A method, system and device for monitoring urban civilization based on artificial intelligence

Abstract

The present invention discloses a method, system and device for monitoring urban civilization based on artificial intelligence, wherein the method comprises: obtaining data collected by multiple urban data collection devices within a target time period; analyzing the collected data using a pre-trained urban civilization analysis model to obtain an urban civilization analysis result; and responding to the monitoring operation of urban civilization according to the urban civilization analysis result. By collecting multiple information and realizing the interaction of multiple information, the development status of urban civilization can be judged more accurately, and accurate and efficient supervision and management of urban civilization can be realized, thereby improving the level of urban civilization.

Description

Technical Field

[0001] The present invention relates to the field of civilized city construction, and in particular to an artificial intelligence-based urban civilization monitoring method, system and device. Background Art

[0002] With the development of economy and the popularization of urbanization, urban civilization is increasingly mentioned. The construction of traditional civilized cities mainly relies on manual offline promotion, supervision and verification methods, which have problems such as low efficiency and unsustainable results. Therefore, it is urgent to propose a new urban civilization monitoring method to accurately and efficiently supervise and manage urban civilization. Summary of the invention

[0003] Therefore, the technical problem to be solved by the present invention is to overcome the existing low efficiency defects, thereby providing an urban civilization construction monitoring method, system and device based on artificial intelligence.

[0004] According to the first aspect, an embodiment of the present invention discloses a method for monitoring urban civilization construction, which obtains data collected by multiple urban data collection devices within a target time period; uses a pre-trained urban civilization analysis model to analyze the collected data to obtain urban civilization analysis results; and responds to monitoring operations on urban civilization based on the urban civilization analysis results.

[0005] Optionally, the city data collection device includes: a video collection device and a voice collection device.

[0006] Optionally, the urban civilization analysis model includes an intelligent semantic recognition model and an intelligent context recognition model; the use of a pre-trained urban civilization analysis model to analyze the collected data to obtain an urban civilization analysis result includes: using a pre-trained intelligent semantic recognition model to analyze the voice data collected by the voice acquisition device to obtain a semantic analysis result; when it is determined according to the semantic analysis result that uncivilized behavior exists, using a pre-trained intelligent context recognition model to analyze the video data collected by the target video acquisition device to obtain a context analysis result, wherein the target video acquisition device and the voice acquisition device corresponding to the voice analysis result in which uncivilized behavior exists are in the same scene; the urban civilization analysis result is obtained based on the semantic analysis result and the context analysis result.

[0007] Optionally, responding to the monitoring operation of urban civilization according to the urban civilization analysis results includes: when it is determined that uncivilized behavior exists according to the urban civilization analysis results, responding to the abnormal behavior alarm operation; generating an abnormal behavior analysis report, and sending the abnormal behavior analysis report to the user end.

[0008] Optionally, the method further includes: generating a plurality of city civilization development reports according to the city civilization analysis results; and adjusting the city civilization development reports according to the needs of different types of user terminals and sending them to corresponding user terminals.

[0009] Optionally, the method of obtaining data collected by multiple city data collection devices within the target time period includes: dividing the monitored city into regions according to preset division conditions, and treating each divided region as a grid; and obtaining data collected by the city data collection devices in each grid within the target time period.

[0010] According to the second aspect, an embodiment of the present invention also discloses an artificial intelligence-based urban civilization monitoring system, including: an urban data acquisition device, used to collect data; a data storage device, which is communicated and connected with the urban data acquisition device and used to store data; an intelligent data analysis platform, which is communicated and connected with the data storage device and used to execute the steps of the artificial intelligence-based urban civilization monitoring method as described in the first aspect or the optional implementation method of the first aspect; a user end, which is communicated and connected with the intelligent data analysis platform and used to obtain urban civilization analysis results.

[0011] Optionally, the system further includes: a testing device for generating urban civilization test data and testing the performance of the intelligent data analysis platform through the urban civilization test data test.

[0012] Optionally, the system further comprises: an information reporting device for receiving standard data for determining civilized behavior in cities.

[0013] According to the third aspect, an embodiment of the present invention also discloses an artificial intelligence-based urban civilization monitoring device, including: an acquisition module, used to acquire data collected by multiple urban data collection devices within a target time period; an analysis module, used to analyze the collected data using a pre-trained urban civilization analysis model to obtain an urban civilization analysis result; a monitoring module, used to respond to monitoring operations on urban civilization according to the urban civilization analysis result.

[0014] According to the fourth aspect, an embodiment of the present invention also discloses an electronic device, comprising: at least one processor; and a memory communicatively connected to the at least one processor; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor performs the steps of the civilized city construction method as described in the first aspect or any optional embodiment of the first aspect.

[0015] According to the fifth aspect, an embodiment of the present invention further discloses a computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, implements the steps of the civilized city construction method as described in the first aspect or any optional embodiment of the first aspect.

[0016] The technical solution of the present invention has the following advantages:

[0017] The present invention provides a civilized city monitoring method, system and device based on artificial intelligence, which obtains data collected by multiple urban data collection devices within a target time period, analyzes the collected data using a pre-trained urban civilization analysis model, obtains urban civilization analysis results, and responds to monitoring operations on urban civilization according to the urban civilization analysis results. By using artificial intelligence technology to analyze the data collected by urban data collection devices to obtain urban civilization analysis results, the development status of urban civilization can be judged more accurately, and accurate and efficient supervision and management of urban civilization can be achieved, thereby improving the level of urban civilization. BRIEF DESCRIPTION OF THE DRAWINGS

[0018] In order to more clearly illustrate the specific implementation methods of the present invention or the technical solutions in the prior art, the drawings required for use in the specific implementation methods or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are some implementation methods of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.

[0019] Figure 1 This is a flowchart of a specific example of the urban civilization monitoring method based on artificial intelligence in an embodiment of the present invention;

[0020] Figure 2 This is a principle block diagram of a specific example of an urban civilization monitoring system based on artificial intelligence in an embodiment of the present invention;

[0021] Figure 3 This is a block diagram of the module composition of a specific example of the urban civilization monitoring system based on artificial intelligence in an embodiment of the present invention;

[0022] Figure 4 This is a block diagram of the module composition of a specific example of the urban civilization monitoring system based on artificial intelligence in an embodiment of the present invention;

[0023] Figure 5 It is a block diagram of a specific example of a city civilization monitoring device based on artificial intelligence in an embodiment of the present invention;

[0024] Figure 6 FIG. 4 is a specific example diagram of an electronic device in an embodiment of the present invention. DETAILED DESCRIPTION

[0025] The technical solution of the present invention will be described clearly and completely below in conjunction with the accompanying drawings. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0026] In the description of the present invention, it should be noted that the terms "center", "upper", "lower", "left", "right", "vertical", "horizontal", "inner", "outer", etc., indicating the orientation or positional relationship, are based on the orientation or positional relationship shown in the drawings, and are only for the convenience of describing the present invention and simplifying the description, rather than indicating or implying that the device or element referred to must have a specific orientation, be constructed and operated in a specific orientation, and therefore cannot be understood as limiting the present invention. In addition, the terms "first", "second", and "third" are used for descriptive purposes only, and cannot be understood as indicating or implying relative importance.

[0027] In the description of the present invention, it should be noted that, unless otherwise clearly specified and limited, the terms "installed", "connected", and "connected" should be understood in a broad sense, for example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection or an electrical connection; it can be a direct connection, or it can be indirectly connected through an intermediate medium, it can also be the internal connection of two components, it can be a wireless connection, or it can be a wired connection. For ordinary technicians in this field, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.

[0028] In addition, the technical features involved in the different embodiments of the present invention described below can be combined with each other as long as they do not conflict with each other.

[0029] The embodiment of the present invention discloses a method for monitoring urban civilization based on artificial intelligence. Figure 1 As shown, the method comprises the following steps:

[0030] Step 101, obtaining data collected by data collection devices in multiple cities within a target time period.

[0031] Exemplarily, the target duration may be a specified time interval, such as minutes, hours, days, or months. The embodiment of the present invention does not limit the target duration, and those skilled in the art may determine it according to actual needs. The urban data acquisition device may include any one or more of a video acquisition device, a voice acquisition device, and various types of IoT sensor devices for sensing urban environmental data. The video acquisition device may be, for example, a monitoring device set up on the road, a monitoring device of a roadside shop, and a monitoring device in a community, etc., to collect data on pedestrians crossing the road, pedestrians walking their dogs, and vehicles driving / parking data; the voice acquisition device may be, for example, a voice monitoring device at a specific location, a voice information collection device in a recording studio, etc., to collect audio data in a specific occasion; the IoT sensor for sensing urban environmental data may include a temperature sensor, a humidity sensor, a water depth sensor, etc. installed at a specific location. The data collected by the IoT sensor device can be used to identify the temperature, humidity, water accumulation, air quality, and other data in key areas of the city, and then to assist in identifying the city status. It can also be checked whether the collected temperature, humidity, water accumulation, air quality, and other data are the same as the normal values ​​of the city. If they are not the same, the parameters of the area are marked for subsequent analysis.

[0032] The data collected by the urban data collection equipment may include multiple aspects of one type of data, or may be the collection of multiple data types, for example, multiple video information collected by video collection equipment set up in multiple locations (such as streets and communities) in the city may be collected, or different types of data in the city may be collected using multiple different types of sensors, for example, video data collected by a video collection equipment and audio data collected by a voice collection equipment may be obtained simultaneously. The embodiments of the present invention do not limit the types and methods of data collection, and those skilled in the art may determine them according to actual needs.

[0033] As an optional implementation of the present invention, step 101 includes: dividing the monitored city into regions according to preset division conditions, and treating each divided region as a grid; and acquiring data collected by the city data collection device in each grid within a target time period.

[0034] For example, the standard for dividing the city to be monitored can be divided according to the community, or according to a single set monitoring area and the total area of ​​the city to be monitored, or according to the area managed by traditional manual grid workers, so that the divided area covers the entire city to be monitored, and each divided area is regarded as a grid, and the urban data collection equipment is used to collect data for each grid. The data collected in each grid is analyzed and processed using an artificial intelligence algorithm to realize the monitoring operation of each grid. Compared with the traditional method of supervising and monitoring each grid by manual grid workers, the scheme recorded in the embodiment of the present application can realize the precise and efficient supervision and management of urban civilization by intelligently analyzing and processing the data in each grid obtained.

[0035] Step 102, using the pre-trained urban civilization analysis model to analyze the collected data to obtain the urban civilization analysis results.

[0036] For example, the collected data is analyzed and identified in a pre-designed urban civilization analysis model to determine which behaviors are civilized and which are uncivilized. For example, pedestrians crossing the road within the red light time range are judged as uncivilized behavior, and pedestrians crossing the road within the green light time range are judged as civilized behavior; or if the citizen behavior data collected by the video acquisition device shows that the citizen did not cross the road at the zebra crossing, and the urban environment data collected by the water depth sensor shows that there is water at the current zebra crossing, the urban civilization analysis model can judge the behavior of not crossing the road at the zebra crossing as non-uncivilized behavior. Through the perception and judgment of important waterlogged sections, the impact of potential adverse environmental factors on the judgment results of urban uncivilized behavior can be reduced.

[0037] Step 103, responding to the monitoring operation of urban civilization according to the urban civilization analysis result.

[0038] Exemplarily, after determining the urban civilization analysis results corresponding to the corresponding data, those related to the civilized behavior, such as the subject of the behavior, relevant regulatory units, government departments, etc., can respond to the corresponding plan and improve the operation according to the urban civilization analysis results. For example, the analysis report shows that the number of people running red lights is large and concentrated in a certain time period. The corresponding traffic management department can appropriately adjust the rules and time of traffic lights, etc., so as to reduce and solve the occurrence of corresponding uncivilized behaviors. The embodiment of the present invention does not limit the monitoring operation method and the relevant execution subject, and technical personnel in this field can determine it according to actual needs.

[0039] The response to the monitoring operation of urban civilization can also be to trigger the urban civilization linkage system. When uncivilized behavior occurs, the urban civilization linkage system can be used to correct the uncivilized behavior in a timely manner. For example, uncivilized behavior can be summarized regularly, and different regulatory departments can be evaluated. At the same time, the correction results can also be verified in a timely manner. The correction method can be when uncivilized behavior occurs, using other alarm equipment such as external speakers in the area to promptly shout and stop uncivilized behavior, etc., to ensure the timely correction of uncivilized behavior in the city. By integrating multi-dimensional information, the island phenomenon between different types of urban data can be broken, so that the characteristics of urban civilization can be organically linked, multi-department linkage can be achieved, and on-site correction reminders and other actions can be performed in real time.

[0040] The urban civilization construction monitoring method provided by the present invention obtains data collected by multiple urban data collection devices within a target time period, analyzes the collected data using a pre-trained urban civilization analysis model, obtains urban civilization analysis results, and responds to monitoring operations on urban civilization according to the urban civilization analysis results. By using artificial intelligence technology to analyze the data collected by the urban data collection device to obtain the urban civilization analysis results, the development status of urban civilization can be judged more accurately, and accurate and efficient supervision and management of urban civilization can be achieved, thereby improving the level of urban civilization.

[0041] As an optional implementation of the present invention, the urban civilization analysis model includes an intelligent semantic recognition model and an intelligent context recognition model; step 102 includes:

[0042] The voice data collected by the voice acquisition device is analyzed using a pre-trained intelligent semantic recognition model to obtain a semantic analysis result; when it is determined that uncivilized behavior exists based on the semantic analysis result, the video data collected by the target video acquisition device is analyzed using a pre-trained intelligent context recognition model to obtain a context analysis result, wherein the target video acquisition device and the voice acquisition device corresponding to the voice analysis result of the existence of uncivilized behavior are in the same scene; based on the semantic analysis result and the context analysis result, the urban civilization analysis result is obtained.

[0043] Exemplarily, when a pre-trained intelligent semantic recognition model is used to analyze the voice data collected by the semantic acquisition device, and the voice analysis result obtained is that uncivilized behavior exists, the intelligent context recognition model is further combined to perform intelligent analysis on the video data collected by the target video acquisition device in the same scene, and the final urban civilization analysis result is determined based on the obtained semantic analysis results and context analysis results to improve the accuracy of the urban civilization analysis results.

[0044] A method for acquiring a target video acquisition device in the same scene as a voice acquisition device is to identify the collected voice data in a pre-trained model to determine in which scene the currently collected voice data occurs, and then determine the target video acquisition device that can capture the scene based on the scene information. The acquired target video acquisition device collects video data in the same time period as the audio data for urban civilization analysis.

[0045] As an optional implementation of the present invention, step 103 includes: when it is determined that uncivilized behavior exists according to the urban civilization analysis result, responding to the abnormal behavior alarm operation; generating an abnormal behavior analysis report, and sending the abnormal behavior analysis report to the user end.

[0046] Exemplarily, the response method for the abnormal behavior alarm operation can be to alarm the uncivilized and dangerous behavior, so that the relevant regulatory units can intervene in time to ensure the safety of the subject of the uncivilized behavior, thereby ensuring the safety and healthy development of the city. At the same time, a warning message can also be sent to the user end where the subject of the uncivilized behavior is located to promptly stop the implementation of the uncivilized behavior; the response method for the abnormal behavior alarm operation can also be to warn and punish the subject of the uncivilized behavior through the relevant regulatory department. For example, if the subject drives a vehicle and runs a red light, the person who runs the red light can be educated, and the subject regulatory unit can deduct points and impose fines on the vehicle, etc. At the same time, a large amount of data can be analyzed and corresponding policy adjustments can be made. The response method of the abnormal alarm in the embodiment of the present invention is not limited, and technical personnel in this field can determine it according to actual needs.

[0047] As an optional implementation mode of the present invention, the method further includes: generating a plurality of city civilization development reports according to the city civilization analysis results; and adjusting the city civilization development reports according to the requirements of different types of user terminals and sending them to corresponding user terminals.

[0048] Exemplarily, the urban civilization development report may include the ratio of civilized behavior and uncivilized behavior in the same place, the probability of occurrence of the same uncivilized behavior in different places, etc., to form an urban civilization development report to be sent to the corresponding user end. In the embodiment of the present application, the urban civilization development report may include an urban civilization quantitative analysis report and an urban civilization development feature report. Among them, the urban civilization quantitative analysis report can be statistically analyzed by time period, day, month, street, community, etc., and the results of urban quantitative analysis can be given. The quantitative analysis results may include the number of people running red lights per day / per 10,000 people, the number of violations per day / per 1,000 vehicles, etc.; the urban civilization development feature report can integrate professional evaluation and assessment systems such as urban civilization development characteristics and urban health status, and analyze the characteristics and features of urban civilization in a more comprehensive and in-depth manner, and then provide a more scientific and objective urban civilization feature development report. The type of civilization analysis report in the embodiment of the present invention is not limited, and those skilled in the art can determine it according to actual needs. Please refer to the above embodiment for the user end and the corresponding adjustment method, which will not be repeated here.

[0049] The embodiment of the present invention also discloses an urban civilization monitoring system based on artificial intelligence, such as Figure 2 As shown, the system includes the following parts:

[0050] The city data collection device 201 is used to collect data. The specific types of city data collection devices can be found in the above method embodiments, which will not be described in detail here.

[0051] The data storage device 202 is communicatively connected to the city data collection device and is used to store data.

[0052] Exemplarily, the collection of data information can be a long-term uninterrupted collection, and the data collected by the urban data collection equipment is stored by the data storage device for subsequent analysis and use. The communication method between the urban data collection equipment and the data storage device can be to realize the collection and transmission of terminal data through optical fiber / network cable, 4G / 5G, NB-IoT, etc., and the data is uniformly gathered in the data center or computer room to achieve preliminary data aggregation. For example, a WiFi module or a mobile network module can be preset in the urban data collection device to send the collected data to the data storage device in real time. For example, the data storage device can be a data receiving storage device with a WiFi module or a computer connected to the network. The embodiment of the present invention does not limit the data storage device, and those skilled in the art can determine it according to actual needs.

[0053] The intelligent data analysis platform 203 is connected to the data storage device for executing the steps of the urban civilization monitoring method based on artificial intelligence as described in any of the above embodiments. The intelligent data analysis platform gathers multi-dimensional data and long-term accumulated data by performing intelligent video analysis, voice analysis, and IoT perception analysis, analyzes the state of urban civilization and development characteristics, and provides timely suggestions for the linkage of various ministries and commissions to the city, and combines the on-site voice broadcast and other systems to remind uncivilized behavior in real time. By analyzing the civilized and uncivilized behaviors of the subject in the city, it can assist relevant departments to have a more comprehensive understanding of the civilized state and development characteristics of the city, and at the same time, alarm / warning of dangerous and abnormal behaviors ensures the safety and healthy development of the city.

[0054] The user terminal 204 is connected to the intelligent data analysis platform for obtaining the urban civilization analysis results.

[0055] Exemplarily, the user end may be a person who is a subject of the behavior, a relevant regulatory unit, a government department, etc. The embodiment of the present invention does not limit the monitoring operation method and the relevant execution subject. After obtaining the analysis report, the subject of the behavior can warn about future behavior and reduce the occurrence of uncivilized behavior. The relevant management department can adjust the corresponding management method and method according to the analysis report, thereby reducing and improving the civilized behavior of the city. The embodiment of the present invention does not limit the user end category and the corresponding measures of the user end. Those skilled in the art can determine according to actual needs, such as Figure 3 and Figure 4 This is a specific functional module structure of an embodiment of the present invention. By modularizing the urban civilization monitoring system, the operating efficiency of the system is improved.

[0056] As an optional implementation of the present invention, the system further includes: a testing device for generating urban civilization test data and testing the performance of the intelligent data analysis platform through the urban civilization test data test.

[0057] Exemplarily, the test equipment is used to simulate and test the performance of the intelligent data analysis platform. The test equipment can be based on the correspondence between known data information and whether the behavior corresponding to the data information is civilized, and use this known correspondence data to test the performance of the intelligent data analysis platform to determine whether the accuracy and / or analysis efficiency of the current intelligent data analysis platform meets the requirements. If it does not meet the requirements, the data is re-acquired or readjusted to train the intelligent data analysis platform, thereby optimizing the analysis performance of the intelligent data analysis platform and improving the accuracy and efficiency of urban civilization monitoring.

[0058] As an optional implementation mode of the present invention, the system further comprises: an information filling device for receiving standard data for judging civilized behavior in cities.

[0059] For example, the information reporting device can be a relevant management department that uses questionnaires or public feedback to define various behaviors as civilized or uncivilized. For example, eating breakfast with a pungent taste and running red lights in a closed subway or bus are uncivilized behaviors, while walking the dog with a leash and cleaning up pet feces in a timely manner are civilized behaviors. The embodiment of the present invention does not limit the information reporting method and the definition of civilized behavior, and those skilled in the art can determine it according to actual needs. The information reporting device can automatically generate relevant reports and data analysis charts, and can assist relevant management departments in filling in materials.

[0060] The embodiment of the present invention also discloses an urban civilization monitoring device based on artificial intelligence, such as Figure 5 As shown, the device comprises:

[0061] An acquisition module 501 is used to acquire data collected by data collection devices in multiple cities within a target time period;

[0062] The analysis module 502 is used to analyze the collected data using a pre-trained urban civilization analysis model to obtain an urban civilization analysis result;

[0063] The monitoring module 503 is used to respond to the monitoring operation of urban civilization according to the urban civilization analysis result.

[0064] The artificial intelligence-based urban civilization monitoring device provided by the present invention obtains data collected by multiple urban data collection devices within a target time period, analyzes the collected data using a pre-trained urban civilization analysis model, obtains urban civilization analysis results, and responds to monitoring operations on urban civilization according to the urban civilization analysis results. By using artificial intelligence technology to analyze the data collected by the urban data collection device to obtain the urban civilization analysis results, the development status of urban civilization can be judged more accurately, and accurate and efficient supervision and management of urban civilization can be achieved, thereby improving the level of urban civilization.

[0065] As an optional implementation manner of the present invention, the city data collection device includes: a video collection device and a voice collection device.

[0066] As an optional embodiment of the present invention, the urban civilization analysis module includes an intelligent semantic recognition module and an intelligent context recognition module; the analysis module 502 includes: a first analysis module, which is used to use a pre-trained intelligent semantic recognition model to analyze the voice data collected by the voice acquisition device to obtain a semantic analysis result; a second analysis module, which is used to use a pre-trained intelligent context recognition model to analyze the video data collected by the target video acquisition device to obtain a context analysis result when it is determined that uncivilized behavior exists according to the semantic analysis result, wherein the target video acquisition device and the voice acquisition device corresponding to the voice analysis result of the existence of uncivilized behavior are in the same scene; a result acquisition module, which is used to obtain the urban civilization analysis result according to the semantic analysis result and the context analysis result.

[0067] As an optional implementation of the present invention, the monitoring module 503 includes: a warning module, which is used to respond to the abnormal behavior alarm operation when uncivilized behavior is determined to exist according to the urban civilization analysis results; a first sending module, which is used to generate an abnormal behavior analysis report and send the abnormal behavior analysis report to the user end.

[0068] As an optional embodiment of the present invention, the device also includes: a report generation module, which is used to generate a variety of urban civilization development reports based on the urban civilization analysis results; a second sending module, which is used to adjust the urban civilization development report according to the needs of different types of user terminals and send it to the corresponding user terminal.

[0069] As an optional embodiment of the present invention, the acquisition module 501 includes: a division submodule, which is used to divide the monitored city into regions according to preset division conditions, and each divided region is used as a grid; an acquisition submodule, which is used to obtain data collected by the city data collection equipment in each grid within the target time period.

[0070] The embodiment of the present invention further provides an electronic device, such as Figure 6 As shown, the electronic device may include a processor 601 and a memory 602, wherein the processor 601 and the memory 602 may be connected via a bus or other means. Figure 6 The example of connecting through bus is taken in the following.

[0071] The processor 601 may be a central processing unit (CPU). The processor 601 may also be other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), field-programmable gate arrays (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, or a combination of the above chips.

[0072] The memory 602 is a non-transient computer-readable storage medium that can be used to store non-transient software programs, non-transient computer executable programs and modules, such as program instructions / modules corresponding to the urban civilization monitoring method based on artificial intelligence in the embodiment of the present invention. The processor 601 executes various functional applications and data processing of the processor by running the non-transient software programs, instructions and modules stored in the memory 602, that is, realizing the urban civilization monitoring method based on artificial intelligence in the above method embodiment.

[0073] The memory 602 may include a program storage area and a data storage area, wherein the program storage area may store an operating system, an application required by at least one function; the data storage area may store data created by the processor 601, etc. In addition, the memory 602 may include a high-speed random access memory, and may also include a non-transitory memory, such as at least one disk storage device, a flash memory device, or other non-transitory solid-state storage device. In some embodiments, the memory 602 may optionally include a memory remotely arranged relative to the processor 601, and these remote memories may be connected to the processor 601 via a network. Examples of the above-mentioned network include, but are not limited to, the Internet, an intranet, a local area network, a mobile communication network, and combinations thereof.

[0074] The one or more modules are stored in the memory 602, and when executed by the processor 601, the following is performed: Figure 1 The urban civilization monitoring method based on artificial intelligence in the illustrated embodiment.

[0075] For details of the above electronic equipment, please refer to Figure 1 The corresponding related descriptions and effects in the illustrated embodiments can be understood and will not be repeated here.

[0076] Those skilled in the art can understand that all or part of the processes in the above-mentioned embodiments can be implemented by instructing the relevant hardware through a computer program, and the program can be stored in a computer-readable storage medium, and when the program is executed, it can include the processes of the embodiments of the above-mentioned methods. Among them, the storage medium can be a disk, an optical disk, a read-only memory (ROM), a random access memory (RAM), a flash memory, a hard disk drive (HDD) or a solid-state drive (SSD), etc.; the storage medium can also include a combination of the above-mentioned types of memory.

[0077] Although the embodiments of the present invention have been described in conjunction with the accompanying drawings, those skilled in the art may make various modifications and variations without departing from the spirit and scope of the present invention, and such modifications and variations are all within the scope defined by the appended claims.

Claims

1. An urban civilization monitoring method based on artificial intelligence, characterized in that: include: Obtain data collected by data collection devices in multiple cities within the target time period; Use the pre-trained urban civilization analysis model to analyze the collected data and obtain the urban civilization analysis results; Responding to the monitoring operation of urban civilization according to the urban civilization analysis result; The urban data collection equipment includes: video collection equipment and voice collection equipment; The urban civilization analysis model includes an intelligent semantic recognition model and an intelligent context recognition model; the collected data is analyzed using the pre-trained urban civilization analysis model to obtain urban civilization analysis results, including: Analyze the voice data collected by the voice collection device using a pre-trained intelligent semantic recognition model to obtain a semantic analysis result; When it is determined that uncivilized behavior exists according to the semantic analysis result, the video data collected by the target video acquisition device is analyzed using a pre-trained intelligent context recognition model to obtain a context analysis result, wherein the target video acquisition device and the voice acquisition device corresponding to the voice analysis result of the existence of uncivilized behavior are in the same scene; the target video acquisition device is determined in the following manner: according to the collected voice data, recognition is performed in a pre-trained model, the scene corresponding to the collected voice data is judged, and the target video acquisition device is determined according to the corresponding scene; The urban civilization analysis result is obtained according to the semantic analysis result and the context analysis result.

2. The method according to claim 1, characterized in that Responding to the monitoring operation of urban civilization according to the urban civilization analysis result includes: When uncivilized behavior is determined according to the city civilization analysis result, responding to abnormal behavior alarm operation; Generate an abnormal behavior analysis report and send the abnormal behavior analysis report to the user end.

3. The method according to any one of claims 1 to 2, characterized in that: The method further comprises: Generate a variety of urban civilization development reports based on the urban civilization analysis results; According to the needs of different types of user terminals, the urban civilization development report is adjusted and sent to the corresponding user terminals.

4. The method according to claim 1, characterized in that: The step of obtaining data collected by data collection devices in multiple cities within a target time period includes: The monitored city is divided into regions according to the preset division conditions, and each divided region is regarded as a grid; Obtain the data collected by the city data collection equipment in each grid within the target time period.

5. An artificial intelligence-based urban civilization monitoring system, characterized in that: include: Urban data collection equipment, used to collect data; A data storage device, which is in communication with the city data collection device and is used to store data; An intelligent data analysis platform, which is in communication connection with the data storage device and is used to execute the steps of the urban civilization monitoring method based on artificial intelligence as described in any one of claims 1 to 4; The user end is connected to the intelligent data analysis platform for obtaining the results of urban civilization analysis.

6. The system according to claim 5, characterized in that The system also includes: a testing device for generating urban civilization test data and testing the performance of the intelligent data analysis platform through the urban civilization test data test.

7. The system according to claim 5, characterized in that The system also includes: information filling equipment, which is used to receive the judgment standard data of urban civilized behavior.

8. An urban civilization monitoring device based on artificial intelligence, characterized in that: include: An acquisition module is used to acquire data collected by data collection devices in multiple cities within a target time period; The analysis module is used to analyze the collected data using the pre-trained urban civilization analysis model to obtain the urban civilization analysis results; A monitoring module, used to respond to monitoring operations on urban civilization according to the urban civilization analysis results; The urban data collection equipment includes: video collection equipment and voice collection equipment; The urban civilization analysis model includes an intelligent semantic recognition model and an intelligent context recognition model; the analysis module includes: A first analysis module is used to analyze the voice data collected by the voice collection device using a pre-trained intelligent semantic recognition model to obtain a semantic analysis result; The second analysis module is used for analyzing the video data collected by the target video acquisition device using a pre-trained intelligent context recognition model to obtain a context analysis result when it is determined that uncivilized behavior exists according to the semantic analysis result, wherein the target video acquisition device and the voice acquisition device corresponding to the voice analysis result of the existence of uncivilized behavior are in the same scene; the target video acquisition device is determined by: identifying the collected voice data in a pre-trained model, judging the scene corresponding to the collected voice data, and determining the target video acquisition device according to the corresponding scene; A result acquisition module is used to obtain the urban civilization analysis result according to the semantic analysis result and the context analysis result.

9. An electronic device, characterized in that: include: at least one processor; And a memory communicatively connected to the at least one processor; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor performs the steps of the artificial intelligence-based urban civilization monitoring method as described in any one of claims 1-4.

10. A computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by the processor, the steps of the urban civilization monitoring method based on artificial intelligence as described in any one of claims 1 to 4 are implemented.

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