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基于EnKF-MCRP模型的生態(tài)用地?cái)U(kuò)張模擬研究
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國(guó)家自然科學(xué)基金項(xiàng)目(41371189)和“十二五”國(guó)家科技支撐計(jì)劃項(xiàng)目(2012BAD16B00)


Simulation on Ecological Land Use Expansion Based on EnKF-MCRP Model
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    摘要:

    以生態(tài)脆弱區(qū)典型縣域磴口縣為研究區(qū),基于2002、2007、2012、2015年4期遙感影像解譯數(shù)據(jù),將數(shù)據(jù)同化技術(shù)引入生態(tài)源地的變化模擬中,考慮生態(tài)障礙和生態(tài)阻力構(gòu)建EnKF-MCRP模型,進(jìn)行磴口縣生態(tài)用地的變化模擬。結(jié)果表明,引入數(shù)據(jù)同化技術(shù)的EnKF-CA/Markov模型的模擬總精度達(dá)到82.4%,數(shù)據(jù)同化能夠減少誤差的積累。根據(jù)擴(kuò)展能力磴口縣生態(tài)源地共分為5個(gè)等級(jí),其中3、4、5級(jí)生態(tài)源地的空間布局形成東北-西南、西北-西南的沙漠化防護(hù)格局。引入生態(tài)源地變化的EnKF-MCRP模型的生態(tài)用地?cái)U(kuò)張模擬精度最高,生態(tài)用地面積與空間布局最接近實(shí)際情況,方差達(dá)到0.4。此研究可為當(dāng)前以及未來的生態(tài)用地規(guī)劃和管理提供科學(xué)根據(jù)。

    Abstract:

    In the ecologically vulnerable area which locates in northwest arid and semiarid areas, ecological land is the important guarantee to maintain the security and stability of regional ecological environment. Studying the simulation of ecological land use change is of great significance. Accordingly, based on the typical ecologically vulnerable area—Dengkou County, this paper simulates ecological land use evolution of Dengkou County, using the four remote sensing image interpretation data of 2002, 2007, 2012 and 2015. Taking ecological ecoresistance barriers and EnKF-MCRP model into account, an ecological resistance surface was built. The EnKF-MCRP model was constructed to simulate the evolution of ecological sources considering the ecological sources change, ecological source level, distance and base surface resistance characteristics. The results showed that the combination of data assimilation and EnKF-CA/Markov model made a total accuracy of 82.4%, by using ensemble Kalman filter, the model can accumulate less errors and improve the accuracy of simulation, i.e., data assimilation can reduce the accumulation of errors. According to the expandability, ecological sources of Dengkou County were divided into five grades, of which the spatial layout of 3, 4, 5 grades formed the northeastsouthwest and northwestsouthwest pattern of desertification prevention. The building of EnKF-MCRP which takes the ecological source evolution into consideration made the highest precision. And the area of ecological sources and spatial distribution were the closest to the reality, of which the variance met 0.4. Different levels of ecological sources and ecological barriers were used to modify the model, which can improve the accuracy of the simulation results. This study could provide a scientific basis for the current and future ecological land planning and management.

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于強(qiáng),岳德鵬,Di Yang,張啟斌,馬歡,李宇彤.基于EnKF-MCRP模型的生態(tài)用地?cái)U(kuò)張模擬研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2016,47(9):285-293. Yu Qiang, Yue Depeng, Di Yang, Zhang Qibin, Ma Huan, Li Yutong. Simulation on Ecological Land Use Expansion Based on EnKF-MCRP Model[J]. Transactions of the Chinese Society for Agricultural Machinery,2016,47(9):285-293.

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  • 收稿日期:2016-06-16
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  • 在線發(fā)布日期: 2016-09-10
  • 出版日期: 2016-09-10