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中国西南地区未来不同情景下土地利用变化模拟

Simulation of future land use changes under different scenarios in Southwest China

  • 摘要:
    目的 中国西南地区是水土流失敏感区域,其未来土地利用变化亟待模拟预测,以支持区域生态保护与土地管理决策。
    方法 基于MCD12Q1和LUH2数据,使用斑块生成土地利用模拟(PLUS)模型模拟SSP1-RCP1.9(可持续发展,SSP119)、SSP2-RCP4.5(中等发展,SSP245)和SSP5-RCP8.5(高速发展,SSP585)3种情景下2020—2100年土地利用分布,并通过动态度、转移矩阵及空间扩张分析,揭示该区域21世纪的土地利用时空变化特征
    结果 1)2001—2020年,土地利用综合动态度为0.47%,变化强度较高,林地增加4万2191 km2,草地减少5万2614 km2,建设用地超越未利用地成为第4大类,扩张集中于成渝经济区等城市群。2)模型精度较高,Kappa = 0.85,总体精度(OA) = 0.91,品质因数(FoM) = 0.18。2020—2100年各情景下,草地是主要转出地类;建设用地呈现倒U型变化,在50年代达到峰值后转出。3)SSP119情景下土地利用变化强度最高,综合动态度峰值达1.71%,林地和耕地面积增加57.33%和66.96%,林地覆盖除四川盆地外大部分区域,耕地在川西北−东和滇东等地扩张,草地面积净减少96.23%;SSP245情景下土地利用变化强度较低,综合动态度为0.08%至0.34%,林地和耕地面积增加10.18%和18.40%,草地面积减少19.21%;SSP585情景下2040年前变化强度高,之后趋缓,至2100年各地类面积与SSP245情景趋同,城市群建设用地呈现高强度圈层式扩张。
    结论 PLUS模型能够可靠地模拟中国西南地区复杂地形下的未来土地利用变化,模拟结果揭示不同发展情景下该区域的土地利用变化特征,可为国土空间规划(如生态保护红线划定)和土地管理策略制定(如水土流失防控)提供坚实的科学支持。

     

    Abstract:
    Objective Southwest China (Yunnan, Guizhou, Sichuan, and Chongqing) is highly sensitive to soil erosion, necessitating urgent simulation and prediction of future land use changes to support regional ecological protection and land management decisions.
    Methods Based on MCD12Q1 historical land use data (2001−2020) and LUH2 future data, the patch-generating land use simulation (PLUS) model was used to simulate land use distribution from 2020 to 2100 under three Shared Socioeconomic Pathway-Representative Concentration Pathway (SSP-RCP) scenarios: SSP1-RCP1.9 (sustainable development, SSP119), SSP2-RCP4.5 (medium development, SSP245), and SSP5-RCP8.5 (high-speed development, SSP585). Spatiotemporal variation characteristics of land use change in this region during the 21st century were analyzed using land use dynamic degree, transition matrices, and spatial expansion analysis.
    Results 1) Historically (2001–2020), the comprehensive land use dynamic degree was 0.47%, indicating a relatively high change intensity. Forestland increased significantly by 42 191 km2 (reaching 47.73% coverage), primarily converted from grassland (−52 614 km2). Construction land surpassed unused land to become the fourth largest category, with its expansion concentrated in urban agglomerations such as the Chengdu-Chongqing economic zone. 2) The PLUS model demonstrated high accuracy with Kappa = 0.85, overall accuracy (OA) = 0.91, figure of merit (FoM) = 0.18. From 2020 to 2100, grassland was the primary land use type converted to other uses under all scenarios. Construction land exhibited an inverted U-shaped trend, peaking in the 2050s before decreasing. 3) Under the SSP119, land use change intensity was the highest, with the peak comprehensive dynamic degree reaching 1.71%. Forestland and cropland increased by 57.33% and 66.96%, respectively. Forestland covered most areas except the Sichuan Basin, and cropland expanded in northwestern and eastern Sichuan and eastern Yunnan. Grassland area experienced a net decrease of 96.23%. Under the SSP245, the change intensity was relatively low, with comprehensive dynamic degree ranging from 0.08% to 0.34%. Forestland and cropland increased by 10.18% and 18.40%, while grassland decreased by 19.21%. Under the SSP585, the change intensity was high before 2040 and then slowed down. By 2100, the area of each land use type converged with that under the SSP245, and construction land in urban agglomerations exhibited high-intensity concentric expansion.
    Conclusions The PLUS model can reliably simulate future land use change in the complex terrain of Southwest China. The simulation results reveal the spatiotemporal characteristics of land use change in this region under different development scenarios, providing robust scientific support for territorial spatial planning (e.g., delineation of ecological protection red lines) and land management strategy formulation (e.g., soil erosion prevention and control).

     

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