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利用 CLUMondo 模型和贝叶斯信念网络优化科尔沁沙地土地利用格局。

Optimization of the land use pattern in Horqin Sandy Land by using the CLUMondo model and Bayesian belief network.

机构信息

College of Land Science and Technology, China Agricultural University, Beijing 100193, China.

College of Land Science and Technology, China Agricultural University, Beijing 100193, China.

出版信息

Sci Total Environ. 2020 Oct 15;739:139929. doi: 10.1016/j.scitotenv.2020.139929. Epub 2020 Jun 5.

Abstract

Land use and cover change is an important concept in the study of ecosystem services, especially in ecologically fragile areas. This study generated three scenarios, namely historical trend (HT), national planning (NP), and windbreak and sand fixation (WS), by using the CLUMondo model and Bayesian belief network (BBN) to explore land use with diverse demands. The CLUMondo model was utilized to simulate the land use probability surface of Horqin Sandy Land in 2025 under different scenarios. A BBN was constructed to investigate the net primary productivity (NPP), crop production (CP), and wind protection and sand fixation (WPSF) of Horqin Sandy Land in 2025 under uncertain land use to identify the short board areas of various services. The following results were obtained from the analysis. (1) The land use pattern of Horqin Sandy Land in 2025 under the HT scenario will be dominated by cultivated land expansion and grassland reduction. Under the NP scenario, forest will increase, and unused land and grassland will decrease considerably. Under the WS scenario, cultivated land will still maintain a similar growth state, but the difference is that forest and grassland will significantly increase. (2) NPP had the highest probability of being the Highest and the lowest probability of being Low, whereas CP and WPSF obtained the highest probability of being Medium and the lowest probability of being Higher. (3) Tuquan County and Wengniute Banner with a high probability of providing few ecosystem services should be regarded as key areas for ecological restoration. Kailu County and Horqin Left-wing Middle Banner can provide higher ecosystem services. The methodology adopted in this study establishes the connection between the land use probability surface and the optimized pattern of ecosystem services and can therefore be applied in areas where multi-objective comprehensive improvement of ecosystem services is expected.

摘要

土地利用和覆盖变化是生态系统服务研究中的一个重要概念,特别是在生态脆弱地区。本研究通过使用 CLUMondo 模型和贝叶斯信念网络(BBN)生成了三个情景,分别是历史趋势(HT)、国家规划(NP)和防风固沙(WS),以探索具有不同需求的土地利用。CLUMondo 模型用于模拟 2025 年不同情景下科尔沁沙地土地利用的概率表面。构建了一个 BBN,以调查科尔沁沙地在不确定土地利用下 2025 年的净初级生产力(NPP)、作物产量(CP)和防风固沙(WPSF),以确定各种服务的短板领域。分析得到以下结果。(1)HT 情景下 2025 年科尔沁沙地的土地利用格局将以耕地扩张和草地减少为主。在 NP 情景下,森林将增加,未利用地和草地将大幅减少。在 WS 情景下,耕地仍将保持类似的增长状态,但不同的是,森林和草地将显著增加。(2)NPP 具有最高的高概率和最低的低概率,而 CP 和 WPSF 具有最高的中概率和最低的高概率。(3)图泉县和翁牛特旗的高概率提供较少的生态系统服务,应被视为生态恢复的关键区域。开鲁县和科尔沁左翼中旗可以提供更高的生态系统服务。本研究采用的方法建立了土地利用概率表面与生态系统服务优化模式之间的联系,因此可以应用于预期实现生态系统服务多目标综合改善的地区。

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