scanning module, wherein the face acquisition module, the GPS positioning module, the temperature measurement module, the iris passive module, the fingerprint identification module, the voice acquisition module and the identity card scanning module are used for dynamically acquiring identity information and body temperature information of individuals coming in and going out of public places, and the identity information and the body temperature information are uploaded to a data storage library of a;
s2, preliminary labeling: classifying and labeling original data by using a data classification and search module of a central system and combining an artificial intelligence technology;
s3, abnormal data early warning: carrying out data encryption and decryption on the tagged data by using a computer cluster of a central system, caching the data, authenticating and authenticating the cached data, screening daily data and analyzing and comparing collected historical data at the same time, establishing a personal data archive, carrying out AI diagnosis and analysis on the personal data archive, and analyzing an optimal processing scheme recommendation by using an artificial intelligence system by using the computer cluster when abnormal data is found;
s4, executing the action: the central system remotely pushes the optimal processing scheme analyzed by the industrial intelligent system to an extensible control management end, a client and an information display screen through a satellite communication and transmission module, reminds individuals with abnormal data and crowds in close contact with the individuals to automatically limit activities and isolate through the client, pushes street information of close contact crowds possibly spreading infection to a disease control center, a traffic control department, an emergency department, a police department and a medical system for emergency preparation through the extensible control management end, and monitors, early warns, real-time and dynamic states, flow direction maps and potential state perception auxiliary information for isolating leaders through the information display screen.
The invention provides a data acquisition system and a method based on artificial intelligence, which have the beneficial effects that: the system can capture, collect and store and analyze the body temperature of an individual in real time in a numerical control manner during an epidemic situation, can quickly provide information for blocking an isolation area and close contact people for an emergency department, can push isolation limiting information to the individual, is beneficial to the implementation of a quick isolation scheme during the epidemic situation, is accurate and efficient, has market prospect, and is suitable for popularization.
Drawings
FIG. 1 is a block diagram of a data acquisition system based on artificial intelligence according to the present invention;
fig. 2 is a logic block diagram of a computer cluster proposed in the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments.
Referring to fig. 1-2, a data acquisition system and method based on artificial intelligence comprises a central system, a multi-channel data acquisition end, an extensible control management end, a client and an information display screen, wherein the central system comprises a data storage library, a computer cluster, a data classification and search module and a satellite communication and transmission module, the data storage library is a data storage library based on Hadoop, and the data storage library comprises a Hive system, a MapReduce system, an HBase system and an HDFS system.
The multi-channel data acquisition end, but the expanded control management end, customer end and information display screen all carry out the communication with transmission module and central system through the satellite communication and are connected, multi-channel data acquisition end includes face collection module, GPS orientation module, the temperature measurement module, the iris is by the module, fingerprint identification module, voice acquisition module and ID card scanning module, GPS orientation module is the built-in GPS orientation module of cell-phone, ID card scanning module is the ID card scanning module of the exit of main transportation hub (like the business turn over floodgate machine at railway station), face collection module, the temperature measurement module sets up in main public place, the iris module, fingerprint identification module, voice acquisition module sets up the attendance end at each enterprise or company.
The extensible control management end comprises a disease control center, a traffic control department, an emergency department, a police department and a medical system, the client comprises a user terminal and a developer terminal, the user terminal and the developer terminal are mobile phone APPs, the developer terminal has a multi-mode modification authority, the user terminal and the developer terminal perform identity authentication and connection for a central system through an IP protocol, and the information display screen comprises a display function of monitoring early warning, real-time dynamic, flow direction maps and potential state perception.
The invention also provides a data acquisition method based on artificial intelligence, which comprises the following steps:
s1, multi-channel data acquisition: the system comprises a face acquisition module, a GPS positioning module, a temperature measurement module, an iris passive module, a fingerprint identification module, a voice acquisition module and an identity card scanning module, wherein the face acquisition module, the GPS positioning module, the temperature measurement module, the iris passive module, the fingerprint identification module, the voice acquisition module and the identity card scanning module are used for dynamically acquiring identity information and body temperature information of individuals coming in and going out of public places, and the identity information and the body temperature information are uploaded to a data storage library of a;
s2, preliminary labeling: classifying and labeling original data by using a data classification and search module of a central system and combining an artificial intelligence technology;
s3, abnormal data early warning: carrying out data encryption and decryption on the tagged data by using a computer cluster of a central system, caching the data, authenticating and authenticating the cached data, screening daily data and analyzing and comparing collected historical data at the same time, establishing a personal data archive, carrying out AI diagnosis and analysis on the personal data archive, and analyzing an optimal processing scheme recommendation by using an artificial intelligence system by using the computer cluster when abnormal data is found;
s4, executing the action: the central system remotely pushes the optimal processing scheme analyzed by the industrial intelligent system to an extensible control management end, a client and an information display screen through a satellite communication and transmission module, reminds individuals with abnormal data and crowds in close contact with the individuals to automatically limit activities and isolate through the client, pushes street information of close contact crowds possibly spreading infection to a disease control center, a traffic control department, an emergency department, a police department and a medical system for emergency preparation through the extensible control management end, and monitors, early warns, real-time and dynamic states, flow direction maps and potential state perception auxiliary information for isolating leaders through the information display screen.
The system can capture, collect and store and analyze the body temperature of an individual in real time in a numerical control manner during an epidemic situation, can quickly provide information for blocking an isolation area and close contact people for an emergency department, can push isolation limiting information to the individual, is beneficial to the implementation of a quick isolation scheme during the epidemic situation, is accurate and efficient, has market prospect, and is suitable for popularization.
The above description is only for the preferred embodiment of the present invention, but the scope of the present invention is not limited thereto, and any person skilled in the art should be considered to be within the technical scope of the present invention, and the technical solutions and the inventive concepts thereof according to the present invention should be equivalent or changed within the scope of the present invention.