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1.
宏观尺度上, 气象数据空间插值模拟在气象科学和草地科学研究中一直占据重要的位置。为进一步提高其精度和增强草地类型划分空间分异效果, 本研究在多元回归+残差分析(Analytic Method Based on Multiple Regression and Residues, AMMRR)插值法中增加微地形因子(坡度和坡向), 用普通克里金(OK)函数替换反距离加权(IDW)函数进行残差分析以建立改进型的多元回归+残差分析(I-AMMRR)插值法, 并将其应用于内蒙古自治区>0 ℃年积温(Σθ)、年降水量(r)和湿润度(K)的空间插值模拟。依据草地综合顺序分类系统(Comprehensive and Sequential Classification System of Rangeland, CSCS)原理和I-AMMRR插值技术, 对内蒙古自治区草地进行分类, 并研制了相应的草地综合顺序分类图。研究结果表明: (1)I-AMMRR插值法模拟Σθ和r的绝对平均误差(MAE)、相对平均误差(RME)和均方根误差(RMSE)均小于AMMRR法, 其精度更高。(2)I-AMMRR插值法模拟的内蒙古自治区Σθ、rK的空间分布格局呈现水平和垂直地带性分布规律, Σθ自东南向西北递增, rK与Σθ相反。(3)内蒙古自治区草地被划分为从ⅢF38(微温潮湿针叶阔叶混交林类)到ⅢA3(温暖极干温带荒漠类)共计17个草地综合顺序类。其中ⅢB10(微温干旱温带半荒漠类)分布面积最大, ⅣE32(暖温湿润落叶阔叶林类)最小。草地植被空间分布的水平和垂直地带性明显, 与内蒙古自治区植被调查结果基本吻合。  相似文献   

2.
沂蒙山区降雨侵蚀力空间分布推算方法   总被引:1,自引:0,他引:1  
以沂蒙山区88个雨量站点1980—2010年日降水数据为基础,采用普通克里格法和回归克里格法对多年平均降雨侵蚀力进行空间插值预测,分析评价不同空间插值方法预测结果的精度及差异性,掌握沂蒙山区降雨侵蚀力及空间分布特征。结果表明:1)2种方法降雨侵蚀力插值结果空间分布规律一致,但回归克里格法对局部变异性描述更为精确;回归克里格法降雨侵蚀力预测值与实算值接近,降雨侵蚀力预测相对精度较普通克里格法提高53.64%。2)沂蒙山区降雨侵蚀力最大值为5 438.22 MJ·mm/(hm2·h·a),最小值3 033.23 MJ·mm/(hm2·h·a),均值4 133.92 MJ·mm/(hm2·h·a);半方差函数分析显示,年均汛期降雨量和年均侵蚀性降雨量是影响降雨侵蚀力空间变异的主要因素。3)沂蒙山区降雨侵蚀力空间分布上遵循从南向西北和东北2个方向逐渐递减的特征,降雨侵蚀力在沂蒙山区空间分布上属中等变异,但在县域尺度空间分布上呈弱变异(邹城除外)。  相似文献   

3.
基于四川省区域范围内144个气象站点的实测降水数据,在综合考虑空间位置、地形等影响因素的基础上,采用改进的回归克里格模型,即混合地理加权回归克里格模型(MGWRK)对四川省年降水量的空间分布进行空间插值,并与普通克里格(OK)、全局回归克里格(GRK)和地理加权回归克里格(GWRK)等模型的插值效果进行对比分析。结果表明:(1)应用逐步回归法筛选确定的用于回归分析的影响因子组合为经度、纬度和坡度,可有效消除解释变量间的多重共线性,为后续的空间插值奠定基础;(2)同一回归变量在地理加权回归(GWR)与全局回归(GR)两种回归模型中的AICc(修正的赤池信息量准则,Corrected Akaike Information Criterion)值之差(ΔAICc)可用于定量判定各回归变量的空间非平稳性类型,据此将变量坡度设为全局变量,经度和纬度设为局部变量进行处理。在此基础上,通过MGWRK模型对四川省年降水量进行空间插值;(3)MGWRK插值模型综合考虑了空间位置、地形等多个影响因素及其与降水相互关系的空间非平稳性特征,相对于传统的OK和GRK法具有更高的插值精度。  相似文献   

4.
贾琳  夏天翔  张丽娜  贾晓洋  张丹 《土壤》2022,54(4):817-826
以污染场地土壤锑超标地层为研究对象,结合土壤每层锑含量的分布特点,分析和比较了克里格插值模型(OK、UK)、反距离插值(IDW)、泰森多边形(TIN)和分区预测模型(OK+TIN)对不同深度土壤锑修复范围及预测精度的差异。结果表明:各方法确定的0 ~ 1 m地层修复面积大小顺序为IDW>OK=UK> TIN >OK+TIN,修复面积依次为74 154、57 427、37 338、32 707 m2;各方法确定的1 ~ 3.8 m地层修复面积大小顺序为IDW>UK>TIN>OK+TIN>OK,修复面积依次为13 089、11 030、9 660、2 183、1 231 m2,克里格插值带来的平滑作用导致超标范围的遗漏和未超标区域纳入修复范围。在受成本和污染物空间分布制约的情况下,TIN方法从几何原理的角度可以较为准确地反映不同深度土壤锑的修复范围;克里格插值(包括OK+TIN方法)和反距离插值受数据分布假设的约束,平滑效应明显,估计精度受限。  相似文献   

5.
复杂地貌类型区耕地土壤有机质空间插值方法研究   总被引:23,自引:0,他引:23  
选择适宜区域特征的高效点面拓展模型对揭示土壤属性空间分布规律具有重要意义。根据不同地貌类型特征在福建省各地级市选取了9个典型县(市、区),利用2008年采集的29 320个样点数据系统评价不同空间插值方法对耕地土壤有机质含量推算精度的影响。结果表明,福建省各典型县耕地土壤有机质平均含量为27.83 g kg-1,变异系数为37.87%,半方差函数以指数模型拟合效果最佳;全省平原或盆地、丘陵和山地分布面积相当的地区(如闽侯县、建瓯市、永定县、涵江区、福鼎市)采用泛克里格法插值的精度较高,山地为主的地区(如大田县)采用简单克里格法插值的精度较高,而以平原、台地为主的地区(如南安市、同安区、漳浦县)采用普通克里格或张力样条函数法插值的精度较高。  相似文献   

6.
基于GIS和地理加权回归的砂田土壤阳离子交换量空间预测   总被引:2,自引:1,他引:2  
王幼奇  张兴  赵云鹏  包维斌  白一茹 《土壤》2020,52(2):421-426
土壤阳离子交换量(CEC)反映土壤保水保肥能力,研究CEC空间分布可为土壤改良和田间施肥提供理论依据。本文以宁夏香山地区砂田淡灰钙土为研究对象,在土壤CEC和理化性质相关分析基础上以普通克里格(OK)为对照,探索回归克里格(RK)和地理加权回归克里格(GWRK)在CEC空间插值上的应用,并对三者的插值精度及制图效果进行评价。描述统计表明研究区土壤CEC含量均值为10.145cmol/kg,CEC与有机质含量呈显著正相关,与砂粒含量呈显著负相关;地统计分析表明CEC实测值、OLS残差和GWR残差块金系数分别为8.50%、6.36%和7.02%,比值均小于25%,具有强烈空间自相关;对验证点进行插值精度分析,RK和GWRK的相对模型改进值(RI)分别为40.49%、41.50%,插值精度GWRKRKOK;从成图效果看,GWRK中辅助变量参与了局部回归,成图效果更加精细,揭示了更多空间变化细节。本研究结论可为土壤CEC空间预测研究提供可靠的方法借鉴。  相似文献   

7.
非线性克里格方法在日降水量分布估算中的应用   总被引:1,自引:0,他引:1  
为研究非正态分布条件下的日降水量空间分布,选择湖北省75个气象观测站2010年7月的降水过程资料,通过正态变换和变差函数分析,引入多元高斯克里格方法进行逐日降水量空间分布估算,并与其它方法进行对比分析.结果表明:(1)通过合理的各向异性参数设置及理论变差函数选择,能够充分凸显降水量分布特征.(2)对比发现,反距离加权法(IDW)、普通克里格法(OK)和多元高斯克里格法(MGK)3种估算方法中,MGK估算的平均误差最小且误差曲线最平稳,是该地区非正态分布日降水量较适合的空间分布估算方法.(3)使用MGK方法,能有效改善IDW带来的“牛眼效应”以及OK法造成的过度平滑,得到具有较高精度的日降水量数据集.  相似文献   

8.
基于环境变量的中国土壤有机碳空间分布特征   总被引:3,自引:0,他引:3  
研究中国土壤有机碳(Soil Organic Carbon,SOC)的空间分布特征对SOC储量估算以及农业生产管理具有重要意义。以全国第二次土壤普查2473个土壤典型剖面的表层(A层)SOC含量为研究对象,探寻地形、气候和植被等环境因素对SOC空间异质性分布的影响;以普通克里格法为对照,利用地理加权回归、地理加权回归克里格、多元线性回归和回归克里格模型建立SOC空间预测模型;并分别绘制了中国SOC的空间分布预测图。结果表明:(1)SOC含量与年均降水量、年均温、归一化植被指数、高程以及地形粗糙指数呈极显著相关关系;(2)平均绝对估计误差、均方根误差、平均相对误差和皮尔逊相关系数等模型验证指标表明地理加权回归的预测精度优于其他模型,可以更好地绘制SOC在大尺度上的空间分布特征;(3)较高SOC含量主要分布在研究区东北部、西南部以及东南部,而西北部SOC含量普遍偏低。本文以期从大尺度上探讨土壤属性与环境变量之间的相关关系,为全国土壤属性的空间制图提供一定的解决方案和思路。  相似文献   

9.
基于Cokriging插值修正冬小麦面积遥感监测   总被引:1,自引:0,他引:1  
在研究区内冬小麦种植区选取149个地面样方,筛选样方内反映种植结构、地块破碎程度、地形因素的参数并利用差分GPS测量,对3个参数量化并确定插值的主辅变量。探讨和比较了利用普通克里格和协同克里格2种插值方法对研究区的冬小麦种植面积比例的插值结果。结果表明,相同采样数量下,协同克里格法相对于普通克里格法的均方根误差降低1.48%,预测值与实测值之间的相关系数提高了6.82%,利用COK插值获取研究区内冬小麦种植面积比例分布状况,可以分区域对大尺度冬小麦面积遥感提取结果进行修正。  相似文献   

10.
黄土高原地区50年降水时空动态与趋势分析   总被引:6,自引:0,他引:6  
基于黄土高原及周边地区74个气象站1952-2001年降水量数据,计算各站年降水量线性趋势系数,利用ArcGIS地统计模块普通Kriging插值法生成黄土高原地区1952-2001年年降水量和年降水量线性趋势表面,分析年降水量、年降水量线性趋势表面时空分布特征与10年尺度降水量带动态变化.结果表明,黄土高原地区1952-2001年平均年降水量(426.69±67.85)mm.年降水量和年降水量线性趋势存在显著时空分异;年降水量由西向东线性增加,从南到北二次曲线递减.总体上东南西北方向递减;10年尺度平均年降水量减少趋势明显,递减率-10.019 mm/10 a,期间累计减少1 227,33 mm 1200,400,600 mm降水线南移,干旱半干旱区面积不显著扩大,湿润半湿润区显著缩小,气候呈干旱化趋势;年降水量线性趋势系数从-4.10 mm/a到4.46 mm/a,平均-0.98 mm/a,降水量呈增加趋势地区面积16.36万km~2.呈减少趋势地区面积46.27万km~2,分占黄土高原地区总面积26.12%和73.88%.  相似文献   

11.
李聃枫  朱春梧 《土壤》2020,52(3):561-566
自20世纪60年代"绿色革命"以来,育种技术和农耕技术的发展促进了农作物产量的大幅提升,然而作物的营养品质出现下降趋势。在相似的遗传背景下,大气CO_2浓度升高会使单位体积农作物产品的营养元素含量下降,因此"绿色革命"至今,农作物产品的营养元素下降可能受大气CO_2浓度升高影响。通过植物生长箱模拟"绿色革命"初期和目前的大气CO_2浓度水平(310μmol/mol和400μmol/mol),针对主要C_3作物水稻、小麦和大豆,研究"绿色革命"以来大气CO_2浓度升高对其籽粒的C、N、Fe、Zn元素含量的影响,结果表明:CO_2浓度升高对3种作物籽粒的C元素含量几乎没有影响,变化幅度在±1.5%之间;籽粒的N、Fe、Zn元素含量普遍呈现下降趋势,但均未达到显著水平。  相似文献   

12.
Discovery and incorporation of genes from wild species provide means to sustain crop improvement, particularly when levels of resistance in the cultigens are low and virulent strains of pests and pathogens overcome the host plant resistance. The extent of utilization and the potential of the wild genepool for genetic enhancement were reviewed in five important food crops viz. sorghum, pearl millet, chickpea, pigeonpea and groundnut grown in the semi-arid tropics. Introgression from compatible wild germplasm in the primary gene pool resulted in transfer of new cytoplasmic male sterility systems in pearl millet and pigeonpea, development of high protein, cleistogamous flower and dwarf pigeonpea lines and foliar disease resistant groundnut cultivars. Utilization of wild species in secondary and tertiary gene pools has been generally limited due to sterility, restricted recombination or cross incompatibility. Nevertheless, these species are extremely important as they contain high levels of resistance to several important biotic and abiotic stresses. Several of them, like those belonging to the Parasorghum section and the rhizomatous Arachis species are sources of multiple resistances and hold great promise to sustain crop productivity.  相似文献   

13.
正The Center for Agricultural Resources Research(CARR),the Institute of Genetics and Developmental Biology(IGDB),Chinese Academy of Sciences,invites applicants for several research group leader positions.CARR is one of the research organizations in Chinese Academy of Sciences(CAS).We seek nominations and applications  相似文献   

14.
Nutrient distributions under no tillage (NT) compared with conventional disk-and-bed tillage (CT) management in the warm, humid region of the southeastern USA need to be assessed so that future placement, quantity, and type of fertilizers can be altered, if necessary, to efficiently match crop demands. We determined soil-profile distributions of pH, N, P, S, K, Ca, Mg, Na, Zn, Fe, Mn, and Cu to a depth of 0.9 m at the end of 8.5 years of continuous CT and NT management on a Weswood silty clay loam (fine, mixed, thermic Fluventic Ustochrept) in southcentral Texas. Most dramatic changes occurred within the 0–0.05 m depth, where soil under NT had lower pH, Fe, and Cu than under CT, but greater P, K, Zn, and Mn. Greater P and K under NT than under CT also occurred below the till-zone (0.15–0.3 m). At a depth of 0–0.3 m, soil under NT contained greater amounts of extractable P, K, Zn, Fe, Mn, and Cu than under CT. Nitrogen fertilization had little effect on nutrient distributions, except resulting in greater extractable K at 0–0.05 m and greater nitrate at 0–0.15 m. Few changes in soil-profile distributions were observed for extractable S, Ca, Mg, and Na. Long-term continuous use of NT on this fine-textured, high-fertility (except for N) soil had no apparent adverse effects on nutrient distributions relative to CT, but enhanced conservation and availability of P, K, Zn, Fe, Mn, and Cu near the soil surface where crop roots proliferate.  相似文献   

15.
“Wicked” problems are those that are complex and that change when solutions are applied. Many conflicts in conservation fall into this category. The study approached the problem of how to constrain the apparent wickedness of a problem in the conservation management of a species by using simple empirical indicators to carry out iterative assessment of the risk to a population and to document how this risk evolves in relation to the addition of new data and the implementation of management actions. Effects of high levels of uncertainty within data and also concerning population structure were examined through stochastic simulation and by exploration of scenarios. Historical trends in the example used, the Steller sea lion, showed rapid declines in abundance in some regions during the 1980s. The current total population is 130,000-150,000 Steller sea lions through Alaska and British Columbia and this number has been stable since about 1990 in spite of regional differences in population dynamics. Regional differences in the sequence of changes in the number of pups and non-pups, suggested that an internal re-distribution of juveniles could have happened between 1980 and 1990. Current productivity also appears close to the long-term mean. Stochastic population projection using various scenarios showed that, based upon this history, the risk of extinction for the population has declined and is below reasonable thresholds for considering the population to be endangered. The trends in risk suggest that management actions taken since 1990 have probably been effective. Consequently, the conservation management objectives for the Steller sea lion are probably being met. The approach provides a mechanism, based upon experience and scenario analysis, for exploring future policy options and may help to constrain the debate amongst stakeholders about the cost-benefit trade-offs associated with different options.  相似文献   

16.
Despite a raising interest on turfs in Italy, all theavailable varieties of this kind in the Country are of foreign origin, and areoften poorly adapted to the prevailing climatic conditions. This prompted tobegin a collection activity of indigenous turfgrass species, with the ultimategoal of identifying promising materials for future breeding based on localgenetic resources. The collection was carried out in three areas of Italy, viz.the northern Po Plain, the coastal region of Liguria, and the island of Sardiniathat are characterised, respectively, by subcontinental, warm temperate, andtypical Mediterranean climate. Altogether, 141 sites were visited, yielding 226accessions belonging to eight species of potential interest for turfs:Poa pratensis, Poa trivialis,Festuca rubra, Festuca arundinacea,Lolium perenne, Agrostis stolonifera,Agrostis tenuis, and Cynodon dactylon,this last being a warm-season grass. Poa pratensis andCynodon dactylon were mostly collected in northern Italyand Sardinia, respectively, whereas Festuca arundinacea andLolium perenne were rather ubiquitous. The collection sitesranged from 0 to 1040 m asl, but sites over 750 m wereonly visited in the inner part of Sardinia. All the accessions, collected aswhole plants, were transplanted at Lodi, northern Italy, where they are beingevaluated. Their preliminary evaluation for traits of importance for turf use,such as sward colour and overall quality, highlighted the great variation andthe occurrence of interesting accessions in all species. Other characters wererecorded, bearing specific importance in individual species, and in all casespromising accessions were identified. The germplasm of Festucarubra, Festuca arundinacea, and Loliumperenne proved highly infected by endophytic (symbiotic) fungi of thegenus Neotyphodium.  相似文献   

17.
To evaluate the feasibility of long-term desert reforestation technology of mixed vegetation, cardon cactus (Pachycereus pringlei) seedlings from indoor and outdoor nurseries were planted in the field adjacent to one seedling of potential legume nurse trees: mesquite amargo (Prosopis articulata), yellow palo verde (Parkinsonia microphylla), and blue palo verde (Parkinsonia florida). Some of the planting holes were also supplemented with common dairy compost. Additionally, the combinations of legume tree–cactus were inoculated with either a consortium of desert arbuscular mycorrhizal (AM) fungi, plant growth promoting bacteria (PGPB; the diazotroph Azospirillum brasilense Cd, and the phosphate solubilizer Paenibacillus sp.), or a mixture of all. The field experiments were evaluated periodically during 30 months for survival and growth. Cardons reared in an outdoor screen house survived better in the field than those reared in a controlled growth chamber and hardened later outdoors. Association with any legume nurse tree increased survival and enhanced growth of untreated cardons. For cardons growing alone, application of either compost, AM fungi, and all the treatments combined increased survival. For these plants, no treatment affected plant growth during the first 3 months after transplanting. Later, all treatments, except for AM fungi, enhanced plant growth. However, only 2 years after transplanting the enhanced growth effect of AM fungi was also significant. In the presence of the legume nurse trees, transient positive effects on cardon growth were recorded. General evaluation after 30 months of cultivation showed that the treatments positively affected cardon growth when growing alone or in combination only with mesquite amargo but not with the other two legume trees. This study proposes that young legume trees have the capacity to enhance survival and growth of cardon cactus, depending on the legume cactus combination. Additional treatments such as compost or PGPB can either amplify the effect or else attenuate it.  相似文献   

18.
Detailed karyotypes and 4C DNA amounts have been studied in five cultivars of Cajanus cajan and 20 species belonging to Cajanus, Rhynchosia, Dunbaria, Flemingia and Paracalyx. C. cajan shows intraspecific variability and its karyotype is most similar to that of C. cajanifolius (sect. Cajanus) in the morphology and number of satellite chromosomes and the lack of any correlation between chromosome size within the complement and asymmetry. Karyotypes of C. lineatus and C. sericeus belonging to sect. Atylia are similar with respect to maximum r-index and the ratio of longest and shortest chromosomes in their respective complements. C. acutifolius (sect. Frutocosa) is distinct in having a very low ratio (1.44) between the longest and the shortest chromosomes, while in C. albicans, C. goensis, C. scarabaeoides (sect. Cantharospermum) there is no chromosome pair with r-index >2.0. C. mollis and C. volubilis (sect. Volubilis) show similarity with regard to ratio between the longest and the shortest chromosomes and a distinct chromosome pair with an arm ratio of 2.7 and C. platycarpus is distinct (sect. Rhynchosoides) in having the smallest ratio (1.36) between the longest and the shortest chromosomes. 4C DNA amounts in Cajanus and Rhynchosia vary between 3.28 pg to 11.69 pg and 4.92 pg to 11.13 pg respectively, while in Dunbaria, Flemingia and Paracalyx these vary between 4.70 and 7:06 pg. In the genus Cajanus karyotypic features and 4C DNA amounts agree with the sectional classification and bring out a close relationship between C. cajan and C. cajanifolius. This is supported by studies based on seed protein patterns, isozyme analysis, trypsin and chymotrypsin inhibitor patterns, RFLP and RAPD data and crossability relationships. A clear relation between DNA amount and abnormalities effecting the extent of pairing and recombination in interspecific hybrids shows the importance of this study in developing future breeding programme involving C. cajan and its wild relatives that are of potential value.  相似文献   

19.
Several commercial fungicide seed treatments were evaluated for their possible effect on the survival of Bradyrhizobium japonicum on seeds and on the nodulation and yield of soybeans in a greenhouse and a field experiment. quinolate Pro (carbendazim and oxine copper), Vitavax 200FF (carboxin and thiram), and Monceren (pencycuron) had a small effect or no effect on the survival of B. japonicum and on the nodulation and yield of soybeans. They can thus be considered compatible with soybean seed inoculation. Germipro UFB (carbendazim and iprodione), Apron 35J (metalaxyl), and Tachigaren (hymexazol) decreased B. japonicum survival and the nodulation and yield of soybeans and thus cannot be considered compatible with soybean seed inoculation.  相似文献   

20.
Mineral element deficiencies and toxicities are common problems associated with sorghum [Sorghum bicolor (L.) Moench] production on acid soils. To better understand some of the mineral element problems and the analysis of plant tissue of sorghum plants grown on acid soils, four sorghum genotypes were grown on an acid Oxisol at Carimagua, Colombia limed with dolomite at 2 and 6 Mg ha‐1.

Samples for mineral element analyses were obtained from leaves at different positions on the four genotypes. Concentrations of P and Mg were highest in the flag leaf (Leaf No. 1) and decreased as the position on the plant declined from the top of the plant for plants grown at 2 Mg lime ha‐1. Similar decreases in P, Mg, K, and Zn concentrations occurred in plants grown with 6 Mg lime ha‐1. Concentrations of Ca, S, Si, Mn, Fe, Cu, and Al increased as leaf position declined from the flag leaf for plants grown at 2 and 6 Mg lime ha‐1. The higher lime supply enhanced Ca and reduced Mn and Fe concentrations in leaves. Differences in mineral element concentrations for the four genotypes used were fairly extensive. The elements to show the greatest range among genotypes were Al and Si and the elements to show the least range among genotypes were P, K, and S. Care should be used in collecting leaf samples for plant analysis and genotypic differences for accumulation of mineral elements should be considered in interpretation of results.  相似文献   

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