CN112465332A - Method for evaluating stability of ecological geological environment of urban artificial wetland park - Google Patents
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Abstract
本发明涉及湿地公园生态保护领域,涉及人工湿地公园生态地质环境稳定性的评价方法。一种城市人工湿地公园生态地质环境稳定性的评价方法,包括以下步骤:收集并调查分析城市人工湿地公园的生态、地质、水土环境质量的基本特征参数,获得湿地公园生态地质环境的原始数据;将所述的基本特征参数处理生成因子层,建立综合评价指标体系;计算各评价指标的综合权重;基于GIS平台构建评价模型;利用所述的评价模型,对研究区生态地质环境稳定性进行评价。本发明的方法面向湿地公园评估与规划设计人员,不同于以往传统的评估方法,在RS、GIS、GPS和人工智能算法的支持下,基于时空大数据分析生态环境的不同特征,对湿地公园的生态地质环境稳定性进行评估,为湿地公园规划提供科学指导。
The invention relates to the field of ecological protection of wetland parks, and relates to a method for evaluating the stability of ecological geological environment of artificial wetland parks. A method for evaluating the stability of the ecological geological environment of an urban artificial wetland park, comprising the following steps: collecting, investigating and analyzing the basic characteristic parameters of the ecological, geological, water and soil environment quality of the urban artificial wetland park, and obtaining the original data of the ecological geological environment of the wetland park; The basic characteristic parameters are processed to generate a factor layer, and a comprehensive evaluation index system is established; the comprehensive weight of each evaluation index is calculated; an evaluation model is constructed based on the GIS platform; the evaluation model is used to evaluate the ecological and geological environment stability of the study area. . The method of the present invention is oriented to the evaluation, planning and design personnel of wetland parks, and is different from the traditional evaluation methods in the past. With the support of RS, GIS, GPS and artificial intelligence algorithms, the different characteristics of the ecological environment are analyzed based on the spatiotemporal big data, and the evaluation of wetland parks is improved. Eco-geological environment stability is assessed to provide scientific guidance for wetland park planning.
Description
技术领域technical field
本发明涉及湿地公园生态保护领域,具体涉及一种评价城市人工湿地公园生态地质环境稳定性的方法。The invention relates to the field of ecological protection of wetland parks, in particular to a method for evaluating the stability of the ecological geological environment of urban artificial wetland parks.
背景技术Background technique
湿地系统是由水陆相互作用形成的复合生态系统,具有重要的生态功能,如净水、固碳、泄洪、调节局部小气候、防止土壤流失和蓄养水资源等。但是,随着自然资源的不断开发利用(土地、矿产和空间资源)和经济建设,湿地系统遭到大面积破坏,据统计,自1990年以来,世界范围内约50%的自然湿地已退化。由此引发了水土流失、污染等生态环境问题,这些问题已逐渐成为制约城市健康发展的重要因素,严重威胁了人类的生存环境。因此,解决湿地的生态地质环境问题对于人类安全、城市发展和规划有极大的推进作用。Wetland system is a complex ecosystem formed by the interaction of water and land, and has important ecological functions, such as water purification, carbon sequestration, flood discharge, adjustment of local microclimate, prevention of soil loss and storage of water resources. However, with the continuous development and utilization of natural resources (land, mineral and space resources) and economic construction, the wetland system has been destroyed on a large scale. According to statistics, since 1990, about 50% of the natural wetlands in the world have been degraded. As a result, ecological and environmental problems such as soil erosion and pollution have gradually become important factors restricting the healthy development of cities and seriously threaten the living environment of human beings. Therefore, solving the ecological and geological environmental problems of wetlands will greatly promote human security, urban development and planning.
为了合理解决湿地的相关问题,扩大湿地资源的比例和协调经济的发展,中国政府在湿地保护方面做出了许多努力。在全球范围内,众多学者也对湿地进行了研究,相关研究由单一的湿地特征定性描述,发展到目前的湿地价值评价、湿地生态系统健康评价、湿地环境影响评价以及湿地生态风险评价等定量评价,但由于湿地数据获取的有效性、多样性和不确定性,使得对湿地生态环境质量的分析、评价以及规划变得十分困难,相关研究也较少。并且,大多数的研究对象仍然集中在自然湿地上,对于湿地公园这种特殊类型的湿地研究较少。此外,也较少有综合生态、地质、环境的多元角度对湿地系统的稳定性进行研究。In order to reasonably solve the problems related to wetlands, expand the proportion of wetland resources and coordinate economic development, the Chinese government has made many efforts in wetland protection. On a global scale, many scholars have also conducted research on wetlands, and related research has developed from a single qualitative description of wetland characteristics to the current quantitative assessments such as wetland value assessment, wetland ecosystem health assessment, wetland environmental impact assessment, and wetland ecological risk assessment. However, due to the validity, diversity and uncertainty of wetland data acquisition, it is very difficult to analyze, evaluate and plan the quality of wetland ecological environment, and there are few related studies. Moreover, most of the research objects are still concentrated on natural wetlands, and there are few studies on wetland parks, a special type of wetland. In addition, there are few studies on the stability of wetland systems from the comprehensive ecological, geological and environmental perspectives.
随着3S技术(RS、GIS、GPS)、数值模拟、人工智能算法的兴起,相关困难得到解决,这些方法在湿地的评价上得到了广泛的应用。With the rise of 3S technology (RS, GIS, GPS), numerical simulation, and artificial intelligence algorithms, related difficulties have been solved, and these methods have been widely used in wetland evaluation.
发明内容SUMMARY OF THE INVENTION
本发明的目的是针对现有技术中存在的问题,提供一种评价城市人工湿地公园生态地质环境稳定性的方法,为城市地区湿地资源的可持续发展和生态地质环境评价、保护提供参考依据,为类似湿地规划及选址提供一个可以参考的标准以及可靠的地质科学依据。The purpose of the present invention is to address the problems existing in the prior art, to provide a method for evaluating the stability of the ecological geological environment of urban artificial wetland parks, and to provide a reference basis for the sustainable development of wetland resources in urban areas and the evaluation and protection of the ecological geological environment, Provide a reference standard and reliable geological scientific basis for similar wetland planning and site selection.
为了实现上述目的,本发明采用的技术方案是:一种城市人工湿地公园生态地质环境稳定性的评价方法,其包括以下步骤:In order to achieve the above purpose, the technical scheme adopted in the present invention is: a method for evaluating the stability of the ecological geological environment of an urban artificial wetland park, which comprises the following steps:
1)收集并调查分析城市人工湿地公园的生态、地质、水土环境质量的基本特征参数,获得湿地公园生态地质环境的原始数据;1) Collect and investigate and analyze the basic characteristic parameters of the ecological, geological, water and soil environment quality of the urban artificial wetland park, and obtain the original data of the ecological and geological environment of the wetland park;
2)将所述的基本特征参数处理生成因子层,建立综合评价指标体系;2) Process the described basic characteristic parameters to generate a factor layer, and establish a comprehensive evaluation index system;
3)计算各评价指标的综合权重;3) Calculate the comprehensive weight of each evaluation index;
4)基于GIS平台构建评价模型;4) Build an evaluation model based on the GIS platform;
5)利用所述的评价模型,对研究区生态地质环境稳定性进行评价。5) Use the evaluation model to evaluate the stability of the ecological geological environment in the study area.
作为本发明的一种优选方式,步骤1)中所述基本特征参数包括地质构造、地形因子、地球化学、气象条件、土地利用类型、植被覆盖程度。As a preferred mode of the present invention, the basic characteristic parameters in step 1) include geological structure, terrain factors, geochemistry, meteorological conditions, land use types, and vegetation coverage.
作为本发明的一种优选方式,步骤2)中生态地质环境评价指标体系的建立方法包括:a)从所述基本特征参数中选择影响生态地质环境稳定性的影响因子;b)结合专家经验法、自然间断点法、归一化方法对影响因子进行分级并赋予0~1范围内的值;c)通过SPSS平台进行数据分析,最终确定影响生态地质环境稳定性的主要影响因子,将其作为评价指标。As a preferred mode of the present invention, the method for establishing the eco-geological environment evaluation index system in step 2) includes: a) selecting an influence factor affecting the stability of the eco-geological environment from the basic characteristic parameters; b) combining the expert experience method , Natural discontinuous point method and normalization method to grade the influencing factors and assign values in the range of 0 to 1; c) Data analysis is carried out through the SPSS platform, and the main influencing factors affecting the stability of the ecological and geological environment are finally determined, and they are used as evaluation indicators.
进一步优选地,所述的评价指标包括:归一化植被指数、水域湿地、生态土地利用类型、地表高程、地形坡度、地下水埋深、土壤质量、地表水质量和地下水质量。Further preferably, the evaluation indicators include: normalized vegetation index, water wetland, ecological land use type, surface elevation, terrain slope, groundwater depth, soil quality, surface water quality and groundwater quality.
作为本发明的一种优选方式,步骤3)中各评价指标的综合权重的计算方法包括:As a preferred mode of the present invention, the calculation method of the comprehensive weight of each evaluation index in step 3) includes:
A.首先,采用德尔菲专家调查法征求相关领域共9位专家学者的意见;A. First, the Delphi expert survey method was used to solicit opinions from a total of 9 experts and scholars in related fields;
B.其次,每位专家根据1–9比例法评估每个评价指标对生态环境的相对重要性,确定出第k个专家在该评估方法下对第i和j两个评价指标的相对重要程度的判断为Bij·k,设置判断矩阵B(k)=[Bij·k];B. Secondly, each expert evaluates the relative importance of each evaluation index to the ecological environment according to the 1-9 ratio method, and determines the relative importance of the kth expert to the two evaluation indicators i and j under this evaluation method The judgment is B ij k , set the judgment matrix B(k)=[B ij k ];
C.然后利用三角模糊数,建立模糊组判断矩阵,矩阵表示如下:C. Then use triangular fuzzy numbers to establish a fuzzy group judgment matrix, which is expressed as follows:
Bij=[αij,βij,γij];B ij =[α ij , β ij , γ ij ];
D.确定评价指标Fi的模糊权重向量:D. Determine the fuzzy weight vector of the evaluation index F i :
其中,和分别是三个模糊权重向量三个分量的最小值,中间值和最大值;in, and are the minimum, middle and maximum values of the three components of the three fuzzy weight vectors;
E.通过几何平均法计算每个评价指标的相对权重,然后将其归一化处理,即可得综合权重,归一化公式如下:E. Calculate the relative weight of each evaluation index by the geometric mean method, and then normalize it to obtain the comprehensive weight. The normalization formula is as follows:
作为本发明的一种优选方式,步骤4)中基于GIS平台构建评价模型的方法包括:As a preferred mode of the present invention, the method for constructing an evaluation model based on the GIS platform in step 4) includes:
依据确定的评价指标及综合权重,将各评价指标在GIS平台中栅格化,其通式如下:According to the determined evaluation index and comprehensive weight, each evaluation index is rasterized in the GIS platform, and the general formula is as follows:
其中,Wk是评价指标对综合评估目标的权重,Fkj是网格i的第k个评价指标的评估值,Si是网格i的综合评估值;Among them, W k is the weight of the evaluation index to the comprehensive evaluation target, F kj is the evaluation value of the k-th evaluation index of grid i, and S i is the comprehensive evaluation value of grid i;
根据Si的频率和频率分布直方图,得出生态地质环境稳定性的分级阈值,依据所述的阈值将生态地质环境稳定性分为5个等级,分别是“非常低、低、中等、高、非常高”。According to the frequency and frequency distribution histogram of Si, the grading threshold of ecological geological environment stability is obtained. ,very high".
作为本发明的一种优选方式,步骤5)中对湿地生态地质环境稳定性进行评价的步骤如下:As a preferred mode of the present invention, the step of evaluating the stability of wetland ecological geological environment in step 5) is as follows:
使用ArcGIS处理原始数据,对影响因子进行归一化;Use ArcGIS to process raw data and normalize impact factors;
基于Python平台,将研究区的生态地质环境进行分类;Based on the Python platform, classify the ecological geological environment of the study area;
结合研究区的生态地质环境分类,在构建的评价模型中对湿地生态地质环境稳定性进行分区评价。Combined with the classification of eco-geological environment in the study area, the stability of wetland eco-geological environment is evaluated in different regions in the constructed evaluation model.
进一步优选地,所述研究区的生态地质环境采用如下方法进行分类:采用改进的k-means聚类算法将研究区的生态地质环境分为五类,分别是耕地农田、灌木林地、沼泽水域、沉砂池和水库。Further preferably, the ecological geological environment of the research area is classified by the following method: using the improved k-means clustering algorithm to divide the ecological geological environment of the research area into five categories, namely arable farmland, shrub land, swamp water, Grit chambers and reservoirs.
与现有技术相比,本发明至少具有如下有益效果:Compared with the prior art, the present invention at least has the following beneficial effects:
本发明提供的城市人工湿地公园生态地质环境稳定性的评价方法,从生态、地质及水土环境质量多个方面全面的考虑了城市人工湿地公园复杂的生态-地质-环境质量的系统特点,评价了城市人工湿地生态环境质量的稳定性状况。本发明充分利用RS、GPS的大数据存储功能、GIS平台的数据处理空间分析功能以及Python系统的人工智能数据分析技术(机器学习和深度学习),在建立GIS和Python良好的接口条件下,利用模糊德尔菲层次分析法实现对各种城市人工湿地生态地质环境稳定性影响因子数据的处理(赋值、赋权、分类等),以及影响因素的叠加分析,从而提取获得生态地质环境稳定性的数值。通过实际应用表明,该方法不同于以往的传统生态稳定性评价方法,在GIS和Python环境下进行,达到了预期效果,为生态地质环境的评价和规划提供了新的思路。The method for evaluating the ecological and geological environment stability of an urban constructed wetland park provided by the present invention comprehensively considers the complex ecological-geological-environmental quality system characteristics of the urban constructed wetland park from the aspects of ecology, geology and water and soil environment quality, and evaluates The stability of ecological environment quality of urban constructed wetlands. The invention makes full use of the big data storage function of RS and GPS, the data processing spatial analysis function of the GIS platform, and the artificial intelligence data analysis technology (machine learning and deep learning) of the Python system. Fuzzy Delphi AHP realizes the processing (assignment, weighting, classification, etc.) of the influencing factors of the ecological and geological environment stability of various urban constructed wetlands, and the superposition analysis of the influencing factors, so as to extract the numerical value of the ecological and geological environment stability. . The practical application shows that this method is different from the traditional ecological stability evaluation methods in the past. It is carried out in the GIS and Python environment and achieves the expected effect, which provides a new idea for the evaluation and planning of the ecological geological environment.
附图说明Description of drawings
图1为本发明基于评价城市人工湿地公园生态地质环境稳定性的技术路线图。Fig. 1 is a technical roadmap of the present invention based on evaluating the ecological geological environment stability of urban constructed wetland parks.
图2为本发明城市人工湿地公园生态地质环境稳定性评价层次结构模型;Fig. 2 is the hierarchical structure model of the evaluation of the ecological geological environment stability of the urban constructed wetland park of the present invention;
图3为本发明实施实例中济西国家湿地公园的生态因子层;Fig. 3 is the ecological factor layer of Jixi National Wetland Park in the embodiment of the present invention;
图4为本发明实施实例中济西国家湿地公园的地质因子层;Fig. 4 is the geological factor layer of Jixi National Wetland Park in the embodiment of the present invention;
图5为本发明实施实例中济西国家湿地公园的水土环境质量因子层;Fig. 5 is the soil and water environment quality factor layer of Jixi National Wetland Park in an example of the present invention;
图6为本发明实施实例中济西国家湿地公园基于机器学习的生态地质环境分类图;Fig. 6 is the eco-geological environment classification diagram of Jixi National Wetland Park based on machine learning in an embodiment of the present invention;
图7为本发明实施实例中济西国家湿地公园的生态地质环境稳定性分级图。FIG. 7 is a grading diagram of the ecological geological environment stability of Jixi National Wetland Park in an embodiment of the present invention.
具体实施方式Detailed ways
为了便于理解本发明,下面结合附图和具体实施例,对本发明进行更详细的说明。附图中给出了本发明的较佳的实施例。但是,本发明可以以许多不同的形式来实现,并不限于本说明书所描述的实施例。相反地,提供这些实施例的目的是使对本发明公开内容的理解更加透彻全面。In order to facilitate understanding of the present invention, the present invention will be described in more detail below with reference to the accompanying drawings and specific embodiments. Preferred embodiments of the invention are shown in the accompanying drawings. However, the present invention may be embodied in many different forms and is not limited to the embodiments described in this specification. Rather, these embodiments are provided so that a thorough and complete understanding of the present disclosure will be provided.
实施例1本实施提供的是基于GIS和Python环境下的城市人工湿地公园的生态地质环境稳定性的评价方法,如图1所示,该方法包括以下步骤:
(1)收集并调查分析城市人工湿地公园的生态、地质、水土环境质量的基本特征参数,获得湿地公园生态地质环境的现状情况,并依据所述现状情况制定所述湿地公园的规划和恢复目标。(1) Collect, investigate and analyze the basic characteristic parameters of the ecological, geological, water and soil environment quality of the urban artificial wetland park, obtain the current situation of the ecological and geological environment of the wetland park, and formulate the planning and restoration goals of the wetland park according to the current situation. .
其中,市人工湿地公园的生态、地质、水土环境质量的基本特征参数包括地质构造、地形因子、地球化学(土壤、地表水、地下水)、气象条件、土地利用类型、植被覆盖程度等数据。Among them, the basic characteristic parameters of ecology, geology, water and soil environment quality of the municipal constructed wetland park include geological structure, topographic factors, geochemistry (soil, surface water, groundwater), meteorological conditions, land use type, vegetation coverage and other data.
土壤数据包括采集表层、距地表1m和距离地表2m的土壤样品。地表水数据包括在湖泊湿地主要河流入口和出口处、工农业及生活废水排放入口处、河流内300~500m以及湿地湖泊内50~100m处均匀布置采样点,测量了丰水期、平水期、枯水期的水质。地下水数据包括取样分析丰水期、平水期、枯水期的水质。Soil data included collection of soil samples at the surface, 1 m above the surface, and 2 m above the surface. The surface water data includes sampling points evenly arranged at the entrance and exit of main rivers in lakes and wetlands, at the entrance of industrial, agricultural and domestic wastewater discharge, within 300 to 500 m in rivers, and at 50 to 100 m in wetland lakes. water quality during dry season. Groundwater data includes sampling and analysis of water quality in wet, flat and dry periods.
(2)基于遥感影像、数字高程和环境质量插值处理生成因子层,建立了综合评价指标体系,如图2所示,具体步骤如下:(2) Based on the generation factor layer of remote sensing image, digital elevation and environmental quality interpolation processing, a comprehensive evaluation index system is established, as shown in Figure 2. The specific steps are as follows:
a.生态地质环境评价指标的选取,是指选择影响生态地质环境稳定性的影响因子,主要包括三大方面:生态环境(M1)、地质环境(M2)和水土环境质量(M3)。a. The selection of ecological and geological environment evaluation indicators refers to the selection of influencing factors that affect the stability of the ecological and geological environment, mainly including three aspects: ecological environment (M1), geological environment (M2) and soil and water environment quality (M3).
b.结合专家经验法、自然间断点法、归一化等方法对各评价指标(影响因子)进行分级并赋予0~1范围内的值。通过SPSS平台进行数据分析,最终确定研究区稳定性评估的主要影响因子。b. Combine expert experience method, natural discontinuity method, normalization and other methods to classify each evaluation index (influence factor) and assign a value in the range of 0 to 1. Through data analysis on the SPSS platform, the main influencing factors of the stability assessment of the study area were finally determined.
采用上述方法,本实施例确定9个主要影响因子作为评价指标:归一化植被指数(NDVI,F1)、水域湿地(F2)、生态土地利用类型(F3)、地表高程(F4)、地形坡度(F5)、地下水埋深(F6)、土壤质量(F7)、地表水质量(F8)、地下水质量(F9)。Using the above method, this embodiment determines 9 main influencing factors as evaluation indicators: normalized vegetation index (NDVI, F1), water wetland (F2), ecological land use type (F3), surface elevation (F4), terrain slope (F5), groundwater depth (F6), soil quality (F7), surface water quality (F8), groundwater quality (F9).
(3)通过运用模糊德尔菲层次分析法计算各评价指标的综合权重,具体步骤如下:(3) Calculate the comprehensive weight of each evaluation index by using the Fuzzy Delphi AHP. The specific steps are as follows:
由于每一个评价指标(影响因子)对城市人工湿地公园生态地质环境稳定性的贡献大小不同,因此不同影响因子有不同的权重Wi,权重的计算方法为:Since each evaluation index (influence factor) contributes differently to the ecological and geological environment stability of urban constructed wetland parks, different influence factors have different weights Wi, and the calculation method of the weights is as follows:
A.首先,采用德尔菲专家调查法征求相关领域共9位专家学者的意见,其中3位为水文地质专家、3位为生态学专家、3位为园林规划专家。A. First, the Delphi expert survey method was used to solicit opinions from a total of 9 experts and scholars in related fields, including 3 hydrogeology experts, 3 ecology experts, and 3 garden planning experts.
B.其次,每位专家根据1–9比例法评估每个评价指标对生态环境的相对重要性,确定出第k个专家在该评估方法(例如Saaty的1-9比例法)下对第i和j两个评价指标之间的相对重要程度的判断为Bij·k,设置判断矩阵B(k)=[Bij·k]。B. Secondly, each expert evaluates the relative importance of each evaluation index to the ecological environment according to the 1-9 ratio method, and determines the k-th expert's evaluation of the i-th expert under this evaluation method (such as Saaty's 1-9 ratio method). The judgment of the relative importance between the two evaluation indexes of and j is B ij·k , and the judgment matrix B(k)=[B ij·k ] is set.
C.然后利用三角模糊数,建立模糊组判断矩阵,表示如下:C. Then use triangular fuzzy numbers to establish a fuzzy group judgment matrix, which is expressed as follows:
Bij=[αij,βij,γij];B ij =[α ij , β ij , γ ij ];
在决策专家主观意见的基础上,综合其他专家的建议,建立相对客观的模糊群体判断矩阵。On the basis of the subjective opinions of decision-making experts and the suggestions of other experts, a relatively objective fuzzy group judgment matrix is established.
D.接着,确定评价指标Fi的模糊权重向量:其中,和分别是三个模糊权重向量三个分量的最小值,中间值和最大值。D. Next, determine the fuzzy weight vector of the evaluation index F i : in, and are the minimum, middle and maximum values of the three components of the three fuzzy weight vectors, respectively.
E.最后,通过几何平均法计算每个评价指标的相对权重,然后将其归一化处理,即可得每个评价指标的综合权重。归一化公式如下:E. Finally, calculate the relative weight of each evaluation index by the geometric mean method, and then normalize it to obtain the comprehensive weight of each evaluation index. The normalization formula is as follows:
(4)基于GIS平台构建评价模型(4) Construction of evaluation model based on GIS platform
依据步骤(2)a中确定的生态地质环境稳定性评价指标,及步骤(3)E中确定的每个评价指标的综合权重,将各评价指标在GIS平台中栅格化,其通式如下:According to the ecological geological environment stability evaluation index determined in step (2)a, and the comprehensive weight of each evaluation index determined in step (3)E, each evaluation index is rasterized in the GIS platform, and the general formula is as follows :
其中,Wk是评价指标对综合评估目标的权重,Fkj是网格i的第k个评价指标的评估值,Si是网格i的综合评估值。Among them, W k is the weight of the evaluation index to the comprehensive evaluation target, F kj is the evaluation value of the k-th evaluation index of grid i, and S i is the comprehensive evaluation value of grid i.
根据综合评估值Si频率和频率分布直方图,得出了生态地质环境稳定性的分类阈值,分为5个等级,分别是“非常低、低、中等、高、非常高”五个等级。分级标准如表1所示。据此获得稳定性评价模型。According to the frequency and frequency distribution histogram of the comprehensive evaluation value Si, the classification threshold of the ecological and geological environment stability is obtained, which is divided into five grades, namely "very low, low, medium, high, and very high". The grading criteria are shown in Table 1. Accordingly, the stability evaluation model is obtained.
表1综合生态地质环境稳定性分级Table 1 Comprehensive ecological geological environment stability classification
构建的评价模型中城市人工湿地的生态地质环境稳定性的评价标准如表2所示。The evaluation criteria for the ecological and geological environment stability of urban constructed wetlands in the constructed evaluation model are shown in Table 2.
表2城市人工湿地的生态地质环境稳定性的评价标准Table 2 Evaluation criteria for the ecological and geological environment stability of urban constructed wetlands
(5)对湿地生态地质环境稳定性进行分区评价,具体步骤如下:(5) To carry out zonal assessment on the stability of wetland ecological geological environment, the specific steps are as follows:
使用ArcGIS处理原始数据(即步骤(1)获得的城市人工湿地公园的生态、地质、水土环境质量的基本特征参数),对影响生态地质环境稳定性的影响因子进行归一化;Use ArcGIS to process the original data (that is, the basic characteristic parameters of the ecology, geology, water and soil environment quality of the urban constructed wetland park obtained in step (1)), and normalize the influencing factors that affect the stability of the ecological and geological environment;
基于Python平台,采用机器学习技术,如改进的k-means聚类算法将研究区的生态地质环境分为五类,如表3所示。Based on the Python platform, using machine learning technology, such as the improved k-means clustering algorithm, the ecological geological environment of the study area is divided into five categories, as shown in Table 3.
表3生态地质环境类型Table 3 Types of eco-geological environment
结合上述步骤中获得的研究区的生态地质环境分类,在构建的评价模型GIS平台中对不同的生态地质环境类别进行分区评价,获得湿地公园生态地质环境稳定性评价结果。Combined with the classification of the eco-geological environment of the study area obtained in the above steps, different eco-geological environment categories were evaluated in different regions in the constructed evaluation model GIS platform, and the evaluation results of the ecological and geological environment stability of the wetland park were obtained.
(6)最后,通过比较定量评价结果与现场确认和遥感定性分析,对获得的评价结果进行验证。(6) Finally, the obtained evaluation results are verified by comparing the quantitative evaluation results with field confirmation and remote sensing qualitative analysis.
实施例2本实施例采用本发明提供的评价方法,对研究区湿地公园的生态地质环境稳定性进行评价,具体过程如下:Embodiment 2 This embodiment adopts the evaluation method provided by the present invention to evaluate the ecological and geological environment stability of the wetland park in the study area. The specific process is as follows:
(1)研究区(湿地公园)概况:研究区位于济南市中心城区的西部,地理坐标范围为116°45'E~116°50'E、36°37'N~36°41'N,北部为沉沙池、大坝,西部为黄河,南部至冯庄村与老李村间道路,东部为南水北调东线引渠,面积约为33.6km2。济西湿地的海拔高度在-1.92m到68.58m之间,坡度在0°到34°之间,约89%的地区地势较低。济西湿地地势南高北低,整体较为平坦。(1) Overview of the study area (wetland park): The study area is located in the west of the central city of Jinan, with geographic coordinates ranging from 116°45'E to 116°50'E and 36°37'N to 36°41'N. It is a sedimentation pool and a dam, the west is the Yellow River, the south is the road between Fengzhuang Village and Laoli Village, and the east is the diversion canal of the east route of the South-to-North Water Diversion Project, with an area of about 33.6km 2 . The altitude of Jixi Wetland is between -1.92m and 68.58m, the slope is between 0° and 34°, and about 89% of the area is low. The terrain of Jixi Wetland is high in the south and low in the north, and the whole is relatively flat.
(2)评价指标数据的获取方式(2) How to obtain evaluation index data
利用研究区Landsat图像、DEM影像、基础地质、水文气象数据等相关数据资料获取指标数据。其中Landsat 8 OLI数据来源于中国科学院计算机网络信息中心地理空间数据云平台,土地利用数据由支持向量机(SVM)使用Landsat图像提取。DEM影像采取无人机实地勘测与影像结合校正,利用ENVI5.4专业遥感图像处理软件,对遥感数据进行辐射定标、大气校正、镶嵌、波段组合、增强等处理,编制遥感影像图。同时,为了确定湿地内的水土环境质量,采集了9个地方的地表水样,14个地点的地下水样和16个地点的土壤样品。每个地点的样品采集三组进行比较分析。The index data was obtained by using relevant data such as Landsat images, DEM images, basic geological, hydrometeorological data in the study area. The Landsat 8 OLI data comes from the Geospatial Data Cloud Platform of the Computer Network Information Center of the Chinese Academy of Sciences, and the land use data is extracted by a support vector machine (SVM) using Landsat images. The DEM image is corrected by the combination of unmanned aerial vehicle field survey and image, and the remote sensing data is processed by radiometric calibration, atmospheric correction, mosaic, band combination and enhancement by using ENVI5.4 professional remote sensing image processing software to compile remote sensing image maps. Meanwhile, in order to determine the water and soil environmental quality in the wetland, surface water samples from 9 locations, groundwater samples from 14 locations, and soil samples from 16 locations were collected. Three groups of samples were collected from each site for comparative analysis.
(3)数据的预处理(3) Data preprocessing
指对所有的影响因子,利用GIS方法,依据各影响因子对稳定性的贡献程度,同时基于相关国家标准规范文件与济西国家湿地公园的历史数据统计,对影响因子进行分级和归一化处理。Refers to all influencing factors, using GIS method, according to the contribution of each influencing factor to stability, and based on relevant national standard and normative documents and historical data statistics of Jixi National Wetland Park, the impact factors are classified and normalized. .
(4)评价指标的选择(4) Selection of evaluation indicators
根据《拉姆萨尔公约》中的要求,评估指标的选取应当具备以下两个要素:(1)能够具体描述湿地环境现状(生态系统、社会系统状态,近期和现在存在的压力,现有条件),缺乏数据地区可通过科学方法搜集专家和当地居民意见来弥补;(2)能够描述现在和未来可能存在的压力。According to the requirements of the Ramsar Convention, the selection of evaluation indicators should have the following two elements: (1) Be able to specifically describe the status of the wetland environment (ecosystem, social system status, recent and current pressures, existing conditions ), the lack of data areas can be compensated by scientific methods to collect opinions from experts and local residents; (2) to be able to describe the pressures that may exist now and in the future.
据此,选择对生态环境起主导作用的影响因子,剔除次要因子。同时,考虑到信息获取的准确性、有效性,湿地的稳定性包含了三大类:生态环境M1、地质环境M2和水土环境质量M3。Accordingly, the influencing factors that play a leading role in the ecological environment are selected, and the secondary factors are eliminated. At the same time, considering the accuracy and effectiveness of information acquisition, the stability of wetlands includes three categories: ecological environment M1, geological environment M2 and soil and water environment quality M3.
每一大类分别选择3个共选择9个因子:生态环境M1:归一化植被指数(NDVI)F1、水域湿地F2、生态土地利用类型F3;地质环境M2:地表高程F4、地形坡度F5、地下水埋深F6;水土环境质量M3:土壤质量F7、地表水质量F8、地下水质量F9,如图2所示。Three factors were selected for each category and a total of 9 factors were selected: ecological environment M1: normalized vegetation index (NDVI) F1, water wetland F2, ecological land use type F3; geological environment M2: surface elevation F4, terrain slope F5, Groundwater buried depth F6; water and soil environment quality M3: soil quality F7, surface water quality F8, groundwater quality F9, as shown in Figure 2.
采用上述方法,选取的济西国家湿地公园的生态因子层如图3所示,地质因子层如图4所示,水土环境质量因子层如图5所示。Using the above method, the selected ecological factor layer of Jixi National Wetland Park is shown in Figure 3, the geological factor layer is shown in Figure 4, and the water and soil environment quality factor layer is shown in Figure 5.
结合专家经验法、自然间断点法、归一化等方法对各评价指标(选取的影响因子)进行分级并赋予0~1范围内的值。通过SPSS平台进行数据分析,最终确定影响生态地质环境稳定性的主要影响因子,将其作为评价指标,制定湿地公园生态地质环境稳定性综合评价指标体系。Combined with expert experience method, natural discontinuous point method, normalization and other methods, each evaluation index (selected impact factor) is graded and assigned a value in the range of 0 to 1. Through data analysis on the SPSS platform, the main influencing factors affecting the stability of the eco-geological environment are finally determined, which are used as evaluation indicators to formulate a comprehensive evaluation index system for the ecological and geological environment stability of the wetland park.
(5)赋权(5) Empowerment
由于每一个评价指标对城市人工湿地公园生态地质环境稳定性贡献的大小不同,基于模糊数学法、德尔菲专家调查法、层次分析法等融合理论对评价指标进行赋权,具体方法如下步骤:Since each evaluation index contributes differently to the ecological and geological environment stability of urban constructed wetland parks, the evaluation indexes are weighted based on fusion theories such as fuzzy mathematics method, Delphi expert investigation method, and AHP. The specific methods are as follows:
A.采用德尔菲专家调查法征求了相关领域共9位专家学者的意见,其中3位为水文地质专家、3位为生态学专家、3位为园林规划专家。每位专家根据1–9比例法评估每个评价指标对生态环境的相对重要性;A. The Delphi expert survey method was used to solicit opinions from a total of 9 experts and scholars in related fields, including 3 hydrogeology experts, 3 ecology experts, and 3 garden planning experts. Each expert evaluates the relative importance of each evaluation index to the ecological environment according to the 1–9 scale method;
B.其次,确定出第k个专家在该评估方法准则下对第i和j两个评价指标之间的相对重要程度的判断为Bij·k,设置判断矩阵B(k)=[Bij·k];B. Secondly, determine that the kth expert's judgment of the relative importance between the i and jth two evaluation indicators under the evaluation method criterion is B ij k , and set the judgment matrix B(k)=[B ij ·k ];
C.然后利用三角模糊数,在决策者主观意见的基础上,建立相对客观的模糊群体判断矩阵,从而综合了专家的建议。模糊组判断矩阵表示如下:Bij=[αij,βij,γij]。C. Then use triangular fuzzy numbers to establish a relatively objective fuzzy group judgment matrix based on the subjective opinions of decision makers, thus synthesizing the suggestions of experts. The fuzzy group judgment matrix is expressed as follows: B ij =[α ij , β ij , γ ij ].
D.接着,确定评估指标Fi的模糊权重向量:其中,和分别是三个模糊权重向量三个分量的最小值,中间值和最大值。D. Next, determine the fuzzy weight vector of the evaluation index F i : in, and are the minimum, middle and maximum values of the three components of the three fuzzy weight vectors, respectively.
E.最后,通过几何平均法计算每个评价指标的相对权重,然后将其归一化处理,即可得每个评价指标的综合权重。归一化综合权重由如下公式获得:E. Finally, calculate the relative weight of each evaluation index by the geometric mean method, and then normalize it to obtain the comprehensive weight of each evaluation index. The normalized synthesis weight is obtained by the following formula:
获得的9个评价指标的综合权重如表4所示。The comprehensive weights of the nine evaluation indicators obtained are shown in Table 4.
表4各评价指标的决策权重Table 4 Decision weights of each evaluation index
(6)依据上述步骤中确定的生态地质环境稳定性评价指标,以及确定的每个评价指标的综合权重,将各评价指标在GIS平台中栅格化,其通式如下:(6) According to the ecological geological environment stability evaluation index determined in the above steps, and the determined comprehensive weight of each evaluation index, each evaluation index is rasterized in the GIS platform, and the general formula is as follows:
其中,Wk是评价指标对综合评估目标的权重,Fkj是网格i的第k个评价指标的评估值,Si是网格i的综合评估值。Among them, W k is the weight of the evaluation index to the comprehensive evaluation target, F kj is the evaluation value of the k-th evaluation index of grid i, and S i is the comprehensive evaluation value of grid i.
根据Si的频率和频率分布直方图,得出了生态地质环境稳定性的分类阈值,将济西国家湿地公园生态地质环境分为五级,分级标准如表1所示。据此获得稳定性评价模型。评价模型的评价标准如表2所示。According to the frequency and frequency distribution histogram of Si, the classification threshold of ecological geological environment stability is obtained, and the ecological geological environment of Jixi National Wetland Park is divided into five grades. Accordingly, the stability evaluation model is obtained. The evaluation criteria of the evaluation model are shown in Table 2.
(7)对济西国家湿地公园湿地生态地质环境稳定性进行分区评价(7) Zoning evaluation of the stability of the wetland eco-geological environment in Jixi National Wetland Park
使用ArcGIS处理原始数据,在对主要控制因子进行归一化后,在Python中编程进行高维数据聚类分析。Python计算后,处理后的数据以ArcGIS可以读取的格式输出。利用ArcGIS对聚类结果进行了统计分析。最后,根据聚类的结果到实地进行调查,划分生态地质环境类型,如表3和图6所示。Using ArcGIS to process the raw data, after normalizing the main control factors, programming in Python to perform cluster analysis of high-dimensional data. After Python calculations, the processed data is output in a format that ArcGIS can read. Statistical analysis was performed on the clustering results using ArcGIS. Finally, according to the results of the clustering, field investigations were carried out, and the types of ecological geological environments were divided, as shown in Table 3 and Figure 6.
(8)在构建的GIS平台中,利用评价模型结合上述步骤获得的济西国家湿地公园生态地质环境类型,对济西国家湿地公园生态地质环境稳定性进行分区评价。评价结果如图7所示。(8) In the constructed GIS platform, using the evaluation model combined with the ecological geological environment types of Jixi National Wetland Park obtained in the above steps, the stability of the ecological geological environment of Jixi National Wetland Park is evaluated by zone. The evaluation results are shown in FIG. 7 .
(9)通过比较定量评价结果与现场确认和遥感定性分析进行验证,对济西国家湿地公园进行规划。(9) The Jixi National Wetland Park is planned by comparing the quantitative evaluation results with field confirmation and remote sensing qualitative analysis for verification.
通过对研究区生态环境与地质情况、土地利用类型、地下水和地表水资源类型与分布、植被覆盖度等实际情况进行调查,验证了本发明提供的稳定性评价方法的适用性。The applicability of the stability evaluation method provided by the present invention is verified by investigating the actual conditions of the study area such as ecological environment and geological conditions, land use types, types and distribution of groundwater and surface water resources, and vegetation coverage.
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