区域一体化背景下土地覆盖变化及其对地表热环境的影响
Land Cover Changes and Its Impact on the Surface Thermal Environment under Regional Integration
摘要: 土地利用/土地覆盖(LULC)作为关键环境因素,关系居民生活舒适度与生态可持续发展。区域一体化作为当代城市发展的主要方向,本研究聚焦2000~2023年长株潭城市群一体化进程,采用遥感数据反演技术,通过土地利用动态度、转移矩阵及景观格局指数等方法揭示LULC时空演变规律及其对地表热环境的影响。研究发现区域一体化显著增强城市间空间连通性与集聚效应,三市交界处不透水面持续扩张;发展初期主要表现为生态用地向建设用地和耕地转化,后期大型生态工程促使林地面积回升,形成“缩减–修复”的演变特征。基于XGboost机器学习的方法发现不同土地覆盖类型的景观格局对地表热环境的影响各有差异。研究证实区域协同发展对土地利用格局和地表热环境具有阶段性重塑作用。
Abstract: Land Use/Land Cover (LULC), as a critical environmental factor, is closely related to residents’ living comfort and ecological sustainable development. Regional integration, as a major direction of contemporary urban development, is the focus of this study, which examines the integration process of the Chang-Zhu-Tan urban agglomeration from 2000 to 2023. Using remote sensing data inversion technology, this research employs methods such as land use dynamic degree, transition matrix, and landscape pattern indices to reveal the spatiotemporal evolution of LULC and its impact on the surface thermal environment. The study finds that regional integration significantly enhances spatial connectivity and agglomeration effects between cities, with continuous expansion of impervious surfaces at the junction of the three cities. In the early stages of development, the primary trend was the conversion of ecological land to construction land and cultivated land, while in later stages, large-scale ecological projects led to a recovery of forest area, forming an evolution characteristic of “reduction-restoration.” Based on the XGBoost machine learning method, it was found that the landscape patterns of different land cover types have varying impacts on the surface thermal environment. The research confirms that regional coordinated development has a phased reshaping effect on land use patterns and the surface thermal environment.
文章引用:张清. 区域一体化背景下土地覆盖变化及其对地表热环境的影响[J]. 环境保护前沿, 2025, 15(4): 575-585. https://doi.org/10.12677/aep.2025.154065

参考文献

[1] 李平星, 陈雯, 邹露, 等. 基于一体化生态空间格局的土地利用/覆被变化及其生态环境效应——以长三角为例[J]. 环境科学学报, 2021, 41(10): 3905-3915.
[2] 孙施文. 区域一体化发展的空间治理研究[J]. 空间与社会评论, 2023(2): 18-33.
[3] Jiang, N. and Jiang, W. (2024) How Does Regional Integration Policy Affect Urban Resilience? Evidence from Urban Agglomeration in China. Environmental Impact Assessment Review, 104, Article ID: 107298. [Google Scholar] [CrossRef
[4] 徐斌, 柯达, 刘杨倩宇. 中国区域一体化如何影响碳排放效率[J]. 当代财经, 2023(1): 120-31.
[5] 郭艺, 曹贤忠, 魏文栋, 等. 长三角区域一体化对城市碳排放的影响研究[J]. 地理研究, 2022, 41(1): 181-92.
[6] Zhang, W., Liu, G., Ghisellini, P. and Yang, Z. (2024) Ecological Risk and Resilient Regulation Shifting from City to Urban Agglomeration: A Review. Environmental Impact Assessment Review, 105, Article ID: 107386. [Google Scholar] [CrossRef
[7] 湖南省人民政府. 中共湖南省委 湖南省人民政府关于印发《长株潭区域一体化发展规划纲要》的通知[Z]. 2020.
[8] 李婧, 马莉. 盐池县土地利用变化与生态环境的耦合关系[J]. 中国水土保持科学, 2020, 18(2): 19-25.
[9] 邬建国. 景观生态学——概念与理论[J]. 生态学杂志, 2000, 19(1): 42-52.
[10] Uuemaa, E., Antrop, M., Roosaare, J., Marja, R. and Mander, Ü. (2009) Landscape Metrics and Indices: An Overview of Their Use in Landscape Research. Living Reviews in Landscape Research, 3, 1-28. [Google Scholar] [CrossRef
[11] McGarigal, K., Cushman, S.A., Neel, M.C., et al. (2002) FRAGSTATS: Spatial Pattern Analysis Program for Categorical Maps.
[12] Chen, T. and Guestrin, C. (2016) XGBoost: A Scalable Tree Boosting System. Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Francisco, 13-17 August 2016, 785-794. [Google Scholar] [CrossRef
[13] Lundberg, S.M. and Lee, S.-I. (2017) A Unified Approach to Interpreting Model Predictions. Proceedings of the 31st International Conference on Neural Information Processing Systems, Long Beach, 4-9 December 2017, 4768-4777.
[14] 周恩洁, 王亚敏, 伍玉舒, 等. 1987-2015年长沙市极端气温变化分析[J]. 大众科技, 2018, 20(8): 24-27.
[15] Zou, F., Li, H. and Hu, Q. (2020) Responses of Vegetation Greening and Land Surface Temperature Variations to Global Warming on the Qinghai-Tibetan Plateau, 2001-2016. Ecological Indicators, 119, Article ID: 106867. [Google Scholar] [CrossRef
[16] Guo, L., Di, L., Zhang, C., Lin, L., Chen, F. and Molla, A. (2022) Evaluating Contributions of Urbanization and Global Climate Change to Urban Land Surface Temperature Change: A Case Study in Lagos, Nigeria. Scientific Reports, 12, Article No. 14168. [Google Scholar] [CrossRef] [PubMed]
[17] 孙燕, 吴莉莉, 金晓斌, 等. 长三角区域一体化对城市群土地利用效率的空间协同效应[J]. 地理研究, 2024, 43(8): 2104-2120.