Transportation Accessibility Evaluation of Educational Institutions Conducting Field Environmental Education Activities in Ecological Protection Areas: A Case Study of Zhuhai City
Abstract
:1. Introduction
2. Materials and Methods
2.1. Overview of the Study Area
2.2. Data Source
2.3. Research Methods
2.3.1. Kernel Density Estimation
2.3.2. Two-Step Floating Catchment Area Method
2.3.3. Thiessen Polygons
3. Results
3.1. Spatial Layout of Teaching Institutions and Students with Ecological Protection Zones
3.2. Accessibility of Educational Institutions to Ecological Protection Zones
3.3. Division of Service Scope for Environmental Education in Ecological Protection Zones
4. Discussion
4.1. Study Innovations and Significance
4.2. Countermeasures and Suggestions
- Educational institutions in Zhuhai are mainly located in the subdistricts of Cuixiang and Qianshan. Field environmental education resources are insufficient and have low accessibility to ecological protection zones in these areas. Therefore, the coastal ecological area resources in central and southern Xiangzhou District should be fully utilized. Moreover, the coastal ecological protection zones and the environmental protection demonstration bases in Xiangzhou District should be strengthened. This will provide a certain environmental education practice base for education institutions in Xiangzhou District while alleviating the burden of conducting field environmental education placed on Mangzhou Wetland Park. Simultaneously, such efforts will improve spatial accessibility between educational institutions in Xiangzhou District and field environmental education bases. However, strict limits should also be placed on natural resources development, planting, breeding, and other activities detrimental to the construction of ecological services in the ecological protection zones. In sum, this will aid in the proper management of field environmental education activities while leaving ecological functions undisturbed.
- While the central and southern areas in Zhuhai City have many students, the ecological protection zones in these areas are limited. Thus, increasing the scales of ecological protection zones in central and southern Zhuhai City and developing marine parks with marine environmental protection in southern Zhuhai City is necessary. The marine park will primarily be used to protect, repair, and properly use living resources through publicity and educational infrastructure construction. These efforts will improve the efficiency of field environmental education activities in central and southern Zhuhai City.
4.3. Outlook
4.4. Mechanism behind the Spatial Differences
- The effect of regional economic development on educational institutions: Differences in economic development are the primary factor of the imbalanced spatial distribution of educational institutions within the city. Due to factors such as geographic location and industry structure, the economic development of districts in Zhuhai City varied significantly, leading to an imbalance in the investment of education and construction funding for educational institutions. Most educational institutions were highly concentrated in regions with rapid economic development, such as Xiangzhou District.
- The demand for educational resources by population size: Population size was the core element affecting the spatial distribution of educational institutions, as large populations provide a stable source of students. Therefore, the concentration of educational institutions in a given region was positively correlated to its population size.
5. Conclusions
- Educational institutions in Zhuhai are mainly located in the subdistricts of Xiangzhou District, with a “one primary and two secondary” spatial structure. Here, “one primary” refers to Cuixiang Subdistrict and Qianshan Subdistrict, while “two secondary” refers to Gongbei Subdistrict and Baijiao Town. Students in Zhuhai are mainly distributed in villages and towns in northeastern Xiangzhou District, with a “one core and two centers” structural characteristic. “One core” is Tangjiawan Town, while “two centers” are Hongqi Town and Sanzao Town. The relatively large nature reserves are mainly distributed in Tangjiawan Town in northeastern Zhuhai, Jingan Town in central Zhuhai, and the adjacent area of the Baiteng Subdistrict. The ecological protection zones with relatively small areas are mainly distributed in southern and northwestern Zhuhai City. With this, we concluded that environmental education resources in both high-value and second-high-value areas of educational institution density are relatively scarce. In contrast, environmental education resources in the high-value and second-high-value areas of student density are relatively affluent.
- Educational institutions with different levels and specialties had similar levels of spatial accessibility to ecological protection zones. Educational institutions with high and relatively high accessibility are mainly distributed in the township subdistricts in northeastern Xiangzhou District and central Doumen District. Educational institutions with general and relatively low accessibility are mainly located in township subdistricts in the central and southern sections of Zhuhai City. Finally, educational institutions with the poorest accessibility are mainly located in township subdistricts in the central part of the Xiangzhou District. Kindergartens and primary schools in Zhuhai City have the highest accessibility to environmental education bases in ecological protection zones; here, the spatial representation is the most similar to the overall accessibility of educational institutions. Junior high schools (secondary technical schools) and mixed high schools have the second highest accessibility to environmental education bases in ecological protection zones, while senior high schools (vocational high schools) and higher education institutions high schools have relatively low accessibility to environmental education bases in ecological protection zones. Meanwhile, special skills schools have the poorest level of accessibility to environmental education bases in ecological protection zones.
- Zhuhai City can be divided into 15 field environmental education blocks. Block 1, block 3, and block 4 mainly provide field environmental education services to Xiangzhou District, while block 5 mainly provides services to Hengqin New District. Next, block 6, block 9, block 10, block 11, and block 12 mainly provide services to Doumen District, while block 13 and block 15 mainly provide services to Gaolan Port. Finally, block 7, block 8, and block 14 mainly provide services to Jinwan District, while block 2 does not provide any such services. There are relatively strong spatial dispersions among educational institutions located in Xiangzhou District, the western section of Jinwan District, and the western, central, and eastern sections of Doumen District with the ecological protection zones within their respective blocks. By contrast, relatively weak dispersions are found among educational institutions located in the central and eastern parts of Jinwan District and northern and southern parts of Doumen District, with the ecological protection zones within their respective blocks. Hence, we concluded that strong spatial dispersions exist among high-end educational institutions and relatively weak dispersion among second-high value areas.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Data Category | Data Description | Data Type | Data Source |
---|---|---|---|
School data | Number of students, educational level, floor area, etc. | Panel data | Educational facilities statistics |
Ecological protection zone data | Ecological protection zone name and area | Panel data | Statistical report on ecological protection zones |
Traffic network data | Highways and railways | Vector data | Baidu map |
Spatial coordinate data | Latitude and longitude coordinates of schools and ecological protection zones | Vector data | Baidu map coordinate pickup system |
Administrative division data | Administrative boundary | Vector data | Resources and Environment Science and Data Center of the Chinese Academy of Sciences |
DEM elevation data | Topographic elevation | Raster data | Resources and Environment Science and Data Center of the Chinese Academy of Sciences |
Code of Block | Name of Block |
---|---|
Block 1 | Qi’ao-Dangan Island Provincial Nature Reserve |
Block 2 | Qi’ao Mangrove Wetland Park |
Block 3 | Pearl River Estuary China White Dolphin National Nature Reserve |
Block 4 | Mangzhou Wetland Park |
Block 5 | Erjingwan Wetland Park |
Block 6 | Huangyang River Wetland Park |
Block 7 | Aerotropolis Wetland Park |
Block 8 | Jinhu Wetland Park |
Block 9 | Glyptostrobus Pensilis Nature Reserve |
Block 10 | Lianjiang Wetland Park |
Block 11 | Dongwan Wetland Park |
Block 12 | Huafa Water County Provincial Wetland Park |
Block 13 | Pingsha New Town Wetland Park |
Block 14 | Sanzhaodamenkou Wetland Park |
Block 15 | Nanhu Lake Wetland Park |
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Zhou, C.; Zhang, D.; He, X. Transportation Accessibility Evaluation of Educational Institutions Conducting Field Environmental Education Activities in Ecological Protection Areas: A Case Study of Zhuhai City. Sustainability 2021, 13, 9392. https://doi.org/10.3390/su13169392
Zhou C, Zhang D, He X. Transportation Accessibility Evaluation of Educational Institutions Conducting Field Environmental Education Activities in Ecological Protection Areas: A Case Study of Zhuhai City. Sustainability. 2021; 13(16):9392. https://doi.org/10.3390/su13169392
Chicago/Turabian StyleZhou, Chunshan, Dahao Zhang, and Xiong He. 2021. "Transportation Accessibility Evaluation of Educational Institutions Conducting Field Environmental Education Activities in Ecological Protection Areas: A Case Study of Zhuhai City" Sustainability 13, no. 16: 9392. https://doi.org/10.3390/su13169392
APA StyleZhou, C., Zhang, D., & He, X. (2021). Transportation Accessibility Evaluation of Educational Institutions Conducting Field Environmental Education Activities in Ecological Protection Areas: A Case Study of Zhuhai City. Sustainability, 13(16), 9392. https://doi.org/10.3390/su13169392