基于SOFM与随机森林的大别山区水土保持空间管控分区研究
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1.南京林业大学;2.淮河水利委员会 淮河流域水土保持监测中心站

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Study on spatial control zoning of soil and water conservation at small watershed scale in Dabie Mountains based on Self Organizing Feature Map and random forest
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1.Nanjing Forestry University;2.Huaihe River Basin Water and Soil Conservation Monitoring Center Station

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    摘要:

    水土保持是国家生态文明建设的重要内容,水土保持空间管控分区是水土流失区域科学治理的前提与关键。然而,目前水土保持管控区域划分研究还未形成成熟的空间划定方法,且水土保持空间划分多以行政边界为单元,以小流域为单元的水土保持空间管控研究较少。为探索水土保持空间管控分区的新方法,落实差别化保护治理措施,该研究利用通用土壤流失方程(universal soil loss equation,USLE)计算研究区潜在土壤侵蚀模数与实际土壤侵蚀模数,并通过随机森林确定了土壤侵蚀的主要影响因子,基于小流域单元的土壤侵蚀及其影响因子利用自组织映射神经网络(self-organizing feature map,SOFM)确定了大别山区的水土保持空间管控分区。结果显示:1)大别山区的平均潜在土壤侵蚀为84415.7 t/(km2·a),平均实际土壤侵蚀为210.25 t/(km2·a)。小流域的实际土壤侵蚀主要分布于0~300 t/(km2·a),潜在土壤侵蚀主要分布于600~300000 t/(km2·a),小流域尺度上潜在土壤侵蚀与实际土壤侵蚀空间分布格局基本一致,高值区主要分布于研究区中部与东部海拔较高的山区腹地;2)植被覆盖度、坡度分别为小流域尺度上潜在土壤侵蚀与实际土壤侵蚀的主要影响因子,植被覆盖度、坡度与土壤侵蚀呈显著正相关(P<0.01)。高植被覆盖区主要分布于林地占比较高的大别山区腹地,坡度较大的区域沿大别山山脊线自西向东分布。3)SOFM结果显示,小流域尺度上的大别山水土保持空间管控区域划分为重点预防区、一般预防区与其他区域3个区域,其中重点预防区涉及小流域710个,面积15287.4 km2。一般预防区共890个小流域,面积18874.4 km2。两个预防区共占研究区面积61.2%。实际土壤侵蚀、潜在土壤侵蚀与坡度在各区域间的差异明显,可作为大别山水土保持空间管控各区域的主要划分指标。研究结果为水土保持空间管控分区提供了新思路,为分区域进行水土保持空间管控提供了理论支持与决策依据。

    Abstract:

    Soil and water conservation is an important part of national ecological civilization construction, and the division of soil and water conservation spatial control area is the prerequisite and key to scientific planning and effective management of soil and water loss regions. However, research on regional division of soil and water conservation control has not formed a mature spatial delineation method, and the division of soil and water conservation space is mostly based on administrative boundaries, and there are few studies on the spatial control of soil and water conservation based on small watershed. In order to explore new methods of spatial control zoning for soil and water conservation and implement differentiated protection and management measures, in this study, USLE model was used to calculate potential and actual soil erosion, and the main influencing factors of soil erosion were determined by random forest. Self-organizing feature map (SOFM) was used to determine the spatial control zone of soil and water conservation in Dabie Mountain area on the small catchment scale. The results showed that: 1) the average potential soil erosion in Dabie Mountain area was 84415.7 t/(km2·a), and the average actual soil erosion was 210.25 t/(km2·a). The actual soil erosion at the small watershed scale is mainly distributed in 0~300 t/(km2·a), and the potential soil erosion is mainly distributed in 600~300000 t/(km2·a). The spatial pattern distribution of potential and actual soil erosion was basically the same at the small watershed scale, and the high value area was mainly distributed in the central and eastern mountain area with higher elevation. 2) Vegetation coverage and slope were the main influencing factors of potential and actual soil erosion at the small watershed scale, and were significantly positively correlated with potential soil erosion (P<0.01). The high vegetation cover area is mainly distributed in the hinterland of Dabie Mountain area, and the high slope area extends from west to east along the ridgeline of Dabie Mountain. 3) SOFM results showed that the spatial control zone of soil and water conservation in Dabie Mountain was divided into three area: key prevention area, general prevention area and other area at the small watershed scale, among which the key prevention area involves 710 small watersheds with an area of 15287.4 km2. There are 890 small watersheds in the general prevention area, covering an area of 18874.4 km2. Key prevention areas and general prevention areas accounted for 61.2% of the study area. The difference of actual soil erosion, potential soil erosion and slope among different regions is obvious, which can be used as the main classification index of spatial control of soil and water conservation in Dabie Mountains. The research results provide a new idea for soil and water conservation spatial control regionalization, and can provide theoretical support and decision-making basis for regional spatial control of soil and water conservation.

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常耀文,杜晨曦,刘霞,郭家瑜,张春强,黎家作,姚孝友.基于SOFM与随机森林的大别山区水土保持空间管控分区研究[J].农业工程学报,,(). changyaowen, duchenxi, liuxia, guojiayu, zhangchunqiang, lijiazuo, yaoxiaoyou. Study on spatial control zoning of soil and water conservation at small watershed scale in Dabie Mountains based on Self Organizing Feature Map and random forest[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE),,().

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  • 收稿日期:2024-04-13
  • 最后修改日期:2024-08-28
  • 录用日期:2024-09-18
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