CN117591589A - Smart city system, method, apparatus and storage medium - Google Patents
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Abstract
The application relates to a smart city system, a smart city method, smart city equipment and a smart city storage medium, and relates to the technical field of computers. The intelligent city system comprises a business and application module, a data fusion module, a data preprocessing module, a big data center module and an infrastructure module; the business and application module is used for collecting intelligent city data and sending the intelligent city data to the data fusion module; the data fusion module is used for converting the smart city data sent by the business and application module into a preset data format and sending the smart city data with the converted data format to the data preprocessing module; the data preprocessing module is used for preprocessing the smart city data after the data format conversion sent by the data fusion module so as to obtain a preprocessing result; the big data center module is used for responding to the smart city service processing request and determining and displaying smart city data corresponding to the smart city service processing request from the preprocessing result.
Description
Technical Field
The present application relates to the field of computer technologies, and in particular, to a smart city system, a smart city method, a smart city device, and a storage medium.
Background
In the technical field of computers, a smart city system is established, and digital overall management is carried out on cities, so that good digital, intelligent and humanized working and living environments can be provided for people.
However, in the related art, the smart city involves a lot of fields, and the data formats, standards and interfaces in the data systems in the respective fields are different, resulting in low data exchange processing efficiency. Thus, the processing efficiency of the smart city is low.
Disclosure of Invention
The application provides a smart city system, a smart city method, smart city equipment and a smart city storage medium, which are used for at least solving the technical problem that the processing efficiency of smart cities in the related technology is low. The technical scheme of the application is as follows:
according to a first aspect of embodiments of the present application, there is provided a smart city system comprising: the system comprises a service and application module, a data fusion module, a data preprocessing module and a big data center module; the output end of the business and application module is connected with the input end of the data fusion module; the output end of the data fusion module is connected with the input end of the data preprocessing module; the output end of the data preprocessing module is connected with the input end of the big data center module; the business and application module is used for collecting intelligent city data and sending the intelligent city data to the data fusion module; the data fusion module is used for converting the smart city data sent by the business and application module into a preset data format and sending the smart city data with the converted data format to the data preprocessing module; the data preprocessing module is used for preprocessing the smart city data after the data format conversion sent by the data fusion module so as to obtain a preprocessing result; the big data center module is used for responding to the smart city service processing request and determining and displaying smart city data corresponding to the smart city service processing request from the preprocessing result.
In one possible implementation manner, the data preprocessing module is specifically configured to: when the smart city data after the data format conversion comprises image data, performing image recognition on the smart city data after the data format conversion, and determining an image recognition result obtained by the image recognition as a preprocessing result; when the data format converted smart city data comprises voice data, performing voice recognition on the data format converted smart city data, and determining a voice recognition result obtained by the voice recognition as a preprocessing result; when the data format converted smart city data comprises text data, text analysis is carried out on the data format converted smart city data, and a text analysis result obtained by the text analysis is determined to be a preprocessing result.
In one possible embodiment, the smart city system further comprises an infrastructure module; the input end of the infrastructure module is connected with the output end of the big data center module; the infrastructure module is used to provide communication services for different types of devices in the smart city.
In one possible implementation manner, the big data center module includes a big data application layer module and an application service gateway module, and the output end of the big data application layer module and the output end of the application service gateway module are both connected with the big data center module; the big data application layer module is used for building a plurality of smart city service platforms; the smart city service platforms are used for receiving smart city service processing requests sent by the user equipment; the application service gateway module is used for processing the smart city service processing request.
In one possible implementation manner, the big data center module further comprises a support guarantee module and a non-functional demand module, wherein an output end of the support guarantee module and an output end of the non-functional demand module are connected with the big data center module; the support guarantee module is used for realizing an operation management function and a safety guarantee function; the non-functional demand module is used for realizing the smart city data processing and safe storage functions.
In one possible embodiment, the support assurance module is specifically configured to: acquiring state data of operation equipment of a smart city system; and outputting alarm information when the state data meets the preset alarm condition.
In one possible embodiment, the support assurance module is specifically configured to: in response to management operations on user data, and/or service data in the smart city, data in a database storing user data, and/or service data is modified.
According to a second aspect of embodiments of the present application, there is provided a smart city data processing method, including: acquiring smart city data; converting the smart city data into a preset data format to obtain the smart city data after the data format conversion; preprocessing the smart city data after the data format conversion to obtain a preprocessing result; and responding to the smart city service processing request, and determining and displaying smart city data corresponding to the smart city service processing request from the preprocessing result.
According to a third aspect of embodiments of the present application, there is provided an electronic device, including: a processor; a memory for storing processor-executable instructions; wherein the processor is configured to execute instructions to implement the method of the first aspect and any of its possible embodiments described above.
According to a fourth aspect of embodiments of the present application, there is provided a computer readable storage medium, which when executed by a processor of an electronic device, enables the electronic device to perform the method of the first aspect and any one of its possible embodiments.
According to a fifth aspect of embodiments of the present application, there is provided a computer program product comprising computer instructions which, when run on an electronic device, cause the electronic device to perform the method of the first aspect and any of its possible embodiments.
The technical solution of the first aspect provided by the embodiments of the present application at least brings the following beneficial effects:
in the embodiment of the application, by providing a smart city system, a data fusion module converts acquired smart city data into a preset data format; the data preprocessing module preprocesses the smart city data after the data format conversion; and the big data center module responds to the smart city service processing request, and determines and displays smart city data corresponding to the smart city service processing request from the preprocessing result. Therefore, the smart city data with different data formats can be unified, and the smart city data with the unified data format is preprocessed, so that the noise of the data can be reduced, and the accuracy of the follow-up smart city data is improved. The large data center module is used for responding to the smart city service processing request, so that the processing efficiency of the smart city can be improved.
It should be noted that, the technical effects caused by any implementation manner of the second aspect to the fifth aspect may refer to the technical effects caused by the corresponding implementation manner in the first aspect, which are not described herein.
It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the application.
Drawings
The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the application and together with the description, serve to explain the principles of the application and do not constitute an undue limitation on the application.
Fig. 1 is a schematic diagram illustrating a construction of a smart city system according to an exemplary embodiment;
FIG. 2 is a schematic diagram of a further smart city system, shown in accordance with an exemplary embodiment;
FIG. 3 is a schematic diagram of a further smart city system, shown in accordance with an exemplary embodiment;
FIG. 4 is a schematic diagram of a further smart city system, shown in accordance with an exemplary embodiment;
FIG. 5 is a schematic diagram illustrating the architecture of a smart city data processing system, in accordance with an exemplary embodiment;
FIG. 6 is a flowchart illustrating a method of smart city data processing, according to an example embodiment;
fig. 7 is a block diagram of an electronic device, according to an example embodiment.
Detailed Description
In order to enable those skilled in the art to better understand the technical solutions of the present application, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings.
It should be noted that the terms "first," "second," and the like in the description and claims of the present application and the above figures are used for distinguishing between similar objects and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used may be interchanged where appropriate such that embodiments of the present application described herein may be implemented in sequences other than those illustrated or otherwise described herein. The implementations described in the following exemplary examples are not representative of all implementations consistent with the present application. Rather, they are merely examples of apparatus and methods consistent with some aspects of the present application as detailed in the accompanying claims.
Before describing the resource deployment method provided by the application in detail, the application scenario related to the application is briefly described.
In the technical field of computers, a smart city system is established, and digital overall management is carried out on cities, so that good digital, intelligent and humanized working and living environments can be provided for people.
However, in the related art, the smart city involves a lot of fields, and the data formats, standards and interfaces in the data systems in the respective fields are different, resulting in low data exchange processing efficiency. Thus, the smart city processing efficiency is low.
For easy understanding, the smart city system provided in the present application is specifically described below with reference to the accompanying drawings.
The present application exemplarily provides a smart city system. Fig. 1 shows a schematic structure of the smart city system. As shown in fig. 1, the smart city system includes a business and application module, a data fusion module, a data preprocessing module, and a big data center module.
The output end of the business and application module is connected with the input end of the data fusion module; the output end of the data fusion module is connected with the input end of the data preprocessing module; the output end of the data preprocessing module is connected with the input end of the big data center module.
The business and application module is used for collecting the smart city data and sending the smart city data to the data fusion module.
Exemplary smart city data includes internet of things data, video data, event data, spatiotemporal data.
The data fusion module is used for converting the smart city data sent by the business and application module into a preset data format and sending the smart city data with the converted data format to the data preprocessing module.
In the practical application process, the data fusion module fuses and collides smart city data through technical means such as big data, artificial intelligence and blockchain, and provides data support for upper-layer application.
The data preprocessing module is used for preprocessing the smart city data after the data format conversion sent by the data fusion module so as to obtain a preprocessing result.
As a possible implementation manner, when the data format converted smart city data includes image data, the data preprocessing module performs image recognition on the data format converted smart city data, and determines an image recognition result obtained by the image recognition as a preprocessing result.
When the data format converted smart city data comprises voice data, the data preprocessing module performs voice recognition on the data format converted smart city data, and determines a voice recognition result obtained by the voice recognition as a preprocessing result.
When the data format converted smart city data comprises text data, the data preprocessing module performs text analysis on the data format converted smart city data, and determines a text analysis result obtained by the text analysis as a preprocessing result.
The big data center module is used for responding to the smart city service processing request and determining and displaying smart city data corresponding to the smart city service processing request from the preprocessing result.
Wherein the smart city service processing request includes smart city service authorization, smart city service inquiry, and smart city platform login functions.
As one possible implementation, the user enters a smart city service processing request in a smart city platform of the user device. Correspondingly, the smart city platform of the user equipment sends the smart city service processing request to the big data center module.
Further, the big data center module responds to the smart city service processing request, determines smart city data corresponding to the smart city service processing request from the preprocessing result, and displays the smart city data corresponding to the smart city service processing request for the user.
It can be understood that in the embodiment of the present application, by providing a smart city system, the data fusion module converts the acquired smart city data into a preset data format; the data preprocessing module preprocesses the smart city data after the data format conversion; and the big data center module responds to the smart city service processing request, and determines and displays smart city data corresponding to the smart city service processing request from the preprocessing result. Therefore, the smart city data with different data formats can be unified, and the smart city data with the unified data format is preprocessed, so that the noise of the data can be reduced, and the accuracy of the follow-up smart city data is improved. The large data center module is used for responding to the smart city service processing request, so that the processing efficiency of the smart city can be improved.
In some embodiments, as shown in fig. 2, the smart city system provided in the embodiments of the present application further includes an infrastructure module.
The input end of the infrastructure module is connected with the output end of the big data center module; the infrastructure module is used to provide communication services for different types of devices in the smart city.
In the practical application process, the infrastructure module combines the traditional communication technology with the emerging technologies such as 5G, the Internet of things and the like, the wired network and the wireless network are combined, the fixed application and the mobile application are combined, the video monitoring and the command scheduling are combined, the information is ensured to be safe and reliable, meanwhile, the intelligent city operation is supported by utilizing the fusion communication technology of video, voice and data, communication services are provided for people, robots, people, things and things, and the ubiquitous network architecture for direct communication among people, robots, people, things and things is realized.
In some embodiments, as shown in fig. 3, a smart city system big data center module provided in an embodiment of the present application includes a big data application layer module and an application service gateway module.
The output end of the big data application layer module and the output end of the application service gateway module are connected with the big data center module.
The big data application layer module is used for building a plurality of smart city service platforms.
It should be noted that, the plurality of smart city service platforms are configured to receive a smart city service processing request sent by the user equipment.
In the practical application process, the big data application layer modules in different areas can be designed to meet the construction requirements of smart cities according to the requirements and the characteristics of the different areas.
The application service gateway module is used for processing the smart city service processing request.
In the actual application process, the application service network module can also provide single-point authentication, login and authorization functions.
In some embodiments, as shown in fig. 4, the big data center module provided in the embodiments of the present application further includes a support safeguard module and a non-functional demand module.
The output end of the support guarantee module and the output end of the non-functional demand module are connected with the big data center module.
The support guarantee module is used for realizing an operation management function and a safety guarantee function.
It should be noted that the operation management function includes obtaining state data of the operation device of the smart city system, and outputting alarm information when the state data meets a preset alarm condition.
The operation management function further includes modifying data in a database storing user data and/or service data in response to a management operation on the user data and/or service data in the smart city.
The safety guarantee function is used for guaranteeing the reliable and safe operation of the big data center system.
The non-functional demand module is used for realizing the smart city data processing and safe storage functions.
The security operation includes security controllability with infrastructure, which can protect data security and access data with different confidentiality levels according to different access rights.
Illustratively, smart city data processing includes enabling batch processing of data above TB in real time at the second level.
The secure storage function includes implementing storage of data above the PB level.
Before describing the smart city data processing method provided in the present application in detail, a brief description of an implementation environment (implementation architecture) related to the present application is provided.
The smart city data processing method provided by the embodiment of the application can be applied to a smart city data processing system. Fig. 5 shows a schematic diagram of a structure of the smart city data processing system. As shown in fig. 5, the smart city data processing system 10 includes a smart city data storage device 11, an electronic device 12, and a user device 13. The smart city data storage device 11 is used for storing data of each area in the smart city, the smart city data storage device 11 is connected with the electronic device 12 in a wired or wireless connection mode, and the electronic device 12 is connected with the user device 13 in a wired or wireless connection mode.
The electronic device 12 may be used for data interaction with the smart city data storage device 11, e.g. retrieving smart city data from the smart city data storage device 11.
Further, the electronic device 12 is further configured to convert the smart city data into a predetermined data format, so as to obtain the smart city data after the data format conversion.
The electronic device 12 is further configured to pre-process the smart city data after the data format conversion to obtain a pre-processing result.
The electronic device 12 is further configured to determine and display, from the preprocessing result, smart city data corresponding to the smart city service processing request in response to the smart city service processing request sent by the user device 11.
Alternatively, the user device 11 and the electronic device 12 may be physical machines, for example: the electronic device may be a desktop computer, also called desktop computer or desktop computer (desktop computer), or a server, or may be a server group formed by a plurality of servers. The user equipment 11 may be a terminal device such as a mobile phone, a tablet computer, a notebook computer, an ultra-mobile personal computer (ultra-mobi le personal computer, UMPC), a netbook, a personal digital assistant (personal digital ass istant, PDA), etc.
Alternatively, the electronic device 12 may implement the functions to be implemented by the electronic device 12 through a Virtual Machine (VM) deployed on a physical machine.
In the following embodiments provided in the present application, the present application is described taking an electronic device independent setting as an example.
Fig. 6 is a flowchart illustrating a smart city data processing method, which may be applied to an electronic device, and may be applied to a smart city data processing apparatus connected to or located inside the electronic device, according to an exemplary embodiment. In the following, the method is described by taking the application of the method to an electronic device as an example, and as shown in fig. 6, the smart city system includes the following steps:
s201, the electronic equipment acquires smart city data.
It should be noted that, the implementation manner of acquiring the smart city data by the electronic device may refer to the implementation manner of acquiring the smart city data by the service and application module.
S202, the electronic equipment converts the smart city data into a preset data format to obtain the smart city data with the converted data format.
It should be noted that, the electronic device may convert the smart city data into the preset data format, so as to obtain the implementation manner of the smart city data after the data format conversion, and may refer to the data fusion module to convert the smart city data into the preset data format, so as to obtain the implementation manner of the smart city data after the data format conversion.
S203, the electronic equipment preprocesses the smart city data after the data format conversion to obtain a preprocessing result.
It should be noted that, the implementation manner of the electronic device for preprocessing the smart city data after the data format conversion to obtain the preprocessing result may refer to the implementation manner of the data preprocessing module.
S204, the electronic equipment responds to the smart city service processing request, and determines and displays smart city data corresponding to the smart city service processing request from the preprocessing result.
It should be noted that, in response to the smart city service processing request, the electronic device may refer to the implementation manner of the big data center module for determining and displaying the smart city data corresponding to the smart city service processing request from the preprocessing result.
It can be appreciated that in the embodiment provided by the application, firstly, the smart city data with different data formats are unified, and then the smart city data with the unified data format is preprocessed, so that the noise of the data can be reduced, and the accuracy of the follow-up smart city data is improved. And responds to the smart city service processing request, so that the processing efficiency of the smart city can be improved.
Fig. 7 is a block diagram of an electronic device, according to an example embodiment. As shown in fig. 7, electronic device 300 includes, but is not limited to: a processor 301 and a memory 302.
The memory 302 is configured to store executable instructions of the processor 301. It will be appreciated that the processor 301 is configured to execute instructions to implement the smart city system of the above embodiment.
It should be noted that the electronic device structure shown in fig. 7 is not limited to the electronic device, and the electronic device may include more or less components than those shown in fig. 7, or may combine some components, or may have different arrangements of components, as will be appreciated by those skilled in the art.
The processor 301 is a control center of the electronic device, connects various parts of the entire electronic device using various interfaces and lines, and performs various functions of the electronic device and processes data by running or executing software programs and/or modules stored in the memory 302, and invoking data stored in the memory 302, thereby performing overall monitoring of the electronic device. The processor 301 may include one or more processing units. Alternatively, the processor 301 may integrate an application processor that primarily handles operating systems, user interfaces, applications, etc., with a modem processor that primarily handles wireless communications. It will be appreciated that the modem processor described above may not be integrated into the processor 301.
The memory 302 may be used to store software programs as well as various data. The memory 302 may mainly include a storage program area and a storage data area, wherein the storage program area may store an operating system, application programs (such as a determination unit, a processing unit, etc.) required for at least one functional module, and the like. In addition, memory 302 may include high-speed random access memory, and may also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other volatile solid-state storage device.
In an exemplary embodiment, a computer readable storage medium comprising instructions, such as a memory 302 comprising instructions, is also provided, which are executable by the processor 301 of the electronic device 300 to implement the smart city system in the above-described embodiments.
In actual implementation, the smart city data processing method of fig. 6 may be implemented by the processor 301 of fig. 7 calling a computer program stored in the memory 302. For specific implementation, reference may be made to the description of the smart city system in the above embodiment, and details are not repeated here.
Alternatively, the computer readable storage medium may be a non-transitory computer readable storage medium, for example, a Read-Only Memory (ROM), a random access Memory (Random Access Memory, RAM), a CD-ROM, a magnetic tape, a floppy disk, an optical data storage device, and the like.
In an exemplary embodiment, the present application also provides a computer program product comprising one or more instructions executable by the processor 301 of the electronic device to complete the smart city system of the above-described embodiment.
It should be noted that, when the instructions in the computer readable storage medium or one or more instructions in the computer program product are executed by the processor of the electronic device, the respective processes of the embodiment of the smart city system are implemented, and the same technical effects as those of the smart city system can be achieved, so that repetition is avoided, and no detailed description is given here.
From the foregoing description of the embodiments, it will be apparent to those skilled in the art that, for convenience and brevity of description, only the above-described division of functional modules is illustrated, and in practical application, the above-described functional allocation may be performed by different functional modules according to needs, i.e. the internal structure of the apparatus is divided into different functional modules, so as to perform all the classification parts or part of the functions described above.
In the several embodiments provided in this application, it should be understood that the disclosed apparatus and method may be implemented in other ways. For example, the apparatus embodiments described above are merely illustrative, e.g., the division of modules or units is merely a logical function division, and there may be additional divisions when actually implemented, e.g., multiple units or components may be combined or integrated into another apparatus, or some features may be omitted or not performed. Alternatively, the coupling or direct coupling or communication connection shown or discussed with each other may be an indirect coupling or communication connection via some interfaces, devices or units, which may be in electrical, mechanical or other form.
The units described as separate parts may or may not be physically separate, and the parts shown as units may be one physical unit or a plurality of physical units, may be located in one place, or may be distributed in a plurality of different places. The purpose of the embodiment scheme can be achieved by selecting part or all of the classification part units according to actual needs.
In addition, each functional unit in each embodiment of the present application may be integrated in one processing unit, or each unit may exist alone physically, or two or more units may be integrated in one unit. The integrated units may be implemented in hardware or in software functional units.
The integrated units, if implemented in the form of software functional units and sold or used as stand-alone products, may be stored in a readable storage medium. Based on such understanding, the technical solution of the embodiments of the present application may be essentially or partly contributing to the prior art or the whole classification part or part of the technical solution may be embodied in the form of a software product stored in a storage medium, including several instructions to cause a device (may be a single-chip microcomputer, a chip or the like) or a processor (processor) to perform the whole classification part or part of the steps of the methods of the embodiments of the present application. And the aforementioned storage medium includes: a usb disk, a removable hard disk, a ROM, a RAM, a magnetic disk, or an optical disk, etc.
The foregoing is merely a specific embodiment of the present application, but the protection scope of the present application is not limited thereto, and any changes or substitutions within the technical scope of the present disclosure should be covered in the protection scope of the present application. Therefore, the protection scope of the present application shall be subject to the protection scope of the claims.
Claims (10)
1. The intelligent city system is characterized by comprising a business and application module, a data fusion module, a data preprocessing module and a big data center module;
the output end of the business and application module is connected with the input end of the data fusion module; the output end of the data fusion module is connected with the input end of the data preprocessing module; the output end of the data preprocessing module is connected with the input end of the big data center module;
the business and application module is used for collecting smart city data and sending the smart city data to the data fusion module;
the data fusion module is used for converting the smart city data sent by the business and application module into a preset data format and sending the smart city data with the converted data format to the data preprocessing module;
the data preprocessing module is used for preprocessing the smart city data after the data format conversion sent by the data fusion module so as to obtain a preprocessing result;
the big data center module is used for responding to the smart city service processing request, and determining and displaying smart city data corresponding to the smart city service processing request from the preprocessing result.
2. The smart city system of claim 1, wherein the data preprocessing module is specifically configured to:
when the smart city data after the data format conversion comprises image data, performing image recognition on the smart city data after the data format conversion, and determining an image recognition result obtained by the image recognition as the preprocessing result;
when the data format converted smart city data comprises voice data, performing voice recognition on the data format converted smart city data, and determining a voice recognition result obtained by voice recognition as the preprocessing result;
when the data format converted smart city data comprises text data, text analysis is carried out on the data format converted smart city data, and a text analysis result obtained by the text analysis is determined to be the preprocessing result.
3. The smart city system of claim 2, further comprising an infrastructure module; the input end of the infrastructure module is connected with the output end of the big data center module; the infrastructure module is configured to provide communication services for different types of devices in the smart city.
4. The smart city system of claim 3, wherein the big data center module comprises a big data application layer module and an application service gateway module, the output of the big data application layer module and the output of the application service gateway module both being connected to the big data center module;
the big data application layer module is used for building a plurality of smart city service platforms; the smart city service platforms are used for receiving the smart city service processing requests sent by the user equipment;
the application service gateway module is used for processing the smart city service processing request.
5. The smart city system of claim 4, wherein the big data center module further comprises a support assurance module and a non-functional demand module, the output of the support assurance module and the output of the non-functional demand module being connected to the big data center module;
the support guarantee module is used for realizing an operation management function and a safety guarantee function;
the non-functional demand module is used for realizing the functions of smart city data processing and safe storage.
6. The smart city system of claim 5, wherein the support assurance module is specifically configured to:
acquiring state data of the intelligent city system operation equipment;
and outputting alarm information when the state data meets the preset alarm condition.
7. The smart city system of claim 5, wherein the support assurance module is specifically configured to:
in response to a management operation on user data and/or service data in a smart city, modifying data in a database storing the user data and/or the service data.
8. A method of smart city data processing, the method comprising:
acquiring smart city data;
converting the smart city data into a preset data format to obtain smart city data with converted data format;
preprocessing the smart city data after the data format conversion to obtain a preprocessing result;
and responding to the smart city service processing request, and determining and displaying smart city data corresponding to the smart city service processing request from the preprocessing result.
9. An electronic device, comprising:
a processor;
a memory for storing the processor-executable instructions;
wherein the processor is configured to execute the instructions to implement the method of claim 8.
10. A computer-readable storage medium, characterized in that, when computer-executable instructions stored in the computer-readable storage medium are executed by a processor of an electronic device, the electronic device is capable of performing the method of claim 8.
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| CN202311579967.5A CN117591589A (en) | 2023-11-23 | 2023-11-23 | Smart city system, method, apparatus and storage medium |
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