A planning spatial information service platform based on GIS

Through the GIS-based planning spatial information service platform, the problem of insufficient deep data information services has been solved, the visual retrieval and analysis of multi-dimensional information has been realized, and the user experience and the intuitiveness of information have been improved.

CN115357674BActive Publication Date: 2025-09-26SHANGHAI GISINFO TECH CO LTD
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Patent Information

Application Number
CN202210892966.5
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2022-07-27
Publication Date
2025-09-26
Estimated Expiration
2042-07-27

AI Technical Summary

Technical Problem

The existing spatial information service platforms are relatively lacking in deep data information service content, making it difficult for users to conduct multi-dimensional information retrieval and viewing.

Method used

A GIS-based planning spatial information service platform is provided, which includes a user login module, a data monitoring module, a planning model module and a regional indicator module. Through these modules, the visualization and analysis of spatial basic, intermediate and deep information can be realized, and the retrieval and viewing of multi-dimensional information can be supported.

Benefits of technology

It enables users to comprehensively search and view spatial information in multiple dimensions, improves the intuitiveness and usability of information, supports the analysis and display of enterprise data and population data, and provides evaluation of high-quality development index and accessibility of public facilities.

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Abstract

This application discloses a GIS-based planning spatial information service platform, which relates to the field of planning spatial information service technology. The platform includes a user login module for user login, a data monitoring module for acquiring and visualizing basic spatial information, a planning model module for analyzing and visualizing intermediate spatial information, a regional indicator module for analyzing and visualizing deep spatial information, a utility module for converting geographic information coordinates, a one-click compilation module for exporting basic spatial information, intermediate spatial information, and deep spatial information in one click, a personal center module for storing and displaying operation records, and a carbon neutrality module for calculating and displaying spatial carbon emission information. This application facilitates users to search and view multi-dimensional spatial data information.
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Description

Technical Field

[0001] The present application relates to the field of spatial information service technology, and in particular to a planning spatial information service platform based on GIS. Background Art

[0002] The Spatial Information Service Platform refers to: using the "Digital Earth" theory, based on key technologies such as remote sensing, GIS, virtual simulation, network, database and multimedia, to deeply develop and utilize spatial information, and build information infrastructure and information systems that serve urban planning, construction, and management; serve the government, enterprises, and the public; and serve the sustainable development of population, resources, environment, economy and society.

[0003] A Geographic Information System (GIS) is a computer system that, powered by computer hardware and software, collects, manages, analyzes, and displays geographic attribute data about objects or phenomena on the Earth's surface. GIS software provides specialized network analysis modules for analyzing transportation networks, facility networks, and other network components. Network analysis requires comprehensive information or data, including spatial data, attribute data, and topological relationships, to analyze and calculate the overall spatial, quantitative, and qualitative characteristics of the network, meeting the needs of specialized research and analysis such as resource allocation, facility site selection, and optimal path analysis.

[0004] Regarding the above-mentioned related technologies, the inventors believe that the current spatial information service platforms are mostly focused on simple information services such as population information, administrative information, and traffic information, and are relatively lacking in deep data information service content. Summary of the Invention

[0005] In order to facilitate users to search and view spatial multi-dimensional data information, this application provides a planning spatial information service platform based on GIS.

[0006] This application provides a GIS-based planning spatial information service platform that adopts the following technical solutions:

[0007] A GIS-based planning spatial information service platform includes a user login module for user login, a data monitoring module for acquiring and visualizing spatial basic information, a planning model module for analyzing and visualizing spatial intermediate layer information, and a regional indicator module for analyzing and visualizing spatial deep layer information.

[0008] By adopting the above technical solution, when a user uses the spatial information service platform in this application, they first log in through the user login module. After successful login, the user can select and view basic spatial information in the data monitoring module, select and view intermediate spatial information in the planning model module, and select and view deep spatial information in the regional indicator module. This facilitates users to comprehensively search and view multi-dimensional spatial information through the spatial information service platform in this application. This application further facilitates users to intuitively understand and recognize the spatial information search results by leveraging GIS visual output.

[0009] Optionally, the presentation layer of the user login module is used to display the login interface and obtain the user's login information. The login information is transmitted to the business layer through the middle layer. The business layer requests the persistence layer and receives the login result from the persistence layer and returns it to the presentation layer.

[0010] By adopting the above technical solution, the presentation layer of the user login module displays the login interface to the user. The user enters the user name and login password on the login interface, which is sent to the business layer through the middle layer of the user login module. The persistence layer obtains the user name and login password and returns the login result, thereby realizing the user login and verification functions of the user login module.

[0011] Optionally, the presentation layer of the data monitoring module is used for map display of spatial basic information and obtaining user query information. The spatial basic information is specifically used to display and hide different layers of the map through a layer control tree. The query information is transmitted to the business layer, where queries and statistics are performed. The query is implemented based on the spatial query method of the GIS service layer service REST interface. Statistics call an external GIS interface to obtain statistical results, and the statistical results are returned to the presentation layer for display.

[0012] By adopting the above technical solution, the data monitoring module uses the GIS Serve layer service REST interface to query spatial basic information such as space, services, population, transportation, industry, resources, etc., and calls the GIS interface to perform statistics on the above spatial basic information, and visualizes it on the front end through the layer control tree.

[0013] Optionally, the presentation layer of the planning model module is used for map display of spatial mid-layer information and obtaining user operation information. The spatial mid-layer information includes enterprise analysis model and population analysis model. The operation information is transmitted to the business layer through the middle layer. The business layer includes planning model call, planning model attachment upload, file information query, file deletion and file download. The business layer requests the persistence layer and receives the operation results from the persistence layer and returns them to the presentation layer.

[0014] By adopting the above technical solutions, based on the needs of enterprise data and planning assessment analysis, the algorithm is optimized, and the enterprise data sub-application is embedded in the platform front-end page, enabling analysis and display of the spatial distribution and relationships of enterprise data in the industrial chain. Based on the needs of population data and planning assessment analysis, the algorithm is optimized, and the population data analysis sub-application is embedded in the platform front-end page.

[0015] Optionally, the presentation layer of the regional index module is used to display spatial deep information and obtain user selection information, wherein the spatial deep information includes regional high quality index, street analysis and 15-minute living circle;

[0016] The business layer of the regional high-quality indicator obtains regional information data and returns the regional high-quality indicator result;

[0017] The business layer of the street analysis obtains street information data and returns the street analysis result;

[0018] The business layer of the fifteen-minute life circle obtains spatial point coordinate data and returns a fifteen-minute reachability result.

[0019] By adopting the above technical solution, the indicator system is integrated into the regional indicator module. After the online map platform is integrated, the high-quality development index of the entire region or specific street can be obtained according to the conditions. At the same time, a comprehensive evaluation front-end and result display of the fifteen-minute living circle are designed. The accessibility evaluation of public facilities such as cultural and sports facilities, educational facilities, medical facilities, transportation facilities, and commercial facilities can be obtained according to preset conditions, and the evaluation results can be output in charts.

[0020] Optionally, a GIS-based planning spatial information service platform further includes a utility module for converting geographic information coordinates;

[0021] The presentation layer of the utility module is used to display functional modules and obtain user click information. The functional modules include geocoding, two-point reachable time and coordinate conversion;

[0022] The presentation layer of the utility module calls the third-party interface through the middle layer and receives the call result returned from the third-party interface. The middle layer of the utility module includes attachment upload and attachment download. The persistence layer of the utility module includes a coordinate conversion entity class.

[0023] By adopting the above technical solutions, the utility module provides geocoding functions, two-point reachable time calculation and coordinate conversion functions. The embedding of these tools improves the ease of use, availability and stability of the spatial information service platform.

[0024] Optionally, a GIS-based planning spatial information service platform further includes a one-key compilation module for exporting the spatial basic information, the spatial intermediate layer information, and the spatial deep layer information in one click;

[0025] The presentation layer of the one-click assembly module is used to display assembly data options and obtain user input information. The business layer of the one-click assembly, based on the input information, calls the spatial analysis interface through the persistence layer to obtain the spatial basic information, the spatial intermediate information and the spatial deep information and output them.

[0026] By adopting the above technical solution and designing a one-click compilation function, after the online map platform is integrated, the spatial basic information, spatial intermediate information and spatial deep information of the specified area or planning unit can be obtained according to the conditions, and one-click extraction and compilation according to specifications can be provided to form a data package or data index.

[0027] Optionally, a GIS-based planning spatial information service platform further includes a personal center module for storing and displaying operation records;

[0028] The presentation layer of the personal center module is used to display operation records and obtain user option information. The business layer of the personal center module obtains the option information through the middle layer and returns the operation details. The business layer of the personal center module can also delete the operation record based on the option information.

[0029] By adopting the above technical solution, the personal center module can view and delete personal operation records.

[0030] In summary, this application includes at least one of the following beneficial technical effects:

[0031] 1. When using the spatial information service platform in this application, users must first log in through the user login module. After successful login, users can select and view basic spatial information in the data monitoring module, select and view intermediate spatial information in the planning model module, and select and view deep spatial information in the regional indicator module. This facilitates users to comprehensively search and view multi-dimensional spatial information through the spatial information service platform in this application. This application uses GIS visualization output to further facilitate users' intuitive understanding and recognition of spatial information search results.

[0032] 2. Based on the needs of enterprise data and planning assessment and analysis, optimize the algorithm, embed the enterprise data sub-application into the platform front-end page, and realize the analysis and display of the spatial distribution and relationship of the enterprise data in the industrial chain. Based on the needs of population data and planning assessment and analysis, optimize the algorithm, embed the population data analysis sub-application into the platform front-end page;

[0033] 3. Integrate the indicator system into the regional indicator module. After the online map platform is integrated, the high-quality development index of the entire region or specific streets can be obtained according to the conditions. At the same time, a comprehensive evaluation front-end and result display of the 15-minute living circle are designed. The accessibility evaluation of public facilities such as cultural and sports facilities, educational facilities, medical facilities, transportation facilities, and commercial facilities can be obtained according to preset conditions, and the evaluation results can be output in charts. BRIEF DESCRIPTION OF THE DRAWINGS

[0034] Figure 1 This is a functional module division diagram of a GIS-based planning spatial information service platform in an embodiment of the present application.

[0035] Figure markings: 1. User login module; 2. Data monitoring module; 3. Planning model module; 4. Regional indicator module; 5. Utility tool module; 6. One-click compilation module; 7. Personal center module; 8. Carbon neutrality module. DETAILED DESCRIPTION

[0036] The following is combined with Figure 1 This application is described in further detail.

[0037] The embodiment of the present application discloses a planning spatial information service platform based on GIS.

[0038] Reference Figure 1 A GIS-based planning spatial information service platform includes a user login module 1 for user login, a data monitoring module 2 for acquiring and visualizing spatial basic information, a planning model module 3 for analyzing and visualizing spatial intermediate information, a regional indicator module 4 for analyzing and visualizing spatial deep information, a practical tool module 5 for converting geographic information coordinates, a one-key compilation module 6 for exporting spatial basic information, spatial intermediate information and spatial deep information with one click, a personal center module 7 for storing and displaying operation records, and a carbon neutrality module 8 for calculating and displaying spatial carbon emission information.

[0039] User Login Module 1 needs to implement user login. Its presentation layer displays the login interface and retrieves the user's login information. This information is then transmitted to the business layer via the middle layer. The business layer then requests the persistence layer, receives the login result, and returns it to the presentation layer. The persistence layer of User Login Module 1 takes a String username and password as input and returns the login information using a post request.

[0040] The presentation layer of Data Monitoring Module 2 is used to display basic spatial information on a map and obtain user query information. Specifically, in this embodiment, basic spatial information includes six dimensions: space, services, population, transportation, industry, and resources and environment. The main interface of Data Monitoring Module 2 is primarily a map, and the map functionality is implemented using the GMap product. GMap is implemented by configuring and generating a map application in GInfoShare, and embedding the application address into the system page via an iframe on the front end. Basic spatial information is displayed and hidden using a layer control tree. Query information is transmitted to the business layer, where queries and statistics are performed. The query function draws a range on the map to retrieve and display the relevant facilities and their statistics, as well as the basic spatial information. Queries are implemented using spatial queries using the GIS service layer service REST interface. Statistics are obtained by calling external GIS interfaces. The statistical function performs various statistical methods on a single layer and is divided into three parts: filtering, statistics, and multi-layer statistics. The filtering function performs SQL-based queries on the selected layer and displays the query results on the map. b. Statistics are available in two modes: Single-field statistics (sum, count, minimum, etc.) are performed on all values ​​in a field of the selected layer based on the field type; Grouped statistics require a character field (grouping field) and a numeric field (statistics field). The character field values ​​are first grouped, and then the numeric field is statistically analyzed (sum, average, maximum, minimum, standard deviation, variance, etc.) based on the grouped values. Statistical results are presented in both table and chart formats. c. Multi-layer statistics uses the selected layer as the base data, adding other data layers under the same administrative division. After selecting fields, statistical calculations are performed by entering function expressions.

[0041] The GIS map service released by the data monitoring module 2 is displayed on the interface, which can establish visual layers through six dimensions: space, service, population, transportation, industry, and resources and environment; it can dynamically query the population, enterprises, area, and facilities in the manually selected area; it can perform statistical analysis on the selected area; it can select different forms of base maps; it can clear operations on the page; and it can have common operating tools for base maps.

[0042] The presentation layer of planning model module 3 is used to display spatial mid-level information on a map and obtain user operation information. Spatial mid-level information includes enterprise analysis models and population analysis models. In this embodiment, the enterprise analysis model is further divided into enterprise quantity distribution, enterprise registered capital distribution, headquarters branch network, branch office distribution, headquarters office distribution, enterprise investment network, enterprise outbound investment, enterprise investment received, enterprise patent distribution, and enterprise patent cooperation relationships. In this embodiment, the population analysis model is further divided into population distribution quantity, population distribution profile, employment and residence distribution network, residential population work location, and working population residence location. User operation information is transmitted to the business layer through the mid-level layer. The business layer includes planning model invocation, planning model attachment upload, file information query, file deletion, and file download. Specifically, planning model invocation inputs parameters and returns a JSON call result; planning model attachment upload inputs a planning model file of type MultipartFile and returns the uploaded file information of type FileEntity; file information query inputs an attachment ID of type String and returns file information of type FileEntity; file deletion inputs a plot primary key of type String and returns no data; file download inputs a String data type and the corresponding file suffix and file type and returns a file stream of the file to be downloaded.

[0043] Planning model module 3 is based on the needs of enterprise data and planning assessment and analysis, optimizes the algorithm, and embeds the enterprise data sub-application into the front-end page of the platform to realize the analysis and display of the spatial distribution and relationship of the industrial chain of enterprise data; based on the needs of population data and planning assessment and analysis, optimizes the algorithm, and embeds the population data analysis sub-application into the front-end page of the platform to realize the analysis and display of the spatial distribution and comprehensive portrait of population data.

[0044] The presentation layer of the regional indicator module 4 is used to display deep spatial information and obtain user selection information. Deep spatial information includes the regional high-quality index, street analysis, and 15-minute living circle. Specifically, in this embodiment, the regional high-quality index includes a center comprehensive index and a six-dimensional comprehensive index. The center comprehensive index represents the closeness of connection with the central city within the region. The six-dimensional comprehensive index includes industrial development (manufacturing competitiveness index, service competitiveness index), innovation vitality (innovation subject index, innovation input index, innovation output index, innovation connection index), openness and inclusiveness (openness index, factor circulation index), transportation connectivity (hub service index, mobility network index), human services (basic public service index, multicultural environment index), and environmental landscape (environmental landscape interface length index, landscape richness index, and street environment quality index).

[0045] The business layer of regional high-quality indicators obtains regional information data and returns regional high-quality indicator results. The business layer of street analysis obtains street information data and returns street analysis results. Specifically, in the business layer of regional indicator module 4, enter List <string>Input the street ID of type Integer and the year of type Integer to return the regional high-quality index data of type Json; input the index CODE of type String and the year of type Integer at the business layer to return the score ranking of the high-quality index data of the specified street; input the year of type Integer at the business layer to return the median of the specified index of type Json; input the year of type Integer and the location code of type String to return the central comprehensive index score of the specific location of type Json; input the year of type Integer and the street ID of type String to return the street details of type Json; input the year of type Integer, the street ID of type String and the similar number of type Integer at the business end to return the similar streets of the specified street of type Json; input the year of type Integer and the street ID of type String to obtain the document information of type Json; input the year of type Integer and the street ID of type String to return the file information of type Json; input the year of type Integer, the street ID of type String and the file stream of type File to upload files or documents; input the file name of type String at the business layer to return the file stream of type File.

[0046] The 15-minute Living Circle business layer retrieves spatial point coordinate data and returns 15-minute reachability results. Specifically, the 15-minute Living Circle function is implemented based on the GIS Network Analysis Service (Network Service). The NA Server interface receives parameters such as point coordinates and time and returns reachability area and route graphics. After receiving the reachability range, the 15-minute Living Circle function uses spatial queries to query selected facilities and services for statistical purposes.

[0047] Regional indicator module 4 integrates the indicator system into regional indicator module 4. After the integration of the online map platform, it can obtain the high-quality development index of the entire region or specific streets according to the conditions. At the same time, it designs the front-end and result display of the comprehensive evaluation of the fifteen-minute living circle, which can obtain the accessibility evaluation of public facilities such as cultural and sports facilities, educational facilities, medical facilities, transportation facilities, and commercial facilities according to preset conditions, and output the evaluation results in charts.

[0048] The presentation layer of utility module 5 is used to display functional modules and obtain user click information. These functional modules include geocoding, two-point reachability time, and coordinate conversion. The presentation layer of utility module 5 calls third-party interfaces through the middle layer and receives the results returned from these third-party interfaces. The middle layer of utility module 5 includes attachment upload and download functions, and the persistence layer of utility module 5 contains coordinate conversion entity classes. The middle layer of utility module 5 takes as input the geocoding DTO class and returns a JSON result, thus implementing geocoding functionality. It takes as input the reachability time DTO class and returns a JSON result, thus implementing reachability time. It takes as input the coordinate conversion DTO class of the CoordinateEntity type and returns a JSON result, thus implementing coordinate conversion functionality. Furthermore, the middle layer takes as input the uploaded file of the MultipartFile type and returns the file address of the file in the JSON format, thus implementing attachment upload functionality. It takes as input the folder name and task ID of the String type and returns a file stream, thus implementing attachment download functionality. Utility Module 5 provides geocoding, two-point reachability time calculation, and coordinate conversion functions. The embedding of these tools improves the usability, availability, and stability of the spatial information service platform.

[0049] The presentation layer of the one-click compilation module 6 is used to display compilation data options and obtain user input. Based on the input information, the one-click compilation business layer calls the spatial analysis interface through the persistence layer to obtain and output basic spatial information and deep spatial information. After receiving the parameters, the one-click compilation interface backend performs different operations based on the analysis content. Some statistical information is generated through GIS service query and analysis, and this information is inserted into the PowerPoint presentation in the form of text, tables, and charts. Subsequently, a Leaflet-based page receives parameters from the URL to render different maps. These maps are then taken using Selenium and inserted into the PowerPoint presentation. Finally, all generated PowerPoint presentations are merged and the user is notified via a WebSocket message. The one-click compilation function, once integrated with the online map platform, can retrieve basic spatial information, intermediate spatial information, and deep spatial information for a specified area or planning unit based on conditions, providing one-click extraction and compilation according to specifications to form a data package or data index.

[0050] The presentation layer of the Personal Center module 7 displays operation records and obtains user option information. The business layer of the Personal Center module 7 obtains option information through the middle layer and returns operation details. The business layer of the Personal Center module 7 can also delete operation records based on the option information. Specifically, the business layer of the Personal Center module 7 inputs a query entity of the QueryDto type and returns a Personal Center record of the JSON type, thereby querying the plan management list. The business layer inputs a task ID of the taskId type to delete the Personal Center record.

[0051] The carbon neutrality module collects, cleans, and stores the basic spatial data required for carbon emission and carbon sink calculations within the eight cities, and combines the carbon emission and carbon sink calculation methods to form a model tool for intelligent calculation. Based on the quantitative model algorithm, through data input, parameter setting, scenario setting, etc., it calculates the carbon emissions of buildings, transportation, and municipalities and the carbon sinks of green spaces in the current and planned scenarios.

[0052] The implementation principle of a GIS-based planning spatial information service platform in the present embodiment is as follows: When a user uses the spatial information service platform in this application, they first log in through the user login module 1. After successful login, the user can select and view basic spatial information (space, services, population, transportation, industry, and resources) in the data monitoring module 2, select and view intermediate spatial information (enterprise analysis model and population analysis model) in the planning model module 3, and select and view deep spatial information (regional high quality index, street analysis, and 15-minute living circle) in the regional indicator module 4. This facilitates users to comprehensively search and view multi-dimensional spatial information through the spatial information service platform in this application. This application further facilitates users to intuitively understand and recognize spatial information search results through GIS visualization output. Furthermore, the spatial information service platform in this application also supports functions such as geocoding, two-point reachability time, coordinate conversion, one-click compilation, and personal operation records, greatly improving the ease of use, usability, and stability of the spatial information service platform.

[0053] The above are all preferred embodiments of the present application, and are not intended to limit the scope of protection of the present application. Therefore, any equivalent changes made based on the structure, shape, and principle of the present application should be included in the scope of protection of the present application.< / string>

Claims

1. A GIS-based planning spatial information service platform, characterized by: The system comprises a user login module (1) for user login, a data monitoring module (2) for acquiring and visualizing spatial basic information, a planning model module (3) for analyzing and visualizing spatial intermediate layer information, and a regional indicator module (4) for analyzing and visualizing spatial deep layer information, a utility module (5) for converting geographic information coordinates, a one-key compilation module (6) for exporting the spatial basic information, the spatial intermediate layer information, and the spatial deep layer information in one click, a personal center module (7) for storing and displaying operation records, and a carbon neutralization module (8) for calculating and displaying spatial carbon emission information; The presentation layer of the data monitoring module (2) is used for displaying the spatial basic information on a map and obtaining the user's query information. The spatial basic information is specifically used to display and hide different layers of the map through a layer control tree. The query information is transmitted to the business layer, where query and statistics are performed. The query is implemented based on the GIS service layer service query method. The statistics call the GIS interface to obtain the statistical results, and the statistical results are returned to the presentation layer for display. The presentation layer of the planning model module (3) is used for map display of spatial mid-layer information and obtaining user operation information. The spatial mid-layer information includes enterprise analysis models and population analysis models. The operation information is transmitted to the business layer through the middle layer. The business layer includes planning model calling, planning model attachment uploading, file information query, file deletion and file downloading. The business layer requests the persistence layer and receives the operation results from the persistence layer and returns them to the presentation layer. The presentation layer of the regional index module (4) is used to display spatial deep information and obtain user selection information, wherein the spatial deep information includes regional high quality index, street analysis and fifteen-minute living circle; the business layer of the regional high quality index obtains regional information data and returns regional high quality index results; the business layer of the street analysis obtains street information data and returns street analysis results; The business layer of the fifteen-minute life circle obtains spatial point coordinate data and returns a fifteen-minute reachability result.

2. The GIS-based planning spatial information service platform according to claim 1, characterized in that: The presentation layer of the user login module (1) is used to display a login interface and obtain the user's login information. The login information is transmitted to the business layer through the middle layer. The business layer requests the persistence layer and receives the login result from the persistence layer and returns it to the presentation layer.

3. The GIS-based planning spatial information service platform according to claim 1, characterized in that: The presentation layer of the utility module (5) is used to display functional modules and obtain user click information, and the functional modules include geocoding, two-point reachable time and coordinate conversion; The presentation layer of the utility module (5) calls a third-party interface through an intermediate layer and receives a call result returned from the third-party interface. The intermediate layer of the utility module (5) includes attachment upload and attachment download. The persistence layer of the utility module (5) includes a coordinate conversion entity class.

4. The GIS-based planning spatial information service platform according to claim 1, characterized in that: The presentation layer of the one-key assembly module (6) is used to display assembly data options and obtain user input information. The business layer of the one-key assembly, based on the input information, calls the spatial analysis interface through the persistence layer to obtain the spatial basic information and the spatial deep information and output them.

5. The GIS-based planning spatial information service platform according to claim 1, characterized in that: The presentation layer of the personal center module (7) is used to display the operation record and obtain the user's option information. The business layer of the personal center module (7) obtains the option information through the middle layer and returns the operation details. The business layer of the personal center module (7) also deletes the operation record according to the option information.

6. The GIS-based planning spatial information service platform according to claim 1, characterized in that: The carbon neutrality module (8) collects, cleans, and stores the basic spatial data required for carbon emission and carbon sink calculations within the city, and combines the carbon emission and carbon sink calculation methods to form an intelligent calculation model tool; Based on the quantitative model algorithm, the carbon emissions of buildings, transportation, and municipal administration, as well as the carbon sinks of green spaces, are calculated for the current status and planned scenarios through data input, parameter setting, and scenario setting.

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