基于无人机和决策树算法的榆树疏林草原植被类型划分和覆盖度生长季动态估计

植被覆盖度是评估生态环境质量与植被生长的重要指标,也是全球众多陆面过程模型和生态系统模型中表达植被动态的重要参数。卫星遥感和地面测量是估算植被覆盖度的常见方法。然而,如何精确估计榆树疏林草原上木本、草本不同类型植被的覆盖度仍然具有挑战性。无人机飞行系统有效的补充了区域尺度低空间分辨率的卫星遥感影像与样地尺度实地调查之间的缺口,为精确的监测、评估疏林草原的植被动态提供了新途径。利用无人机监测平台和决策树算法构建了一套快速、准确、自动获取景观尺度植被类型和估算植被覆盖度的自动化工具,以浑善达克沙地榆树疏林草原为对象,应用无人机监测平台对榆树疏林草原长期定位监测大样地2017年生长季植被状况进行7次监测。结果表明:1)无人机植被监测平台数据飞行高度100 m,获取的样地数字正射影像空间分辨率为2.67 cm/像元,远高于高分卫星影像,利用决策树算法基于数字正射影像可以实现自动划分榆树疏林草原木本和草本植被类型和估算植被覆盖度; 2)生长季内榆树疏林草原木本植被覆盖度为(19±2)%,草本植被覆盖度为(50±8)%,植被总覆盖度为(69±9)%,相对于木本植被,草本植被生长季内盖度变幅较大; 3)在整个生长季中,木本植被和草本植被对植被总覆盖度的平均贡献率分别为27%和73%,草本植被对植被总盖度的贡献远大于木本植被,榆树疏林草原植被的盖度主要受草本植被的影响。本研究证明无人机监测平台是一种高效、准确的植被监测工具,结合机器学习算法,实现了景观尺度植被类型的自动划分和不同类型植被覆盖度快速获取;在浑善达克沙地榆树疏林草原地区首次获取了木本植被和草本植被覆盖度的生长季动态。该平台未来可应用于各种类型生态系统植被类型划分、监测和评估。     

浑善达克沙地不同微地形的土壤物理性质和草本群落分布及其相关性分析

采用样方调查和室内检测相结合法对内蒙古浑善达克沙地迎风坡、坡顶、背风坡和丘间地不同土层(0~10、10~20和20~40 cm)的土壤物理性质(包括含水量、田间持水量、容重、总孔隙度和毛管孔隙度)及草本群落的生产力(包括盖度和地上部生物量)和物种多样性(包括Margalef丰富度指数、Simpson多样性指数、Shannon-Wiener多样性指数和Pielou均匀度指数)进行比较分析;在此基础上,采用Pearson相关性分析法对不同微地形的土壤物理性质与草本群落各指标间以及草本群落生产力与物种多样性各指标间的相关性进行分析.结果表明:4种微地形的土壤物理性质总体上差异显著,但不同土层的土壤物理性质总体上无明显差异;从丘间地、背风坡、坡顶到迎风坡,土壤的含水量、田间持水量、总孔隙度和毛管孔隙度依次递减,而土壤容重则依次递增,说明迎风坡的土壤结构较差且水分散失较多,而丘间地的土壤结构和水分状况均相对较好.不同微地形间草本群落生产力和物种多样性总体上也存在明显差异,从背风坡、丘间地、坡顶到迎风坡,草本群落的生产力和物种多样性依次递减,仅Margalef丰富度指数表现为在丘间地最高、在迎风坡最低,说明迎风坡的草本群落物种多样性较低,群落稳定性差,而背风坡和丘间地的草本群落物种多样性和生产力水平均较高,群落稳定性较好.相关性分析结果表明:该区域的草本群落生产力和物种多样性与土壤容重呈负相关,与土壤的其他物理性状呈正相关,但仅部分指标间有显著或极显著相关性;草本群落生产力与物种多样性各指标间呈正相关,但多数指标间的相关性并不显著.研究结果显示:微地形能够显著影响浑善达克沙地的土壤物理性质和草本群落的分布特征,气候和人为干扰使该沙地的土壤物理性质受到严重破坏,导致草本群落生产力降低并处于不稳定状态.     

Monitoring sandy desertification of Otindag Sandy Land based on multi-date remote sensing images

Sandy desertification is now the main ecological problem in the Otindag Sandy Land. In order to reveal the process of land degradation, especially the latest situation of sandy desertification, a method integrating remote sensing, Geographic Information System (GIS) and field survey was employed to build a sandy desertification dataset for analysis. Remote sensing images included the Landsat Thematic Mapper (TM) image in 1987, the Enhanced Thematic Mapper Plus (ETM⁺) image in 2000, and the image with the Charge-Coupled Device Camera (CCD) on the China-Brazil Earth Resources Satellite (CBERS) in 2006. Five land-cover classes, including active sand dunes, fixed sand dunes, semi-fixed sand dunes, inter-dune grassland and wetlands, were identified. Results showed that the Otindag Sandy Land has been suffering sandy desertification since 1987 with 2 different desertified stages. The first stage from 1987 to 2000 was a severe sandy desertification period, characterized by the fixed sand dunes decreasing at a high speed, and the semi-fixed and active sand dunes increasing remarkably. The second stage spanned from 2000 to 2006 and the sandy desertification was weakened greatly. Although a large area of fixed sand dunes were transformed to other types, fixed sand dunes were still the dominant type in the Ointdag region at 2006. Spatial change detection based on active sand dunes showed that the expansion area was much larger than the reversion area in the past two decades, and that several active sand belts had been formed, suggesting that sandy desertification controlling of the Otindag Sandy Land will be a long-term task.     

Multiclonal tussocks in the grass Achnatherum splendens (Trinius) Nevskia (Poaceae)

Clonal plant species often form genetically diverse populations, even when sexual reproduction in a population is rarely observed. Here we test whether the spatially discrete clusters of plants (tussocks of graminoids) formed within populations of some clonal species can likewise be multiclonal. We sampled leaves of ramets (shoots) within 20 tussocks of the grass Achnatherum splendens in the Otindag Sandland in Inner Mongolia, China, and genotyped the ramets using standard molecular protocols. The 20 tussocks were allocated to three classes: (i) small, circular, (ii) large, circular and (iii) large, irregular. Most tussocks (80%) were multiclonal and some contained at least eight different clones. Irregularly shaped tussocks contained twice as many clones as circular tussocks; neither size nor cover within a tussock affected number of clones per tussock, and the smaller clones in a tussock showed no tendency to occur on the edge or near the center of a tussock. These patterns seem more consistent with formation of multiclonal tussocks by coalescence than by colonization. Therefore, individual tussocks, especially large, irregular ones, cannot a priori be treated as genetic individuals without assessing their genetic information in, e.g., population demography, genetics and evolution studies.     

浑善达克沙地6种灌木生物量模拟

在干旱半干旱区,乔木比较稀疏或难以存活,灌木往往在植被群落中占有很大的优势地位,其生态功能及生态学意义尤其值得重视。浑善达克沙地疏林草地是沙地顶级植物群落,其中乔木稀疏分布,而灌木在沙甸以及沙陇背风坡呈密集分布。灌木在固定沙丘、改良土壤、提供栖息地等方面具有重要的生态意义,其生物量组成也在沙地植被群落中占有很大比重。已往的研究中,灌木相比乔木通常处于次要地位,对灌木的研究尚不充分,灌木生物量的模拟方法亦多采用乔木生物量的模拟方法。然而灌木形态结构与乔木有明显差异,专门针对灌木的生物量模拟方法研究尚不多见。以6种沙地灌木为样本,基于异速生长模型,对比了若干地表测量指标对灌木生物量的预测能力,其中设计了一种更贴近灌木实际形态的圆台体积作为新的预测指标。研究结果表明:(1)在单因素指标中,相比高度和地径,冠幅与灌木生物量的相关性更强。(2)相比单因素指标,复合指标与灌木生物量之间的相关性更强。其中冠幅相关的复合指标更优于地径相关的复合指标。这预示着冠幅以及冠幅相关的复合指标对灌木生物量具有较好的预测能力。(3)圆台体积能进一步提高对灌木生物量的预测能力。相关分析和拟合评价结果显示,圆台体积与灌木生物量的相关性更强,拟合误差较小,并且对于不同的灌木种类,其相关性和拟合精度表现出较高的稳定性。这意味着圆台体积对于不同的灌木种类,均具有较好的生物量预测效果。因此建议,在灌木属性测量较为充分的情况下,圆台体积是更为理想的预测指标,而在测量不充分情况下,冠幅及其相关复合指标更适宜进行灌木生物量预测。研究结果最终建立了6种沙地灌木的圆台体积-生物量的异速生长模拟方程,为进一步研究沙地灌木的碳储量以及灌木在半干旱植物群落中的生态意义提供科学基础。     

Monitoring sandy desertification of Otindag Sandy Land based on multi-date remote sensing images

Sandy desertification is now the main ecological problem in the Otindag Sandy Land. In order to reveal the process of land degradation, especially the latest situation of sandy desertification, a method integrating remote sensing, Geographic Information System (GIS) and field survey was employed to build a sandy desertification dataset for analysis. Remote sensing images included the Landsat Thematic Mapper (TM) image in 1987, the Enhanced Thematic Mapper Plus (ETM⁺) image in 2000, and the image with the Charge-Coupled Device Camera (CCD) on the China-Brazil Earth Resources Satellite (CBERS) in 2006. Five land-cover classes, including active sand dunes, fixed sand dunes, semi-fixed sand dunes, inter-dune grassland and wetlands, were identified. Results showed that the Otindag Sandy Land has been suffering sandy desertification since 1987 with 2 different desertified stages. The first stage from 1987 to 2000 was a severe sandy desertification period, characterized by the fixed sand dunes decreasing at a high speed, and the semi-fixed and active sand dunes increasing remarkably. The second stage spanned from 2000 to 2006 and the sandy desertification was weakened greatly. Although a large area of fixed sand dunes were transformed to other types, fixed sand dunes were still the dominant type in the Ointdag region at 2006. Spatial change detection based on active sand dunes showed that the expansion area was much larger than the reversion area in the past two decades, and that several active sand belts had been formed, suggesting that sandy desertification controlling of the Otindag Sandy Land will be a long-term task.     

基于多时相遥感影像的浑善达克沙地沙漠化监测

沙漠化是浑善达克沙地面临的主要环境问题.为了揭示该地区沙漠化过程,特别是其最新状态,利用1987年和2000年的Landsat TM/ETM 及2006年的中巴资源卫星CCD数据,在地面考察资料及地理信息系统(GIS)的支持下,提取了固定沙地、半固定沙地、流动沙地、丘间草原及湿地5种地表覆被类型,建立了浑善达克沙地沙漠化数据库.结果表明浑善达克沙地在过去20a里发生了沙漠化,但是可分为两个阶段.第一阶段从1987年到2000年,为沙漠化快速发展期,固定沙地面积显著减少,而半固定沙地和流动沙地则明显增加;第二阶段从2000年到2006年,为沙漠化缓减期.尽管发生了沙漠化,但固定沙地仍然是浑善达克沙地面积最大的类型.针对流动沙地的空间变化检测表明在过去20a里沙地恶化的面积远远大于逆转的面积,并且已经形成了几条流动沙带,这意味着浑善达克沙地沙漠化的遏制是一个长期的过程.     

浑善达克沙地榆树疏林幼苗更新空间格局

榆树疏林广泛分布于浑善达克沙地,是适应半干旱、半湿润气候的沙地植被类型.采用Ripley的K函数统计方法,分析了浑善达克沙地固定沙丘与丘间低地封育状态下的榆树幼苗空间分布及更新格局.结果表明:两种生境下榆树幼苗密度分别为88株/hm2和77株/hm2,丘间低地更适合幼苗的生长.固定沙丘和丘间低地榆树幼苗均呈聚集分布,但丘间低地的幼苗聚集强度更高.固定沙丘上榆树幼苗与成熟树种群在小尺度上呈负关联,而丘间低地幼苗与成熟树种群呈现较显著的正关联,但二者在大尺度上均无关联性.研究对揭示浑善达克沙地榆树幼苗分布、更新空间格局及其恢复保护具有重要意义.     

浑善达克沙地小叶锦鸡儿灌丛的空间异质性

豆科锦鸡儿属(C arag ana)植物因其可以生物固氮而在草原生态系统中具有特殊的地位。定量分析小叶锦鸡儿(C arag anam icrophy lla)灌丛在浑善达克沙地不同生境条件下的分布格局,有助于理解植被与土壤养分循环之间的关系和合理制定退化沙地的恢复对策。采用地统计学中的半方差分析和分形分析两种方法研究了浑善达克沙地小叶锦鸡儿灌丛的空间分布格局,分析了不同生境中小叶锦鸡儿灌丛的植被、土壤水分和养分间的相关性。结果表明:(1)小叶锦鸡儿灌丛在3种生境条件下(滩地、固定沙丘和半固定沙丘)的盖度、土壤有机质和全氮的空间分布符合球状模型,空间自相关显著;(2)土壤pH值在滩地和固定沙丘的空间分布符合球状模型且空间自相关显著,但在半固定沙丘空间自相关不显著;(3)土壤水分在3种生境中的空间分布都符合线性模型,空间自相关显著。(4)植被的变异尺度(变程)小于各个土壤要素的变异尺度。植被(小叶锦鸡儿灌丛)的分布和形成过程决定了土壤养分的分布和形成过程。当地的小叶锦鸡儿灌丛在养分“沃岛”现象的形成中起了重要作用,合理的利用和布局当地的小叶锦鸡儿灌丛的分布,可以更加有效地补充草地生态系统的养分,从而有利于加快生态系统的恢复进程。     

浑善达克沙地冰草种子萌发、出苗和幼苗生长对土壤水分的反应

研究了浑善达克沙地 4～ 10月份土壤含水量变动情况和冰草种子萌发、出苗和幼苗生长对土壤含水量的响应。结果表明 ,4月下旬至 5月上中旬的土壤含水量对冰草种子萌发、出苗和定居极为关键。控制条件下 ,冰草种子萌发和出苗的最适土壤含水量范围是 12 %～ 2 0 % ,幼苗生长的最适土壤含水量是 12 %。当土壤含水量低于 3% ,冰草种子不能萌发 ,土壤含水量低于 6 %时 ,幼苗不能出土并定居。当土壤含水量达到 16 %时 ,冰草幼苗生物量有所下降。在 6 %～ 8%的土壤含水量条件下 ,植株将更多的生物量投资于根的生长