CN115456352A - Urban and rural space management and control method and system based on big data technology - Google Patents
Urban and rural space management and control method and system based on big data technology Download PDFInfo
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Abstract
Description
技术领域technical field
本发明涉及数据处理领域,尤其涉及一种基于大数据技术的城乡空间管控方法及系统。The present invention relates to the field of data processing, in particular to a method and system for urban and rural space management and control based on big data technology.
背景技术Background technique
城乡空间管控是以跨行政界限的空间资源、环境保护与发展协调为主要对象,对跨行政界限空间资源进行统一保护与权益分配,协调多组织的利益,促进资本、土地、劳动力、技术、信息等生产要素综合相融,以利跨区域的重要工程和决策的实施。因此,明确城乡空间管控方案对城乡合理建设与发展有着重要的现实意义。Urban and rural space management and control takes space resources across administrative boundaries, environmental protection and development coordination as the main object, conducts unified protection and rights distribution of space resources across administrative boundaries, coordinates the interests of multiple organizations, and promotes the development of capital, land, labor, technology, and information. and other production factors are integrated to facilitate the implementation of important cross-regional projects and decisions. Therefore, clarifying the urban and rural space management and control plan has important practical significance for the rational construction and development of urban and rural areas.
然而,现有技术存在空间管控要素多、耗时长,导致影响城乡管控质量和管控效率的技术问题。However, the existing technology has many spatial control elements and takes a long time, which leads to technical problems that affect the quality and efficiency of urban and rural control.
发明内容Contents of the invention
本申请通过提供一种基于大数据技术的城乡空间管控方法及系统,解决了现有技术空间管控要素多、耗时长,导致影响城乡管控质量和管控效率的技术问题,达到通过利用大数据技术对城乡空间进行应用管控,提高空间管控水平和管控效率,进而提高城乡空间规划管控质量的有效性和合理性的技术效果。By providing a method and system for urban and rural space management and control based on big data technology, this application solves the technical problems of the prior art that there are many space control elements and takes a long time, which affects the quality and efficiency of urban and rural management and control. The application management and control of urban and rural space can improve the level and efficiency of space management and control, and then improve the effectiveness and rationality of the quality of urban and rural space planning and control.
鉴于上述问题,本发明提供了一种基于大数据技术的城乡空间管控方法及系统。In view of the above problems, the present invention provides a method and system for urban and rural space management and control based on big data technology.
第一方面,本申请提供了一种基于大数据技术的城乡空间管控方法,所述方法包括:通过大数据对待管控城乡空间区域进行信息采集,获得城乡空间区域资源数据信息;获取所述待管控城乡空间区域的空间区域协同调控准则和区域规划目标信息;基于所述城乡空间区域资源数据信息、所述空间区域协同调控准则和所述区域规划目标信息,构建空间管控仿真模型;获取所述待管控城乡空间区域的区位优势和预设阶段规划目标;根据所述区位优势和所述预设阶段规划目标对所述空间管控仿真模型进行仿真模拟,输出空间区域管控方案;对所述空间区域管控方案进行可行性分析,获得可行性系数,基于所述可行性系数对所述空间区域管控方案进行优化调整;基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,并通过大数据智能监管模块对管控过程进行智能监管。In the first aspect, the present application provides a method for urban and rural space management and control based on big data technology. The method includes: collecting information on urban and rural spatial areas to be controlled through big data to obtain resource data information of urban and rural spatial areas; Spatial region coordinated regulation criteria and regional planning target information of urban and rural spatial regions; based on the urban and rural spatial region resource data information, the spatial region coordinated regulation criteria and the regional planning target information, construct a spatial control simulation model; obtain the to-be Manage and control the location advantages and preset stage planning objectives of urban and rural space areas; simulate the space control simulation model according to the location advantages and the preset stage planning objectives, and output the space area control plan; control the space area Perform a feasibility analysis on the scheme to obtain a feasibility coefficient, optimize and adjust the spatial area management and control scheme based on the feasibility coefficient; implement the management and control of the urban and rural spatial area to be controlled based on the optimized and adjusted spatial area management and control scheme , and carry out intelligent supervision on the control process through the big data intelligent supervision module.
另一方面,本申请还提供了一种基于大数据技术的城乡空间管控系统,所述系统包括:信息采集模块,用于通过大数据对待管控城乡空间区域进行信息采集,获得城乡空间区域资源数据信息;数据获取模块,用于获取所述待管控城乡空间区域的空间区域协同调控准则和区域规划目标信息;模型构建模块,用于基于所述城乡空间区域资源数据信息、所述空间区域协同调控准则和所述区域规划目标信息,构建空间管控仿真模型;信息获取模块,用于获取所述待管控城乡空间区域的区位优势和预设阶段规划目标;仿真模拟模块,用于根据所述区位优势和所述预设阶段规划目标对所述空间管控仿真模型进行仿真模拟,输出空间区域管控方案;优化调整模块,用于对所述空间区域管控方案进行可行性分析,获得可行性系数,基于所述可行性系数对所述空间区域管控方案进行优化调整;智能监管模块,用于基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,并通过大数据智能监管模块对管控过程进行智能监管。On the other hand, the present application also provides an urban and rural space management and control system based on big data technology, the system includes: an information collection module, which is used to collect information on urban and rural spatial areas to be controlled through big data, and obtain urban and rural spatial area resource data Information; a data acquisition module, used to obtain the spatial region coordinated regulation criterion and regional planning target information of the urban and rural spatial region to be controlled; a model building module, used to base on the urban and rural spatial region resource data information, the spatial region coordinated regulation Criteria and the regional planning target information, constructing a space control simulation model; an information acquisition module, used to obtain the location advantages and preset stage planning objectives of the urban and rural spatial areas to be controlled; a simulation module, used to obtain the location advantages according to the location advantages Simulating the space control simulation model with the preset stage planning target, and outputting a space area control plan; an optimization and adjustment module is used to analyze the feasibility of the space area control plan to obtain a feasibility coefficient, based on the The feasibility coefficient is used to optimize and adjust the spatial area management and control plan; the intelligent supervision module is used to implement the management and control of the urban and rural spatial area to be controlled based on the optimized and adjusted spatial area management and control plan, and through big data intelligent supervision The module intelligently supervises the control process.
本申请中提供的一个或多个技术方案,至少具有如下技术效果或优点:One or more technical solutions provided in this application have at least the following technical effects or advantages:
由于采用了基于大数据采集的城乡空间区域资源数据信息、空间区域协同调控准则和区域规划目标信息,构建空间管控仿真模型,再根据区位优势和预设阶段规划目标对所述空间管控仿真模型进行仿真模拟,输出空间区域管控方案,对所述空间区域管控方案进行可行性分析,获得可行性系数,基于所述可行性系数对所述空间区域管控方案进行优化调整;基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,并通过大数据智能监管模块对管控过程进行智能监管的技术方案。进而达到通过利用大数据技术对城乡空间进行应用管控,提高空间管控水平和管控效率,进而提高城乡空间规划管控质量的有效性和合理性的技术效果。Due to the use of urban and rural spatial regional resource data information based on big data collection, spatial regional collaborative regulation criteria and regional planning target information, a spatial control simulation model is constructed, and then the spatial control simulation model is carried out according to the location advantages and preset stage planning objectives. Simulation, outputting a space area management and control plan, performing a feasibility analysis on the space area control plan, obtaining a feasibility coefficient, optimizing and adjusting the space area control plan based on the feasibility coefficient; based on the optimized and adjusted The spatial area management and control plan implements the management and control of the urban and rural spatial areas to be controlled, and implements a technical solution for intelligent supervision of the control process through the big data intelligent supervision module. Then achieve the technical effect of using big data technology to control urban and rural space, improve the level and efficiency of space control, and then improve the effectiveness and rationality of the quality of urban and rural space planning and control.
附图说明Description of drawings
图1为本申请一种基于大数据技术的城乡空间管控方法的流程示意图;Fig. 1 is a schematic flow chart of a method for urban and rural space management and control based on big data technology of the present application;
图2为本申请一种基于大数据技术的城乡空间管控方法中构建空间管控仿真模型的流程示意图;Fig. 2 is a schematic flow diagram of building a space control simulation model in a method for urban and rural space control based on big data technology in the present application;
图3为本申请一种基于大数据技术的城乡空间管控方法中确定空间区域编码体系的流程示意图;Fig. 3 is a schematic flow diagram of determining the spatial region coding system in a method of urban and rural space management and control based on big data technology in the present application;
图4为本申请一种基于大数据技术的城乡空间管控系统的结构示意图;Fig. 4 is the structural representation of a kind of urban and rural space management and control system based on big data technology of the present application;
附图标记说明:信息采集模块11,数据获取模块12,模型构建模块13,信息获取模块14,仿真模拟模块15,优化调整模块16,智能监管模块17。Explanation of reference numerals: information collection module 11 ,
具体实施方式detailed description
本申请通过提供了一种基于大数据技术的城乡空间管控方法系统,解决了现有技术空间管控要素多、耗时长,导致影响城乡管控质量和管控效率的技术问题,达到了通过利用大数据技术对城乡空间进行应用管控,提高空间管控水平和管控效率,进而提高城乡空间规划管控质量的有效性和合理性的技术效果。This application provides a method system for urban and rural space management and control based on big data technology, which solves the technical problems of the existing technology that there are many space control elements and takes a long time, which affects the quality and efficiency of urban and rural management and control, and achieves the goal of using big data technology. The technical effect of applying management and control on urban and rural space, improving the level and efficiency of space management and control, and then improving the effectiveness and rationality of the quality of urban and rural space planning management and control.
实施例一Embodiment one
如图1所示,本申请提供了一种基于大数据技术的城乡空间管控方法,所述方法包括:As shown in Figure 1, the present application provides a method for urban and rural space management and control based on big data technology, the method comprising:
步骤S100:通过大数据对待管控城乡空间区域进行信息采集,获得城乡空间区域资源数据信息;Step S100: collect information on urban and rural spatial areas to be controlled through big data, and obtain urban and rural spatial area resource data information;
具体而言,城乡空间管控是以跨行政界限的空间资源、环境保护与发展协调为主要对象,对跨行政界限空间资源进行统一保护与权益分配,协调多组织的利益,促进资本、土地、劳动力、技术、信息等生产要素综合相融,以利跨区域的重要工程和决策的实施。因此,明确城乡空间管控方案对城乡合理建设与发展有着重要的现实意义。Specifically, urban-rural space management and control takes space resources across administrative boundaries, environmental protection and development coordination as the main object, conducts unified protection and distribution of rights and interests for space resources across administrative boundaries, coordinates the interests of multiple organizations, and promotes the development of capital, land, and labor. Production factors such as production, technology, and information are integrated to facilitate the implementation of important cross-regional projects and decisions. Therefore, clarifying the urban and rural space management and control plan has important practical significance for the rational construction and development of urban and rural areas.
通过大数据技术对待管控城乡空间区域进行相关信息采集,包括图像、文字、数据等形式,采集获取数据更加全面准确,获得城乡空间区域资源数据信息,所述城乡空间区域资源数据信息包括周边环境、地区人口、经济发展、自然资源、历史建筑、区域布局、交通情况、教育、能源、通信、医疗、水利、文体、绿化等相关信息。Use big data technology to collect relevant information on urban and rural spatial areas to be controlled, including images, text, data, etc., to collect and obtain data more comprehensively and accurately, and to obtain urban and rural spatial area resource data information. The urban and rural spatial area resource data information includes surrounding environment, Regional population, economic development, natural resources, historical buildings, regional layout, traffic conditions, education, energy, communications, medical care, water conservancy, culture and sports, greening and other related information.
步骤S200:获取所述待管控城乡空间区域的空间区域协同调控准则和区域规划目标信息;Step S200: Acquiring the spatial region collaborative regulation criteria and regional planning target information of the urban-rural spatial region to be controlled;
具体而言,所述待管控城乡空间区域的空间区域协同调控准则是根据待管控区域特点所制定的统筹协调发展原则,合理利用土地资源、生态资源以及市场资源的可持续发展原则。所述待管控城乡空间区域的区域规划目标信息是根据待管控区域的管控范围所制定的区域发展目标,包括文化发展目标、经济发展目标等。Specifically, the spatial region coordinated regulation criterion for the urban and rural spatial regions to be controlled is the principle of overall coordinated development formulated according to the characteristics of the region to be controlled, and the sustainable development principle of rational use of land resources, ecological resources, and market resources. The regional planning target information of the urban-rural spatial region to be controlled is the regional development goal formulated according to the control scope of the region to be controlled, including cultural development goals, economic development goals, etc.
步骤S300:基于所述城乡空间区域资源数据信息、所述空间区域协同调控准则和所述区域规划目标信息,构建空间管控仿真模型;Step S300: Based on the urban-rural spatial region resource data information, the spatial region coordinated regulation criterion and the regional planning target information, construct a spatial control simulation model;
如图2所示,进一步而言,所述基于所述城乡空间区域资源数据信息、所述空间区域协同调控准则和所述区域规划目标信息,构建空间管控仿真模型,本申请步骤S300还包括:As shown in Figure 2, further speaking, the construction of a spatial control simulation model based on the urban and rural spatial region resource data information, the spatial region collaborative regulation criterion and the regional planning target information, the step S300 of this application also includes:
步骤S310:对所述城乡空间区域资源数据信息进行数据结构化分类,获得结构化资源数据集、非结构化资源数据集和半结构资源数据集;Step S310: Carry out data structured classification on the resource data information of the urban and rural spatial regions, and obtain structured resource data sets, unstructured resource data sets and semi-structured resource data sets;
步骤S320:根据所述区域规划目标信息,确定空间区域编码体系;Step S320: Determine the spatial region coding system according to the region planning target information;
步骤S330:按照所述空间区域编码体系对所述结构化资源数据集、所述非结构化资源数据集和所述半结构资源数据集进行编码,获得编码城乡空间区域资源数据信息;Step S330: Encoding the structured resource data set, the unstructured resource data set and the semi-structured resource data set according to the spatial region coding system to obtain coded urban and rural spatial region resource data information;
步骤S340:基于所述空间区域协同调控准则对所述编码城乡空间区域资源数据信息进行要素分析,获得城乡空间区域资源要素信息;Step S340: Perform element analysis on the coded urban-rural spatial region resource data information based on the spatial-region collaborative regulation criterion to obtain resource element information of urban-rural spatial region;
步骤S350:基于所述城乡空间区域资源要素信息、所述空间区域协同调控准则和所述区域规划目标信息,构建所述空间管控仿真模型。Step S350: Based on the resource element information of the urban-rural space area, the collaborative control criterion of the space area and the target information of the area planning, construct the simulation model of the space control.
如图3所示,进一步而言,所述根据所述区域规划目标信息,确定空间区域编码体系,本申请步骤S320还包括:As shown in Figure 3, further speaking, the step S320 of this application also includes:
步骤S321:根据所述区域规划目标信息,确定区域规划管控策略;Step S321: Determine the regional planning management and control strategy according to the regional planning target information;
步骤S322:基于所述城乡空间区域资源数据信息,获取城乡空间区域分布信息;Step S322: Based on the resource data information of the urban and rural spatial regions, obtain the distribution information of the urban and rural spatial regions;
步骤S323:根据所述区域规划管控策略对所述城乡空间区域分布信息进行划分,获得空间区域管控层级;Step S323: Divide the urban and rural spatial area distribution information according to the regional planning management and control strategy to obtain the spatial area management and control level;
步骤S324:按照所述空间区域管控层级进行编码,确定所述空间区域编码体系。Step S324: Perform coding according to the spatial region management and control level, and determine the spatial region coding system.
进一步而言,所述基于所述空间区域协同调控准则对所述编码城乡空间区域资源数据信息进行要素分析,获得城乡空间区域资源要素信息,本申请步骤S340还包括:Further, the element analysis of the coded urban-rural spatial region resource data information based on the spatial-region coordinated regulation criterion is performed to obtain resource element information of urban-rural spatial region. Step S340 of this application further includes:
步骤S341:根据所述空间区域协同调控准则,获得资源配置准则、协调发展准则、市场调节准则;Step S341: Obtain resource allocation criteria, coordinated development criteria, and market regulation criteria according to the spatial region coordinated regulation criteria;
步骤S342:基于所述资源配置准则、所述协调发展准则、所述市场调节准则对所述编码城乡空间区域资源数据信息分别进行要素分析,获得资源配置分析要素、协调发展分析要素、市场调节分析要素;Step S342: Based on the resource allocation criterion, the coordinated development criterion, and the market regulation criterion, respectively perform factor analysis on the resource data information of the coded urban and rural spatial regions, and obtain resource allocation analysis elements, coordinated development analysis elements, and market regulation analysis elements;
步骤S343:对所述资源配置分析要素、所述协调发展分析要素、所述市场调节分析要素进行要素融合,获得所述城乡空间区域资源要素信息。Step S343: Perform element fusion on the resource allocation analysis elements, the coordinated development analysis elements, and the market regulation analysis elements to obtain the resource element information of the urban and rural spatial regions.
具体而言,基于所述城乡空间区域资源数据信息、所述空间区域协同调控准则和所述区域规划目标信息,构建空间管控仿真模型,所述空间管控仿真模型用于对待管控空间区域进行数据模拟。由于大数据获取数据类型多样,首先对所述城乡空间区域资源数据信息进行数据结构化分类,获得分类后的结构化资源数据集,是指可以使用关系型数据库表示和存储,可以用二维表来逻辑表达实现的数据,例如二维表数据、数字等;非结构化资源数据集,是没有固定结构的数据,例如图片、视频、位置等;和半结构资源数据集,是结构化数据的一种形式,它并不符合关系型数据库或其他数据表的形式关联起来的数据模型结构,例如邮件、HTML、资源库等。Specifically, based on the urban and rural spatial region resource data information, the spatial region collaborative regulation criterion and the regional planning target information, a spatial control simulation model is constructed, and the spatial control simulation model is used for data simulation of the spatial region to be controlled . Due to the variety of data types acquired by big data, firstly, data structure classification is carried out on the resource data information of urban and rural spatial regions, and the structured resource data set obtained after classification means that it can be represented and stored by using a relational database, and can be represented by a two-dimensional table. To logically express the realized data, such as two-dimensional table data, numbers, etc.; unstructured resource datasets are data without a fixed structure, such as pictures, videos, locations, etc.; and semi-structured resource datasets are structured data A form that does not conform to the data model structure associated with relational databases or other forms of data tables, such as mail, HTML, repositories, etc.
根据所述区域规划目标信息,确定空间区域编码体系,所述空间区域编码体系是对待管控区域进行分类编码的基准。具体为根据所述区域规划目标信息,确定区域规划管控策略,所述区域规划管控策略是对待管控区域进行空间管理的准则,示例性的,对待管控区域进行分区域管控和分级别管控。基于所述城乡空间区域资源数据信息,获取城乡空间区域分布信息,即土地、生态、建筑等各类空间资源的地理分布信息。According to the regional planning target information, a spatial region coding system is determined, and the spatial region coding system is a benchmark for classifying and coding the regions to be controlled. Specifically, the regional planning management and control strategy is determined according to the regional planning target information. The regional planning management and control strategy is a criterion for spatial management of the area to be controlled. For example, the area to be controlled is controlled by region and level. Based on the urban-rural spatial regional resource data information, the urban-rural spatial regional distribution information, that is, the geographic distribution information of various spatial resources such as land, ecology, and buildings, is acquired.
根据所述区域规划管控策略对所述城乡空间区域分布信息进行划分,不同的空间区域对应不同的管控等级,获得对应的各空间区域管控层级,示例性的,将空间区域划分为适宜建设区、限制建设区和禁止建设区,按照划分区域进行相应的管控层级,主要包括监管型管控、控制型管控以及引导型管控。按照所述空间区域管控层级对各区域进行层级编码,确定所述空间区域编码体系,例如以层级+区域编号的形式进行编码,利于对管控区域数据的处理分类。According to the regional planning management and control strategy, the distribution information of the urban and rural spatial regions is divided, and different spatial regions correspond to different management and control levels, and the corresponding management and control levels of each spatial region are obtained. For example, the spatial regions are divided into suitable construction areas, For restricted construction areas and prohibited construction areas, corresponding management and control levels are carried out according to the divided areas, mainly including supervision-type control, control-type control and guidance-type control. Each region is hierarchically coded according to the spatial region management and control level, and the spatial region coding system is determined, for example, coding in the form of hierarchy + region number, which facilitates the processing and classification of the control region data.
按照所述空间区域编码体系对所述结构化资源数据集、所述非结构化资源数据集和所述半结构资源数据集进行编码,获得区域编码后的编码城乡空间区域资源数据信息。基于所述空间区域协同调控准则对所述编码城乡空间区域资源数据信息进行要素分析,具体为根据所述空间区域协同调控准则,获得资源配置准则,包括生态资源、水土资源、文化资源、基础设施资源等配置准则;协调发展准则,即资源与经济的可持续发展规划准则;市场调节准则,即市场经济发展与基础设施建设的协调原则。Encoding the structured resource data set, the unstructured resource data set and the semi-structured resource data set according to the spatial region coding system to obtain coded urban and rural spatial region resource data information after region coding. Based on the spatial region coordinated regulation criterion, elemental analysis is performed on the encoded urban and rural spatial region resource data information, specifically, according to the spatial region coordinated regulation criterion, resource allocation criteria are obtained, including ecological resources, water and land resources, cultural resources, and infrastructure Resource allocation guidelines; coordinated development guidelines, that is, resource and economic sustainable development planning guidelines; market regulation guidelines, that is, the coordination principles of market economy development and infrastructure construction.
基于所述资源配置准则、所述协调发展准则、所述市场调节准则对所述编码城乡空间区域资源数据信息分别进行要素分析,即结合资源配置、协调发展、市场调节准则对各管控区域进行规划分析,判断其是否适合该要素发展以及适合发展的对应要素等级,分别获得对应的资源配置分析要素、协调发展分析要素、市场调节分析要素。对所述资源配置分析要素、所述协调发展分析要素、所述市场调节分析要素进行要素融合,获得所述城乡空间区域资源要素信息,所述城乡空间区域资源要素信息即各空间区域对应的适宜发展要素信息,包括资源发展以及经济发展要素。Based on the resource allocation criterion, the coordinated development criterion, and the market regulation criterion, elemental analysis is performed on the resource data information of the coded urban and rural spatial regions, that is, each control area is planned in combination with the resource allocation, coordinated development, and market regulation criteria Analysis, to judge whether it is suitable for the development of the element and the level of corresponding elements suitable for development, and obtain the corresponding analysis elements of resource allocation, coordinated development analysis, and market regulation analysis respectively. Perform element fusion on the resource allocation analysis elements, the coordinated development analysis elements, and the market regulation analysis elements to obtain the resource element information of the urban and rural spatial regions, and the resource element information of the urban and rural spatial regions is the appropriate Development factor information, including resource development and economic development factors.
基于所述城乡空间区域资源要素信息、所述空间区域协同调控准则和所述区域规划目标信息,构建所述空间管控仿真模型,所述空间管控仿真模型用于对待管控空间区域的空间资源数据进行模拟。通过构建仿真模型进行城乡空间数据模拟,直观高效,降低管控成本,进而提高空间管控水平和管控效率。Based on the resource element information of the urban-rural space area, the coordinated control criterion of the space area and the target information of the area planning, the space management and control simulation model is constructed, and the space management and control simulation model is used to carry out the spatial resource data of the space area to be controlled and controlled. simulation. By building a simulation model to simulate urban and rural spatial data, it is intuitive and efficient, reduces management and control costs, and then improves the level and efficiency of spatial management and control.
步骤S400:获取所述待管控城乡空间区域的区位优势和预设阶段规划目标;Step S400: Acquiring the location advantages of the urban-rural space area to be controlled and the planning objectives of the preset stage;
具体而言,所述待管控城乡空间区域的区位优势是区位的综合资源优势,即所述待管控城乡空间区域在发展经济方面客观存在的有利条件或优越地位。其构成因素主要包括:自然资源、地理位置,以及社会、经济、科技、管理、政治、文化、教育、旅游等方面,主要包括交通优势(如沿海)、环境优势(如硅谷)、人才优势(大学城)、资源优势(矿产之类)、能源优势(水、煤之类)、市场优势等。所述预设阶段规划目标是所述待管控城乡空间区域的计划阶段性管控规划目标,由总区域规划目标确定。Specifically, the location advantage of the urban-rural space area to be controlled is the comprehensive resource advantage of the location, that is, the objectively existing favorable conditions or superior position of the urban-rural space area to be controlled in terms of economic development. Its constituent factors mainly include: natural resources, geographical location, and society, economy, technology, management, politics, culture, education, tourism, etc., mainly including transportation advantages (such as coastal areas), environmental advantages (such as Silicon Valley), talent advantages ( university town), resource advantages (mineral products and the like), energy advantages (water, coal and the like), market advantages, etc. The preset stage planning target is the planning stage control planning target of the urban-rural space area to be controlled, which is determined by the overall regional planning target.
步骤S500:根据所述区位优势和所述预设阶段规划目标对所述空间管控仿真模型进行仿真模拟,输出空间区域管控方案;Step S500: Simulate the space management and control simulation model according to the location advantages and the preset stage planning goals, and output a space area management and control plan;
具体而言,将所述区位优势和所述预设阶段规划目标输入所述空间管控仿真模型中进行仿真模拟,输出空间区域管控方案,所述空间区域管控方案所述待管控城乡空间区域的管控方案,包括区域建设方案、资源开发方案、经济发展方案、设施规划方案、风景建筑建设方案、交通设施规划方案等。Specifically, input the location advantages and the preset stage planning objectives into the space management and control simulation model for simulation, and output the space area management and control plan, the management and control of the urban and rural space areas to be controlled in the space area management and control plan Plans, including regional construction plans, resource development plans, economic development plans, facility planning plans, landscape architecture construction plans, transportation facility planning plans, etc.
步骤S600:对所述空间区域管控方案进行可行性分析,获得可行性系数,基于所述可行性系数对所述空间区域管控方案进行优化调整;Step S600: Carry out a feasibility analysis on the space area management and control scheme to obtain a feasibility coefficient, and optimize and adjust the space area management and control scheme based on the feasibility coefficient;
进一步而言,所述对所述空间区域管控方案进行可行性分析,获得可行性系数,本申请步骤S600还包括:Furthermore, the feasibility analysis of the space area control plan to obtain the feasibility coefficient, the step S600 of this application also includes:
步骤S610:所述可行性分析包括作业可行性、经济可行性、生态可行性;Step S610: The feasibility analysis includes operational feasibility, economic feasibility, and ecological feasibility;
步骤S620:基于所述作业可行性、所述经济可行性、所述生态可行性对所述空间区域管控方案进行可行性分析,获得作业可行度、经济可行度、生态可行度;Step S620: Carry out a feasibility analysis on the space area management and control plan based on the operational feasibility, the economic feasibility, and the ecological feasibility, and obtain operational feasibility, economic feasibility, and ecological feasibility;
步骤S630:获得加权属性信息,基于所述加权属性信息对所述作业可行度、所述经济可行度、所述生态可行度进行加权分析,获得所述可行性系数。Step S630: Obtain weighted attribute information, perform weighted analysis on the operational feasibility, the economic feasibility, and the ecological feasibility based on the weighted attribute information, and obtain the feasibility coefficient.
进一步而言,所述获得加权属性信息,本申请步骤S630还包括:Further, the step S630 of obtaining the weighted attribute information in this application also includes:
步骤S631:获得空间区域管控评价属性信息;Step S631: Obtain the attribute information of spatial area management and control evaluation;
步骤S632:对所述空间区域管控评价属性信息进行主成分分析,获得降维空间区域管控评价属性信息;Step S632: Perform principal component analysis on the spatial region management and control evaluation attribute information to obtain dimensionality-reduced spatial region management and control evaluation attribute information;
步骤S633:基于对所述降维空间区域管控评价属性信息进行因子分析,获得所述加权属性信息。Step S633: Obtain the weighted attribute information based on factor analysis of the dimensionality reduction spatial region management and control evaluation attribute information.
具体而言,对所述空间区域管控方案进行可行性分析,所述可行性分析包括作业可行性,即城乡管控区域施工作业可行性;经济可行性,即管控成本经济可行性;生态可行性,即管控发展带来的生态环境影响可行性。基于所述作业可行性、所述经济可行性、所述生态可行性对所述空间区域管控方案进行可行性计算分析,依次获得对应的作业可行度、经济可行度、生态可行度。Specifically, the feasibility analysis is carried out on the space area control plan, and the feasibility analysis includes operational feasibility, that is, the feasibility of construction operations in urban and rural control areas; economic feasibility, that is, the economic feasibility of cost control; ecological feasibility, That is, the feasibility of controlling the impact on the ecological environment brought about by development. Based on the operational feasibility, the economic feasibility, and the ecological feasibility, the feasibility calculation and analysis of the space area management and control scheme is performed, and the corresponding operational feasibility, economic feasibility, and ecological feasibility are sequentially obtained.
所述加权属性信息为所述作业可行度、所述经济可行度、所述生态可行度的权重分配结果,具体获得过程为首先明确空间区域管控评价属性信息,所述空间区域管控评价属性信息是为了保证管控方案可行性,提出的有关的多个评价变量,例如管控时间评价、施工规划参数、经济成本参数,其中每个变量都在不同程度上反映了管控方案实施可行度。对所述空间区域管控评价属性信息进行主成分分析,即对所述空间区域管控评价属性信息进行降维处理,降维处理可以降低时间的复杂度和空间复杂度,去除矩阵数据集中夹杂的噪音,将重要特征在数据中明确显示出来,从而得到与管控方案实施可行度评价关联性强的属性信息,即降维空间区域管控评价属性信息。通过利用主成分分析对空间区域管控评价属性信息进行降维,降低了系统计算复杂度,从而提高了管控方案可行度分析的准确性和可靠性。The weighted attribute information is the weight distribution result of the operational feasibility, the economic feasibility, and the ecological feasibility. The specific obtaining process is to first clarify the spatial area management and control evaluation attribute information, and the spatial area management and control evaluation attribute information is In order to ensure the feasibility of the management and control scheme, a number of relevant evaluation variables are proposed, such as the evaluation of control time, construction planning parameters, and economic cost parameters, each of which reflects the feasibility of the implementation of the management and control scheme to varying degrees. Perform principal component analysis on the attribute information of the spatial region control evaluation, that is, perform dimensionality reduction processing on the spatial region control evaluation attribute information. The dimensionality reduction processing can reduce the complexity of time and space, and remove the noise mixed in the matrix data set , the important features are clearly displayed in the data, so as to obtain the attribute information that is highly correlated with the evaluation of the feasibility of the implementation of the management and control scheme, that is, the attribute information of the dimensionality reduction spatial area management and control evaluation. By using principal component analysis to reduce the dimensionality of spatial area control evaluation attribute information, the computational complexity of the system is reduced, thereby improving the accuracy and reliability of the feasibility analysis of control schemes.
基于对所述降维空间区域管控评价属性信息进行因子分析,即提取各属性信息中的共同特征,从而将本质相同的属性信息归为一个属性信息。其中,共同因子多的属性信息权重对应较大,共同因子少的属性信息权重对应较小,从而获得所述加权属性信息。基于所述加权属性信息对所述作业可行度、所述经济可行度、所述生态可行度进行加权分析计算,获得所述可行性系数,所述可行性系数用于表明所述空间区域管控方案可行度,系数越大,管控方案可行度越高。Based on the factor analysis of the attribute information of the management and control evaluation of the dimensionality reduction space area, the common features in each attribute information are extracted, so that attribute information with the same nature is classified into one attribute information. Wherein, the weight of attribute information with more common factors corresponds to a larger weight, and the weight of attribute information with less common factors corresponds to a smaller weight, so that the weighted attribute information is obtained. Based on the weighted attribute information, perform weighted analysis and calculation on the operation feasibility, the economic feasibility, and the ecological feasibility to obtain the feasibility coefficient, and the feasibility coefficient is used to indicate the spatial area management and control plan Feasibility, the larger the coefficient, the higher the feasibility of the control plan.
基于所述可行性系数对所述空间区域管控方案进行优化调整,当可行性系数过低时,可以对管控方案进行建设规划参数调整或经济成本优化,确保管控方案可行度达标,进而提高城乡空间规划管控质量的有效性和合理性。Based on the feasibility coefficient, optimize and adjust the spatial area management and control scheme. When the feasibility coefficient is too low, the management and control scheme can be adjusted for construction planning parameters or economic cost optimization to ensure that the feasibility of the management and control scheme meets the standard, thereby improving urban and rural space. Effectiveness and rationality of planning and controlling quality.
步骤S700:基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,并通过大数据智能监管模块对管控过程进行智能监管。Step S700: Based on the optimized and adjusted spatial area management and control plan, implement the management and control of the urban and rural spatial areas to be controlled, and intelligently supervise the management and control process through the big data intelligent supervision module.
进一步而言,所述通过大数据智能监管模块对管控过程进行智能监管,本申请步骤S700还包括:Furthermore, the intelligent supervision of the management and control process through the big data intelligent supervision module, the step S700 of this application also includes:
步骤S710:通过大数据智能监管模块对管控过程进行智能监管,获得空间区域实时管控信息;Step S710: Carry out intelligent supervision on the management and control process through the big data intelligent supervision module, and obtain real-time management and control information of the space area;
步骤S720:基于所述空间区域实时管控信息和所述预设阶段规划目标,获得空间管控实施完成度;Step S720: Based on the real-time management and control information of the space area and the preset stage planning target, obtain the completion degree of space management and control implementation;
步骤S730:根据所述空间管控实施完成度对所述空间管控仿真模型进行迭代更新训练,获得空间管控仿真更新模型。Step S730: Perform iterative update training on the space control simulation model according to the completion degree of the space control implementation, to obtain a space control simulation update model.
具体而言,基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,同时为保证对管控实施过程进行精确把控,通过大数据智能监管模块对管控过程进行智能监管,获得空间区域实时管控信息,包括管控进度信息、管控成本信息等。Specifically, based on the optimized and adjusted spatial region management and control plan, the urban and rural spatial regions to be controlled are managed and controlled. At the same time, in order to ensure the precise control of the management and control implementation process, the management and control process is intelligently implemented through the big data intelligent supervision module. Supervision, to obtain real-time management and control information of space areas, including management and control progress information, management and control cost information, etc.
基于所述空间区域实时管控信息和所述预设阶段规划目标进行对比分析,获取空间管控实施完成度,判断实施完成度是否达到预设规划目标。根据所述空间管控实施完成度对所述空间管控仿真模型进行迭代更新训练,保证模型训练模拟数据的实时准确性,获得更新后的空间管控仿真更新模型,提高模型仿真准确性,提高空间管控水平和管控效率,进而提高城乡空间规划管控质量的有效性和合理性。Based on the comparative analysis of the real-time management and control information of the space area and the planning target of the preset stage, the completion degree of the implementation of the space management and control is obtained, and it is judged whether the completion degree of the implementation reaches the preset planning target. Perform iterative update training on the space control simulation model according to the completion degree of the space control implementation, ensure the real-time accuracy of the model training simulation data, obtain the updated space control simulation update model, improve the accuracy of the model simulation, and improve the level of space control and control efficiency, thereby improving the effectiveness and rationality of urban and rural spatial planning control quality.
综上所述,本申请所提供的一种基于大数据技术的城乡空间管控方法及系统具有如下技术效果:In summary, a method and system for urban and rural space management and control based on big data technology provided by this application has the following technical effects:
由于采用了基于大数据采集的城乡空间区域资源数据信息、空间区域协同调控准则和区域规划目标信息,构建空间管控仿真模型,再根据区位优势和预设阶段规划目标对所述空间管控仿真模型进行仿真模拟,输出空间区域管控方案,对所述空间区域管控方案进行可行性分析,获得可行性系数,基于所述可行性系数对所述空间区域管控方案进行优化调整;基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,并通过大数据智能监管模块对管控过程进行智能监管的技术方案。进而达到通过利用大数据技术对城乡空间进行应用管控,提高空间管控水平和管控效率,进而提高城乡空间规划管控质量的有效性和合理性的技术效果。Due to the use of urban and rural spatial regional resource data information based on big data collection, spatial regional collaborative regulation criteria and regional planning target information, a spatial control simulation model is constructed, and then the spatial control simulation model is carried out according to the location advantages and preset stage planning objectives. Simulation, outputting a space area management and control plan, performing a feasibility analysis on the space area control plan, obtaining a feasibility coefficient, optimizing and adjusting the space area control plan based on the feasibility coefficient; based on the optimized and adjusted The spatial area management and control plan implements the management and control of the urban and rural spatial areas to be controlled, and implements a technical solution for intelligent supervision of the control process through the big data intelligent supervision module. Then achieve the technical effect of using big data technology to control urban and rural space, improve the level and efficiency of space control, and then improve the effectiveness and rationality of the quality of urban and rural space planning and control.
实施例二Embodiment two
基于与前述实施例中一种基于大数据技术的城乡空间管控方法同样发明构思,本发明还提供了一种基于大数据技术的城乡空间管控系统,如图4所示,所述系统包括:Based on the same inventive concept as the method of urban and rural space management and control based on big data technology in the foregoing embodiments, the present invention also provides an urban and rural space management and control system based on big data technology, as shown in Figure 4, the system includes:
信息采集模块11,用于通过大数据对待管控城乡空间区域进行信息采集,获得城乡空间区域资源数据信息;The information collection module 11 is used to collect information on urban and rural spatial areas to be controlled through big data, and obtain urban and rural spatial area resource data information;
数据获取模块12,用于获取所述待管控城乡空间区域的空间区域协同调控准则和区域规划目标信息;The
模型构建模块13,用于基于所述城乡空间区域资源数据信息、所述空间区域协同调控准则和所述区域规划目标信息,构建空间管控仿真模型;A
信息获取模块14,用于获取所述待管控城乡空间区域的区位优势和预设阶段规划目标;The
仿真模拟模块15,用于根据所述区位优势和所述预设阶段规划目标对所述空间管控仿真模型进行仿真模拟,输出空间区域管控方案;A
优化调整模块16,用于对所述空间区域管控方案进行可行性分析,获得可行性系数,基于所述可行性系数对所述空间区域管控方案进行优化调整;An optimization and
智能监管模块17,用于基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,并通过大数据智能监管模块对管控过程进行智能监管。The
进一步的,所述模型构建模块还包括:Further, the model construction module also includes:
数据分类单元,用于对所述城乡空间区域资源数据信息进行数据结构化分类,获得结构化资源数据集、非结构化资源数据集和半结构资源数据集;A data classification unit, configured to perform data structured classification on the resource data information of the urban and rural spatial regions, and obtain structured resource data sets, unstructured resource data sets and semi-structured resource data sets;
编码体系确定单元,用于根据所述区域规划目标信息,确定空间区域编码体系;A coding system determining unit, configured to determine a spatial region coding system according to the regional planning target information;
数据编码单元,用于按照所述空间区域编码体系对所述结构化资源数据集、所述非结构化资源数据集和所述半结构资源数据集进行编码,获得编码城乡空间区域资源数据信息;A data encoding unit, configured to encode the structured resource data set, the unstructured resource data set, and the semi-structured resource data set according to the spatial region coding system to obtain encoded urban and rural spatial region resource data information;
要素分析单元,用于基于所述空间区域协同调控准则对所述编码城乡空间区域资源数据信息进行要素分析,获得城乡空间区域资源要素信息;An element analysis unit, configured to perform element analysis on the coded urban-rural spatial region resource data information based on the spatial region collaborative regulation criterion, to obtain resource element information of urban-rural spatial region;
模型构建单元,用于基于所述城乡空间区域资源要素信息、所述空间区域协同调控准则和所述区域规划目标信息,构建所述空间管控仿真模型。A model construction unit, configured to construct the spatial control simulation model based on the urban-rural spatial region resource element information, the spatial region collaborative regulation criterion, and the regional planning target information.
进一步的,所述编码体系确定单元还包括:Further, the encoding system determination unit also includes:
管控策略确定单元,用于根据所述区域规划目标信息,确定区域规划管控策略;A management and control strategy determining unit, configured to determine a regional planning management and control strategy according to the regional planning target information;
区域分布获取单元,用于基于所述城乡空间区域资源数据信息,获取城乡空间区域分布信息;A regional distribution acquisition unit, configured to obtain urban and rural spatial regional distribution information based on the urban and rural spatial regional resource data information;
管控等级获得单元,用于根据所述区域规划管控策略对所述城乡空间区域分布信息进行划分,获得空间区域管控层级;A management and control level obtaining unit, configured to divide the urban and rural spatial area distribution information according to the regional planning management and control strategy, and obtain the spatial area management and control level;
编码确定单元,用于按照所述空间区域管控层级进行编码,确定所述空间区域编码体系。A coding determination unit, configured to perform coding according to the management and control level of the spatial region, and determine the coding system of the spatial region.
进一步的,所述要素分析单元还包括:Further, the element analysis unit also includes:
调控准则确定单元,用于根据所述空间区域协同调控准则,获得资源配置准则、协调发展准则、市场调节准则;A regulation criterion determining unit, configured to obtain resource allocation criterion, coordinated development criterion, and market regulation criterion according to the space-region coordinated regulation criterion;
分析要素获得单元,用于基于所述资源配置准则、所述协调发展准则、所述市场调节准则对所述编码城乡空间区域资源数据信息分别进行要素分析,获得资源配置分析要素、协调发展分析要素、市场调节分析要素;An analysis element obtaining unit, configured to perform element analysis on the encoded urban and rural spatial region resource data information based on the resource allocation criterion, the coordinated development criterion, and the market regulation criterion, to obtain resource allocation analysis elements and coordinated development analysis elements , Market adjustment analysis elements;
要素融合单元,用于对所述资源配置分析要素、所述协调发展分析要素、所述市场调节分析要素进行要素融合,获得所述城乡空间区域资源要素信息。The element fusion unit is configured to perform element fusion on the resource allocation analysis elements, the coordinated development analysis elements, and the market regulation analysis elements to obtain the resource element information of the urban and rural spatial regions.
进一步的,所述优化调整模块还包括:Further, the optimization adjustment module also includes:
可行性构成单元,用于所述可行性分析包括作业可行性、经济可行性、生态可行性;Feasibility constituent unit, used for the feasibility analysis including operational feasibility, economic feasibility, and ecological feasibility;
可行性分析单元,用于基于所述作业可行性、所述经济可行性、所述生态可行性对所述空间区域管控方案进行可行性分析,获得作业可行度、经济可行度、生态可行度;A feasibility analysis unit, configured to conduct a feasibility analysis on the space area control scheme based on the operational feasibility, the economic feasibility, and the ecological feasibility, and obtain operational feasibility, economic feasibility, and ecological feasibility;
加权分析单元,用于获得加权属性信息,基于所述加权属性信息对所述作业可行度、所述经济可行度、所述生态可行度进行加权分析,获得所述可行性系数。A weighted analysis unit, configured to obtain weighted attribute information, perform weighted analysis on the operational feasibility, the economic feasibility, and the ecological feasibility based on the weighted attribute information, and obtain the feasibility coefficient.
进一步的,所述加权分析单元还包括:Further, the weighted analysis unit also includes:
评价属性获得单元,用于获得空间区域管控评价属性信息;The evaluation attribute acquisition unit is used to obtain the spatial area management and control evaluation attribute information;
主成分分析单元,用于对所述空间区域管控评价属性信息进行主成分分析,获得降维空间区域管控评价属性信息;A principal component analysis unit, configured to perform principal component analysis on the spatial region management and control evaluation attribute information to obtain dimensionality-reduced spatial region management and control evaluation attribute information;
因子分析单元,用于基于对所述降维空间区域管控评价属性信息进行因子分析,获得所述加权属性信息。The factor analysis unit is configured to obtain the weighted attribute information based on performing factor analysis on the dimensionality reduction spatial region management and control evaluation attribute information.
进一步的,所述智能监管模块还包括:Further, the intelligent supervision module also includes:
实时管控单元,用于通过大数据智能监管模块对管控过程进行智能监管,获得空间区域实时管控信息;The real-time management and control unit is used to intelligently supervise the management and control process through the big data intelligent supervision module, and obtain real-time management and control information of the space area;
实施完成度获得单元,用于基于所述空间区域实时管控信息和所述预设阶段规划目标,获得空间管控实施完成度;An implementation completion degree obtaining unit, configured to obtain a space management and control implementation completion degree based on the real-time management and control information of the space area and the preset stage planning objectives;
模型更新单元,用于根据所述空间管控实施完成度对所述空间管控仿真模型进行迭代更新训练,获得空间管控仿真更新模型。A model updating unit, configured to iteratively update and train the space control simulation model according to the degree of completion of the space control implementation, to obtain a space control simulation update model.
本申请提供了一种基于大数据技术的城乡空间管控方法,所述方法包括:通过大数据对待管控城乡空间区域进行信息采集,获得城乡空间区域资源数据信息;获取所述待管控城乡空间区域的空间区域协同调控准则和区域规划目标信息;基于所述城乡空间区域资源数据信息、所述空间区域协同调控准则和所述区域规划目标信息,构建空间管控仿真模型;获取所述待管控城乡空间区域的区位优势和预设阶段规划目标;根据所述区位优势和所述预设阶段规划目标对所述空间管控仿真模型进行仿真模拟,输出空间区域管控方案;对所述空间区域管控方案进行可行性分析,获得可行性系数,基于所述可行性系数对所述空间区域管控方案进行优化调整;基于优化调整后的所述空间区域管控方案对所述待管控城乡空间区域进行管控实施,并通过大数据智能监管模块对管控过程进行智能监管。解决了现有技术空间管控要素多、耗时长,导致影响城乡管控质量和管控效率的技术问题。达到通过利用大数据技术对城乡空间进行应用管控,提高空间管控水平和管控效率,进而提高城乡空间规划管控质量的有效性和合理性的技术效果。The present application provides a method for urban and rural space management and control based on big data technology. The method includes: collecting information on urban and rural spatial areas to be controlled through big data, and obtaining resource data information of urban and rural spatial areas; obtaining information on the urban and rural spatial areas to be controlled. Spatial region coordinated regulation criteria and regional planning target information; based on the urban and rural spatial region resource data information, the spatial region coordinated regulation criterion and the regional planning target information, construct a spatial control simulation model; obtain the urban and rural spatial region to be controlled The location advantage and the preset stage planning goal; according to the location advantage and the preset stage planning goal, simulate the space control simulation model, and output the space area control plan; carry out the feasibility of the space area control plan Analyze to obtain the feasibility coefficient, optimize and adjust the spatial area management and control plan based on the feasibility coefficient; implement the management and control of the urban and rural spatial area to be controlled based on the optimized and adjusted spatial area management and control plan, and pass the large-scale The data intelligent supervision module conducts intelligent supervision on the control process. It solves the technical problems that the existing technical space management and control elements are many and time-consuming, which affects the quality and efficiency of urban and rural management and control. Through the use of big data technology to control urban and rural space, improve the level and efficiency of space control, and then improve the effectiveness and rationality of the quality of urban and rural space planning and control.
本说明书和附图仅仅是本申请的示例性说明,如果本发明的修改和变型属于本发明及其等同技术的范围之内,则本发明也意图包含这些改动和变型在内。The specification and drawings are only exemplary descriptions of the application. If the modifications and variations of the present invention fall within the scope of the present invention and its equivalent technology, the present invention also intends to include these modifications and variations.
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