基于无人机影像和面向对象随机森林算法的岩溶湿地植被识别方法研究   总被引：1，自引：0，他引：1  

耿仁方  付波霖  蔡江涛  陈晓雨  蓝斐芜  余杭洺  李青逊 《地球信息科学学报》2019,21(8):1295-1306

目前对岩溶湿地的重视程度远低于其他湿地类型,缺乏利用遥感技术进行岩溶湿地植被高精度识别的研究,但岩溶湿地同其他湿地类型一样,湿地面积退化严重,亟待需要解决。因此,本文选取受人类活动影响较大、湿地退化较为严重的广西桂林会仙喀斯特国家湿地公园的部分核心区域作为研究区,以DJI大疆御Mavic Pro无人机航摄影像为数据源,利用泛化能力强、分类精度高的面向对象随机森林算法实现了会仙岩溶湿地植被的高精度分类,探究无人机可见光影像和面向对象随机森林算法在岩溶湿地植被识别中的适用性,为无人机遥感技术应用于岩溶湿地的研究和保护提供技术参考。首先,在eCognition Developer9.0中利用多尺度迭代分割算法对影像图层进行分割;然后,基于以往在进行面向对象分类研究的经验来指导我们进行特征选择,充分考虑了影像的光谱和纹理特征、植被指数、无人机遥感数据派生的研究区数字地表模型（DSM）和几何特征;最后,在RStudio中实现了随机森林算法参数的调优、模型的构建以及分类。结果显示,面向对象随机森林算法对会仙湿地植被具有较高的识别能力,在95%置信区间内总体精度为86.75%,Kappa系数为0.83。在单一典型岩溶湿地植被识别精度中,狗牙根-白茅-水龙植被群丛的用户精度在90%以上,生产者精度高于80%,竹子-马甲子-桂花生产者精度高于80%,但是用户精度较低,仅为70.59%。  相似文献   

Influence of partial confinement and Holocene river formation on groundwater flow and dissolution in the Florida carbonate platform          下载免费PDF全文

J. D. Gulley  J. B. Martin  P. Spellman  P. J. Moore  E. J. Screaton 《水文研究》2014,28(3):705-717

Much of what is known about groundwater circulation and geochemical evolution in carbonate platforms is based on platforms that are fully confined or unconfined. Much less is known about groundwater flow paths and geochemical evolution in partially confined platforms, particularly those supporting surface water. In north‐central Florida, sea level rise and a transition to a wetter climate during the Holocene formed rivers in unconfined portions of the Florida carbonate platform. Focusing on data from the Santa Fe River basin, we show river formation has led to important differences in the hydrological and geochemical evolution of the Santa Fe River basin relative to fully confined or unconfined platforms. Runoff from the siliciclastic confining layer drove river incision and created topographic relief, reorienting the termination of local and regional groundwater flow paths from the coast to the rivers in unconfined portions of the platform. The most chemically evolved groundwater occurs at the end of the longest and deepest flow paths, which discharge near the center of the platform because of incision of the Santa Fe River at the edge of the confining unit. This pattern of discharge of mineralized water differs from fully confined or unconfined platforms where discharge of the most mineralized water occurs at the coast. Mineralized water flowing into the Santa Fe River is diluted by less evolved water derived from shorter, shallower flow paths that discharge to the river downstream. Formation of rivers shortens flow path lengths, thereby decreasing groundwater residence times and allowing freshwater to discharge more quickly to the oceans in the newly formed rivers than in platforms that lack rivers. Similar dynamic changes to groundwater systems should be expected to occur in the future as climate change and sea level rise develop surface water on other carbonate platforms and low lying coastal aquifer systems. Copyright © 2012 John Wiley & Sons, Ltd.  相似文献   

Impact of grout curtains on karst groundwater behaviour: an example from the Dinaric karst     

Ognjen Bonacci  Tanja Roje‐Bonacci 《水文研究》2012,26(18):2765-2772

Grout curtains are vertical grout walls installed in the ground. In karst terrains, their construction is primarily connected with dams and reservoirs. Their main role is to increase water tightness and to prevent progressive erosion, blocking possible seepage paths along karst fissures and conduits. In this article, changes in the behaviour of the groundwater level (GWL) and the water temperature in nine deep piezometers, which were caused by the construction of a grout curtain at the ?ale Reservoir on the Cetina River (Croatia), were analysed. The total length of the grout curtain is 3966 m. It spreads 120 m below the dam. The most analysed data are from the period after the dam had been built. Only few data and figures concern the comparison between pre‐ and post‐dam periods. The hourly data of the GWL and the water temperature were analysed for the period between 1 September 2008 at 02:00 h to 31 December 2009 at 23:00 h (11 687 h total) in six deep piezometers (marked in the text and figures as 1, 2, 3, 4, 5 and 6). For three piezometers (marked in the text and figures as A, B and C), some discontinuous measurements of the GWL and the water temperature were available for analysis. The construction of the grout curtain made strong, sudden and possibly dangerous changes to the characteristics of the aquifer and the circulation of groundwater in the local area. Special attention is paid to analyses of the behaviour of the hourly GWL data measured in the piezometers pairs (two neighbouring piezometers, one inside and the other outside of the grout curtain). During more than 80% of the analysed period, the GWL was higher in the piezometer inside the grout curtain than the one outside of it. The intensity and range of the dynamics of GWL was higher in piezometer outside the grout curtain than the inside ones. After the construction of the grout curtain, the maximum measured hydrostatic pressure on some parts of the grout curtain was approximately 40 m. It changes quickly in both time and direction. The water temperature was found to be similar in all of the measured piezometers, and it varies between 10.2 and 15.7 °C with an average value of 12.7 °C. Copyright © 2011 John Wiley & Sons, Ltd.  相似文献   

An isotopic calibration study of precipitation,cave dripwater,and climate in west‐central Florida     

Jason S. Polk  Philip van Beynen  Jonathan Wynn 《水文研究》2012,26(5):652-662

A calibration study of oxygen and hydrogen isotopic composition from precipitation and cave dripwater was conducted in west‐central Florida at Legend Cave during 2007–2008. This study was performed to better understand how modern precipitation patterns can be discerned through examination of cave dripwater and speleothem calcite for paleoclimate reconstruction. The ‘amount effect’ was shown to be a dominant control on the oxygen isotopic composition of precipitation for the study area. A meteoric water line with a slope of 6·7 suggests evaporative effects occur either during precipitation or subsequent hydrological processes. However, δ¹⁸O values of cave dripwater averaged near the mean annual amount‐weighted average of precipitation, suggesting that the isotopic composition of dripwater tracks the long‐term average of rainfall. An observed weak seasonal influence occurred in the d‐excess values, with summer precipitation being more enriched due to increased evaporative effects. Comparison of precipitation δ¹⁸O values to synoptic weather data shows the dominant amount effect influence occurs due to strong convective storms producing highly ¹⁸O‐depleted rainfall at greater amounts during the year. Constant δ¹⁸O values of the dripwater indicate that paleoclimate reconstructions using speleothems from this area would record changes in annual to interannual shifts in precipitation amount above the cave. Copyright © 2011 John Wiley & Sons, Ltd.  相似文献   

基于无人机可见光影像的高原丘陵盆地区山药植株识别   总被引：1，自引：0，他引：1  

黄登红  周忠发  吴跃  朱孟  尹林江  崔亮 《热带地理》2019,39(4):571-582

采用四旋翼无人机采集特色作物山药种植区影像，针对山药种植时间和管护水平差异导致的植株生长差异化特征，通过筛选红绿比值指数（RGRI）、过绿指数（ExG）和过绿减过红指数（ExG-ExR）等颜色指数获取山药植株最优颜色指数计算方法；以高斯高通滤波（GHPF）增强和保留山药植株高频信息，抑制杂草、玉米植株的噪声；结合田间测量山药植株数据，通过人机交互解译方法对图像滤波增强后的影像进行灰度分割和提取山药植株信息。结果表明：1）样区总体提取精度为91.14%，样区A、B、C的提取精度分别为90.94%、91.96%、90.81%，精度验证完整性为93.16%；2）随着山药植株多株连体生长复杂程度的增强，过绿指数具有的土壤与植被的分离性仍优于红绿比值指数和过绿减过红指数；3）使用高斯高通滤波能够有效消除杂草、玉米植株的影响，减小山药植株多株连接生长所产生的干扰；4）高斯高通滤波卷积核大小79×79适用于不同时相和不同生长情况的山药植株影像处理，针对不同的山药植株生长情况和不同时相的可见光影像，需调整灰度分割的阈值参数t，单株山药植株面积S由田间测量确定。该方法以快速灵活、低成本的方式识别和计算不同生长状态的山药植株数目，适用于喀斯特山区的精准农业监测研究和现代农业生产活动。  相似文献   

Responses of water yield and dissolved inorganic carbon export to forest recovery in the Houzhai karst basin,southwest China          下载免费PDF全文

Junhua Yan  Wantong Wang  Chuanyan Zhou  Kun Li  Shijie Wang 《水文研究》2014,28(4):2082-2090

Karst terrain (carbonate rocks) covers a vast land of 0.446 million km² in southwest China. Water yield and carbonate rocks weathering in this region have been receiving increased attention due to a large‐scale forest recovery. Using both hydrological measurements and forest inventories from 1986 to 2007 in the Houzhai karst basin (HKB), we analyzed the responses of water yield and dissolved inorganic carbon (DIC) export to forest recovery in southwest China. With implementation of both the Natural Forest Conservation Program (NFCP) and the Conversion of Farmland to Forests Program (CFFP), the fraction of forest area in HKB was increased from near zero to 18.9% during the study period, but the ratio of total water yield (surface and underground) to precipitation varied very little over the annual period, neither in wet season nor in dry season. By contrast, the concentration of DIC in water, especially in the surface water had a pronounced increase during the study period, with an increase of 0.53 and 0.25 g C m^?3 yr^?1 for surface water and underground water, respectively. As a result, total annual DIC export at mean annual rainfall significantly increased from the low to high forest area stage. This increase was largely driven by surface water during the wet season, presumably being related to biological activity. It was concluded that forest recovery in HKB had no significant effect on water yield, but resulted in more carbon dioxide (CO₂) dissolved in karst water accompanying with carbon uptake by forests. Our results suggested that implementations of both NFCP and CFFP had no shifted water yield regimes in southwest China; instead, they might have alleviated global climate change by increasing carbon uptake through combined biological processes and carbonate rocks weathering. Copyright © 2013 John Wiley & Sons, Ltd.  相似文献   

喀斯特关键带水—土—气CO₂分压垂直转化特征及影响因素     

汪炎林  周忠发  薛冰清  李坡  田衷珲  张结  汤云涛 《地理学报》2020,75(5):1008-1021

喀斯特关键带是碳循环在岩石圈、大气圈、水圈和生物圈的主要综合作用区域,各层相互作用形成不同的反应体系,其中,CO₂扮演了十分重要的作用。通过对双河洞洞穴上覆土壤及洞穴水及空气CO₂浓度的监测,采用数理统计分析方法,根据碳酸平衡系统理论对CO₂的垂直向转化特征进行系统分析。结果表明：CO₂的垂直向转化过程受洞穴内外部气温变化、滴水pH及脱气沉积过程的影响,其供给来源、离子饱和状况在雨季和旱季存在明显差异;雨季时,大气降水在土壤中下渗速度较快,构成一个相对稳定的封闭环境,土壤、表层喀斯特带对渗透水CO₂补充作用较弱,渗透水中CO₂分压（即PCO₂）变化范围在0.035~0.126 vol%,洞内水—气CO₂分压（△lg PCO₂ > 0）,洞穴水具有溶蚀性,此时表层喀斯特带下部中的CO₂应为洞穴水CO₂的主要来源;旱季时,由于降水量较小,渗透水有充分时间接受土壤与表层喀斯特带CO₂补充,构成开放系统,渗透水变化范围为0.038 vol%~0.095 vol%,更有利于发生先期沉积过程（PCP）,此时洞内空气PCO₂小于洞穴水（△lg PCO₂ < 0）,促使滴水在洞内再次发生沉积、形成沉积物,此时土壤和表层喀斯特带均为洞穴水CO₂的主要来源。  相似文献   

Establishing rates of karst landscape evolution in the Tropics: a context for the formation of archaeological sites in western Flores,Indonesia     

Kira E. Westaway  Thomas Sutikna  Michael J. Morwood  Jian‐Xin Zhao 《第四纪科学杂志》2010,25(6):1018-1037

Tropical landscapes evolve at a rapid rate, creating stepped alluvial terraces, dense basin and cone topographies and multilevel cave systems. An understanding of the rate of landscape evolution is crucial for understanding how landscapes respond to tectonic instability and for reconstructing landscapes that have changed over archaeological timescales. The rate of landscape incision as a proxy for karst landscape evolution in Indonesia, a key region in the path of human dispersal, has been established using the rate of karstification – by estimating a chronology for stages of cave development using thermal ionisation mass spectrometry U‐series dating on flowstones, and the rate of downcutting – by establishing a chronology for a series of alluvial terraces using red thermoluminescence dating. Using these techniques we have determined that the estimated rate of karstification (113 ± 26 mm ka^?1) is slower than the average rate of downcutting (305 ± 24 mm ka^?1), and the combined rate of landscape incision (217 ± 18 mm ka^?1) is slower than the known rate of tectonic uplift for this region derived from raised coral terraces (450 ± 50 mm ka^?1). This suggests that rivers are quicker to respond to tectonic instability, but both cave and river systems display a slower rate of incision and karstification than uplift. Correlations between these components of the landscape system reveal a strong, interacting relationship where defined phases of uplift are reflected in the pattern of karstification and cycles of downcutting. An understanding of this relationship has been pivotal in reconstructing the formation and geomorphic history of archaeological caves such as Liang Bua. Copyright © 2010 John Wiley & Sons, Ltd.  相似文献   

Detecting the flow relationships between deep and shallow aquifers in an exploited groundwater system,using long‐term monitoring data and quantitative hydrogeology: the Acque Albule basin case (Rome,Italy)     

Francesco La Vigna  Roberto Mazza  Giuseppe Capelli 《水文研究》2013,27(22):3159-3173

Five years of hydrogeological monitoring and field activities performed in the complex hydrogeological system of the Acque Albule basin (AAB) were conducted to define the hydrogeological setting, the relationship between deep and shallow aquifers and a conceptual groundwater flow model of this exploited area using conventional quantitative techniques. The basin, which is located close to Rome (Italy) on the west side of the Apennine chain and just north of the Colli Albani volcano, subsided after development of a north–south fault system (about 115 000 y bp). The AAB experiences intense hydrothermal activity, which has produced a large travertine deposit (80‐m thick). The travertine deposit constitutes a fractured aquifer that is the final destination of more than 5 m³ s^‐1 of water and is strongly dewatered by quarry activities. The complex hydrogeology of this basin was investigated, revealing two main hydraulically connected aquifers, one thermalised and partly confined into the limestone bedrock and one unconfined in the travertine. The two aquifers are separated by a non‐continuous clayey aquiclude. The hydrogeological survey and geological characterisation contributed to the development of the groundwater flow conceptual model. Analysis and comparison of the monitored levels highlighted the pattern of flow between the deep and shallow parts of the flow system. Copyright © 2012 John Wiley & Sons, Ltd.  相似文献   

Simulating effect of anthropogenic activities and climate variation on Liulin Springs discharge depletion by using the ARIMAX model     

Yonghong Hao  Jing Wu  Qingxia Sun  Yuen Zhu  Yan Liu  Zhongtang Li  Tian‐Chyi J. Yeh 《水文研究》2013,27(18):2605-2613

Based on the groundwater development process, and regional economic and social developing history, we divided the spring hydrological process of the Liulin Springs Basin into two periods: pre‐1973 and post‐1974. In the first period (i.e. 1957–1973), the spring discharge was affected by climate variation alone, and in the second period (i.e. 1974–2009), the spring discharge charge was influenced by both climate variation and human activities. A piecewise analysis strategy was used to differentiate the contribution of anthropogenic activities from climate variation on karst spring discharge depletion in the second period. Then, the ARIMAX model was applied to spring flow time series of the first period to develop a model for the effects of climate variation only. Using this model, we estimated the spring discharge in the second period solely under the influence of climate variation. Based on the water budget, we subtracted observed spring discharge from the estimated spring discharge and acquired the contribution of human activities on spring discharge depletion for the second period. The results of the analysis indicated that the contribution of climate variation to the spring discharge depletion is?0.20 m³/s from 1970s to 2000s. The contribution of anthropogenic activities to the spring flow depletion was ?2.56 m³/s in 2000s, which was about 13 times more than that of climate variation. Our analysis further indicates that groundwater exploitation only accounts for 29% of the spring flow depletion due to the effects of human activities. The remaining 71% of the depletion is likely to be caused by other human activities, including dam building, dewatering during coal mining, and deforestation. Copyright © 2012 John Wiley & Sons, Ltd.  相似文献