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基于Hadoop的區(qū)域土壤侵蝕強(qiáng)度計(jì)算GIS設(shè)計(jì)與實(shí)驗(yàn)
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“十二五”國(guó)家科技支撐計(jì)劃項(xiàng)目(2012BAD16B00)、國(guó)家自然科學(xué)基金項(xiàng)目(41371189)和高分辨率對(duì)地觀測(cè)系統(tǒng)重大專項(xiàng)(08-Y30B07-9001-13/15)


GIS Design and Experiment of Soil Erosion Intensity Calculating Based on Hadoop
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    摘要:

    在開源分布式計(jì)算框架Hadoop的基礎(chǔ)上,選擇大凌河流域?yàn)檠芯繀^(qū),構(gòu)建降雨侵蝕力、土壤可侵蝕性、坡長(zhǎng)等土壤侵蝕因子?xùn)鸥駭?shù)據(jù)分布式存儲(chǔ)策略,利用MapReduce編程模式設(shè)計(jì)實(shí)現(xiàn)通用水土流失方程RUSLE的算法程序進(jìn)行土壤侵蝕強(qiáng)度計(jì)算,并擴(kuò)展Geoserver的柵格文件讀取功能,增大對(duì)HDFS柵格文件的讀取支持,實(shí)現(xiàn)土壤侵蝕強(qiáng)度計(jì)算結(jié)果的快速發(fā)布。結(jié)果表明,該系統(tǒng)可實(shí)現(xiàn)大數(shù)據(jù)量、高分辨率土壤侵蝕因子?xùn)鸥駭?shù)據(jù)的區(qū)域土壤侵蝕強(qiáng)度快速計(jì)算,可較好滿足區(qū)域土壤侵蝕預(yù)測(cè)預(yù)報(bào)的時(shí)效性要求;程序運(yùn)行過(guò)程中計(jì)算任務(wù)本地化效果明顯,顯著降低了計(jì)算過(guò)程中的網(wǎng)絡(luò)傳輸壓力,網(wǎng)絡(luò)使用率約22%,且系統(tǒng)性能可通過(guò)增加計(jì)算節(jié)點(diǎn)進(jìn)一步提升。本研究可為大數(shù)據(jù)量、高分辨率柵格數(shù)據(jù)下區(qū)域土壤侵蝕強(qiáng)度計(jì)算及發(fā)布GIS設(shè)計(jì)開發(fā)提供指導(dǎo),為大凌河流域土壤侵蝕監(jiān)測(cè)提供科學(xué)依據(jù)。

    Abstract:

    At present, the research trends and hotspots of regional soil erosion are related to efficiently accessing a large amount of soil erosion factors raster data, quickly calculating and publishing the date of soil erosion intensity. To solve these problem, a GIS was constructed, which consisted of the distributed storage of soil erosion factor raster data, the parallel computing program to calculate soil erosion intensity and the quickly publishing program of soil erosion intensity, based on the latest open source project called Hadoop. Then an experiment of calculating the DaLing River Basin’s soil erosion intensity was taken through the system. The result showed that initially the system can much effectively calculate DaLing River Basin’s soil erosion intensity from a large amount of soil erosion factors raster data. Furthermore, the system can fulfill the requirement of regional soil erosion intensity prediction and forecast. Additionally, in the process of running the program, the localization effect of the calculation task was very obvious, the network transmission pressure in the calculation process was significantly reduced, the network usage rate was maintained at about 22%, and the system performance can be further improved by adding computing nodes. Finally, the studies can provide guidance for GIS design and development of regional soil erosion intensity calculating and publishing with a large amount of highresolution raster data, and provide scientific basis for soil erosion monitoring in DaLing River Basin.

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雷 章,岳德鵬,YANG Di,羅志東,許永利,于 強(qiáng).基于Hadoop的區(qū)域土壤侵蝕強(qiáng)度計(jì)算GIS設(shè)計(jì)與實(shí)驗(yàn)[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2018,49(9):160-165,137. LEI Zhang, YUE Depeng, YANG Di, LUO Zhidong, XU Yongli, YU Qiang. GIS Design and Experiment of Soil Erosion Intensity Calculating Based on Hadoop[J]. Transactions of the Chinese Society for Agricultural Machinery,2018,49(9):160-165,137.

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  • 收稿日期:2018-03-29
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  • 在線發(fā)布日期: 2018-09-10
  • 出版日期: 2018-09-10
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