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Improved parent material map disaggregation methods in the Saskatchewan prairies using historical bare soil composite imagery 萨斯喀彻温大草原裸地复合影像母质图分解方法的改进
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-07-15 DOI: 10.1139/cjss-2021-0154
Preston Thomas Sorenson, J. Kiss, A. Bedard-Haughn
Abstract The major drivers of soil variation in Saskatchewan at scales finer than the existing soil maps are parent material variance, slope position, and salinity. There is therefore a need to generate finer-scale parent material maps as part of updating soil maps in Saskatchewan. As spatially referenced soil point data are lacking in Saskatchewan, predictive soil mapping methods that disaggregate existing soil parent material maps are required. This study focused on investigating important environmental covariates to use in parent material disaggregation, particularly bare soil composite imagery (BSCI). Synthetic point observations were generated using an area-proportional approach based on existing soil survey polygons and a random forest model was trained with those synthetic observations to predict parent material classes. Including BSCI as environmental covariates increased model accuracy from 0.38 to 0.52 and the model Kappa score from 0.19 to 0.35 compared with models where it was not included. Models that included training points from all locations, regardless of whether BSCI was available, and included BSCI as environmental covariates had similar results to the BSCI model with an accuracy of 0.48 and a Kappa value of 0.30. Based on these results, BSCI is an important covariate for parent material disaggregation in the Saskatchewan Prairies. Future work to disaggregate soil classes based on slope position and salinity, and to combine those methods with parent material disaggregation is needed to generate detailed soil maps for the Canadian Prairies.
摘要萨斯喀彻温省土壤变化的主要驱动因素是母质变化、坡度和盐度。因此,作为萨斯喀彻温省土壤地图更新的一部分,需要生成更精细的母材地图。由于萨斯喀彻温省缺乏空间参考的土壤点数据,因此需要对现有土壤母质地图进行分解的预测性土壤制图方法。这项研究的重点是调查在母体物质分解中使用的重要环境协变量,特别是裸土复合图像(BSCI)。使用基于现有土壤调查多边形的面积比例方法生成合成点观测值,并使用这些合成观测值训练随机森林模型来预测母材类别。与未包括BSCI的模型相比,将BSCI作为环境协变量将模型精度从0.38提高到0.52,将模型Kappa评分从0.19提高到0.35。包括来自所有位置的训练点的模型,无论BSCI是否可用,并包括BSCI作为环境协变量,其结果与BSCI模型相似,精度为0.48,Kappa值为0.30。基于这些结果,BSCI是萨斯喀彻温大草原母体物质分解的一个重要协变量。未来需要根据斜坡位置和盐度对土壤类别进行分类,并将这些方法与母体材料分类相结合,以生成加拿大大草原的详细土壤地图。
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引用次数: 1
Ex situ soil respiration assessment using minimally disturbed microcosms and dried–sieved soils; comparison of methods to assess soil health 利用最小扰动微环境和干筛土壤评估迁地土壤呼吸;土壤健康评价方法的比较
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-07-05 DOI: 10.1139/cjss-2021-0143
L. Comeau, Kyle MacKinley, Adrian Unc, J. Vallotton
Abstract Soil respiration measurements are commonly used as soil health indicators. Several ex situ soil respiration methods exist, but comparative performances between them have rarely been analyzed. Specifically, there is a lack of comparisons between intact microcosms and destructive methods. The objective of this study was to analyze and compare three different ex situ soil respiration methodologies: minimally disturbed microcosms using fresh soil, dried–sieved 24 h burst test, and dried–sieved 10-day incubation. We hypothesized that (i) the respiration rates for the three methods are correlated to each other; (ii) the respiration rates are strongly correlated with soil physico-chemical parameters; (iii) disturbance caused by drying and sieving reduces regression coefficients compared with microcosms; and (iv) drying and sieving soil produces larger respiration rates. Soil was collected in the Province of New Brunswick, Canada. Total carbon and nitrogen (C:N), pH, aggregate stability, total dissolved C and N, NO3 and NH4, texture, and labile C were determined prior to incubations. Our results showed that the three methods had CO2 efflux in similar ranges. However, all the methods had low to no significant correlations between soil physico-chemical parameters and respiration. Total dissolved N had the strongest correlation with CO2 efflux. The results of the microcosm method significantly correlated with the results for 24 h burst test but not with the 10-day incubation method. We conclude that drying and sieving soil prior to performing ex situ soil heterotrophic respiration measurements using the 24 h burst tests can produce cautiously reliable results. Despite the disturbance, results from the 24 h burst tests are comparable with the results of the microcosm method.
摘要土壤呼吸测量通常被用作土壤健康指标。存在几种迁地土壤呼吸方法,但很少分析它们之间的比较性能。具体而言,完整的微观世界和破坏性的方法之间缺乏比较。本研究的目的是分析和比较三种不同的非原位土壤呼吸方法:使用新鲜土壤的最小扰动微宇宙、24小时干燥-筛分爆裂试验和10天干燥-筛分孵化。我们假设(i)这三种方法的呼吸速率是相互关联的;(ii)呼吸速率与土壤物理化学参数密切相关;(iii)与微观世界相比,干燥和筛分引起的扰动降低了回归系数;以及(iv)干燥和筛分土壤产生更大的呼吸速率。土壤采集于加拿大新不伦瑞克省。在孵育之前测定总碳和氮(C:N)、pH、聚集体稳定性、总溶解的C和N、NO3和NH4、质地和不稳定的C。我们的结果表明,这三种方法的CO2流出范围相似。然而,所有方法的土壤理化参数与呼吸之间的相关性都很低,甚至没有显著相关性。总溶解氮与CO2排放的相关性最强。微宇宙法的结果与24小时爆裂试验的结果显著相关,但与10天孵育法的结果不相关。我们得出的结论是,在使用24小时爆裂试验进行非原位土壤异养呼吸测量之前,对土壤进行干燥和筛选可以产生谨慎可靠的结果。尽管存在扰动,24小时爆破试验的结果与微观方法的结果相当。
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引用次数: 1
Water and salt transport characteristics in a soil column in the presence of a low-permeable body 存在低渗透体时土壤柱中的水和盐传输特性
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-07-05 DOI: 10.1139/cjss-2022-0061
Yi Guo, Quanjiu Wang, Yang Liu, Jihong Zhang, K. Wei
Abstract Soil water infiltration is an important factor affecting surface runoff, soil erosion, and soil solute transmission. Increasing soil infiltration reduces runoff and erosion. The presence of low-permeable body in soil can enhance soil infiltration capacity. However, different depths of low-permeable body have unknown effects on water infiltration and salt transfer. In this work, we evaluated the effects of low-permeable body with varied depths (control (CK), 0, 0.5, 1, and 1.5 cm) on silty loam soil water and salt movement using 15 soil columns (23 cm internal diameter, 50 cm length). Experimental results showed that low-permeable body increased infiltration rate and wetting front migration rate. Infiltration rate and wetting front propulsion rate decreased with the increase of the burial depth. Compared with the CK, when the depth of wetting front reached 20 cm, the infiltration time of 0, 0.5, 1, and 1.5 cm burial depth treatment was shortened by 72.24%, 56.29%, 44.61%, and 31.01%, respectively. Simultaneously, the existence of low-permeable body led to the increase of soil water content and salt content in the same soil layer, which indicated that the low-permeable body enhanced the soil holding capacity and reduced the salt leakage to the deep soil. Furthermore, the Philip’s model and the algebraic model were used to describe the infiltration process. Fitting results showed that the sorptivity in the Philip’s model increased with burial depth, while the comprehensive shape coefficient in the algebraic model decreased. Therefore, this study provides a reference for the application of low-permeable body in the improving soil infiltration capacity and controlling salt transport. Résumé L’infiltration de l’eau dans le sol est un facteur important qui affecte le ruissellement en surface, l’érosion du sol et le transport des solutés. Quand l’infiltration augmente, le ruissellement et l’érosion s’amenuisent. La présence d’un corps peu perméable dans le sol peut accroître l’infiltration d’eau. Cependant, on ignore quels effets il pourrait avoir sur l’infiltration et le transport des sels selon la profondeur d’enfouissement. Les auteurs ont évalué les effets d’un corps peu perméable situé à diverses profondeurs (témoin (CK), 0, 0,5, 1, 1,5 cm) sur la concentration d’eau dans un loam limoneux et sur le déplacement des sels en recourant à 15 colonnes de sol (23 cm de diamètre interne, 50 cm de longueur). Les résultats de l’expérience montrent que le corps peu perméable augmente le taux d’infiltration et la vitesse de déplacement du front d’humectation. Ces deux paramètres diminuent à mesure que s’accroît la profondeur de l’enfouissement. Comparativement au traitement CK, où le front d’humectation a atteint 20 cm de profondeur, le temps d’infiltration s’est respectivement raccourci de 72,24 %, 56,29 %, 44,61 % et 31,01 % avec une profondeur d’enfouissement de 0, 0,5, 1 et 1,5 cm. Parallèlement, l’existence d’un corps peu perméable a entraîné une
土壤水分入渗是影响地表径流、土壤侵蚀和土壤溶质运移的重要因素。增加土壤入渗可以减少径流和侵蚀。低渗体的存在可以增强土壤的入渗能力。然而,不同深度的低渗透体对水渗透和盐转移的影响尚不清楚。在这项工作中,我们利用15根土壤柱(内径23 cm,长50 cm)评估了不同深度(对照(CK), 0、0.5、1和1.5 cm)的低渗透体对粉质壤土水盐运动的影响。实验结果表明,低渗透体提高了渗透速率和湿锋迁移速率。入渗速率和湿润锋推进速率随埋深的增加而减小。与对照相比,当湿润锋深度达到20 cm时,0、0.5、1和1.5 cm埋深处理的入渗时间分别缩短了72.24%、56.29%、44.61%和31.01%。同时,低渗透体的存在导致同一土层土壤含水量和含盐量的增加,说明低渗透体增强了土壤持水能力,减少了盐分向深层土壤的渗漏。采用菲利普模型和代数模型对渗透过程进行了描述。拟合结果表明,Philip模型的吸附系数随埋深的增加而增加,而代数模型的综合形状系数则减小。因此,本研究为低渗体在提高土壤入渗能力和控制盐分运移方面的应用提供了参考。土壤的渗透是影响土壤表面水分流动的重要因素,土壤的侵蚀是影响土壤表面水分流动的重要因素,土壤的迁移是影响土壤表面水分流动的重要因素。Quand ' l '渗透增强,我们的叛乱分子和我的叛乱分子都得到了改善。La pracemassence d 'un corps peu permassable dans le sol peut accrotre l 'infiltration d 'eau。除此之外,如果不考虑风力的影响,将会促进空气的渗透,使空气的运输变得更加复杂。在不同的范围内(如:在不同的范围内,如:在不同的范围内(如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,如:在不同的范围内,或在不同的范围内,或在不同的范围内,或在不同的范围内,或在不同的范围内,或在不同的范围内,或在不同的范围内,或在不同的范围内,或在不同的范围内。从经验的角度看,从经验的角度看,从渗透的角度看,从经验的角度看,从经验的角度看,从经验的角度看,从经验的角度看,从经验的角度看,从经验的角度看,从经验的角度看。“两个参数”的减少,“度量值”的增加,“度量值”的增加,“度量值”的增加,“度量值”的增加。与对照对照(0、0、5、1和1、5 cm)相比,où在20 cm深度的前降水、前降水、前降水分别为72、24%、56%、29%、44、61%和31、01%。与此平行的是,有一组可交换的交换条件,即有一组可交换的交换条件,即有一组可交换的交换条件,即有一组可交换的交换条件,即有一组可交换的交换条件,即有一组可交换的交换条件,即有一组可交换的交换条件,即有一组可交换的交换条件。“我的事业是成功的”“我的事业是成功的”“我的事业是成功的”“我的事业是成功的”根据调整的范围,根据固定的范围,根据菲利普模数,根据增加的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,根据模数的范围,确定模数的范围。这个练习曲servira德德参考点的课一个队一些渗透为改良la capacite d 'infiltration等控制器le称为“des sels。[贸易协定]
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引用次数: 0
The impacts of rock pulverization on soil quality and functional soil nematode and respiration properties of boreal lands converted from forest to agricultural use 岩石粉碎对北方森林退耕地土壤质量、功能土壤线虫和呼吸特性的影响
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-07-05 DOI: 10.1139/cjss-2022-0007
E. Young, J. Vallotton, A. J. Kedir, Ayodeji O. Medaiyese, C. Goyer, L. Comeau, Adrian Unc
Abstract Rock pulverization is recommended when converting boreal forests to agricultural land use to facilitate tillage operations. Resulting rock dust incorporation might alter physical, chemical, and biological properties of soils. We assessed soil nematode trophic group abundances and indices, basal and burst respiration, and phosphorus extractability after land use conversion (LUC) and recent pulverization (<1 year) on three soil types in eastern Newfoundland, Canada. Nine treatments representing varied pulverization statuses (managed pulverized, managed unpulverized, natural) were nested in soil type (Podzol, Luvisol, and Organic). Conversion to agriculture impacted soil quality more than the recent rock pulverization. Nonetheless, nematode indices (fungivore/bacterivore, fungivore/fungivore+bacterivore, fungivore + bacterivore/herbivore) suggested no significant functional differences with either LUC or pulverization. Soil organic matter (SOM) and pH were substantial direct and indirect drivers of nematode community composition and soil respiration, mainly by altering availability of aluminium and iron. The functional parameters diverged between Organic and mineral soils. For all soils, most respiration parameters were significantly related to SOM, pH, available iron and aluminium. For nematodes, significant relationships were identified in the Organic soil: bacterivores and fungivores abundances were inversely related to SOM, and bacterivore abundance was positively related to pH. While for the mineral soils, citric acid extracted more phosphorus than the Mehlich-3 or water methods, Mehlich-3 was most effective for the Organic soil. Pulverization did not affect phosphorus extractability. The distinct relationships between soil quality properties and functional parameters between mineral and Organic soils are of interest for further investigations into the concepts of soil quality and soil health. Résumé Quand on souhaite adapter la forêt boréale à l’agriculture, on préconise de pulvériser le roc pour faciliter les labours. L’incorporation de la poussière rocheuse au sol peut cependant en altérer les propriétés physiques, chimiques et biologiques. Les auteurs ont évalué l’abondance des groupes trophiques de nématodes dans le sol et leurs indices, ainsi que le taux de respiration de base, l’explosion oxydative et l’extractabilité du phosphore après conversion de la vocation des terres (CVT) et pulvérisation récente du roc (moins d’un an) pour trois types de sol de l’est de Terre-Neuve, au Canada. Ils ont combiné différents degrés de pulvérisation (gestion de la pierre pulvérisée, gestion de la pierre non pulvérisée, état naturel) et types de sols (podzols, luvisols et sols organiques) en neuf traitements. La conversion en terre agricole a plus d’impact sur la qualité du sol que la pulvérisation récente du roc. Malgré cela, les indices des nématodes (fongivore/bactérivore, fongivore/fongivore+bactérivore, fongivore+bactérivore/herbivore) lai
当将北方森林转换为农业用地以促进耕作作业时,建议进行抽象岩石粉碎机。导致岩石粉尘掺入可能改变土壤的物理、化学和生物特性。我们评估了加拿大纽芬兰东部三种土壤类型的土壤线虫营养群丰度和指数、基础和爆发呼吸以及土地利用转换(LUC)和近期粉刺(<1年)后的磷可提取性。土壤类型(Podzol、Luvisol和有机)中嵌套了九种代表不同粉刺状态(管理粉刺、管理未粉刺、天然)的处理方法。转化为农业对土壤质量的影响超过了最近的岩石粉碎机。无性线虫指数(真菌/细菌、真菌/真菌+细菌、真菌+细菌/食草动物)表明与LUC或粉刺无显著功能差异。土壤有机物(SOM)和pH主要通过改变铝和铁的可用性,是线虫群落组成和土壤呼吸的实质性直接和间接驱动因素。有机土壤和矿物土壤的功能参数不同。对于所有土壤,大多数呼吸参数与SOM、pH、可用铁和铝显著相关。对于线虫,在有机土壤中发现了显著的关系:细菌和真菌丰度与SOM相反,细菌丰度与pH值呈正相关。而对于矿物土壤,柠檬酸提取的磷比Mehlich-3或水方法多,Mehlich3对有机土壤最有效。除尘不影响磷提取能力。土壤质量特性与矿物和有机土壤之间的功能参数之间的独特关系值得进一步研究土壤质量和土壤健康的概念。摘要:当你想使北方森林适应农业时,建议喷洒岩石以促进耕作。然而,将岩石粉尘掺入土壤会改变其物理、化学和生物性质。作者评估了加拿大纽芬兰东部三种土壤类型的土壤中线虫营养群的丰度和指数,以及土地用途转换(TVC)和最近岩石喷洒(不到一年)后的基线呼吸速率、氧化爆发和磷可提取性。他们将不同程度的喷涂(喷涂石材管理、未喷涂石材管理,自然状态)和土壤类型(podzols、luvisols和有机土壤)结合在九种处理中。转化为农田对土壤质量的影响比最近的岩石喷洒更大。尽管如此,线虫指数(真菌/细菌、真菌/真菌+细菌、真菌+细菌/食草动物)表明,CVT和喷雾之间没有显著的功能差异。土壤有机质(MOSL)和pH值是直接和间接影响线虫种群组成和土壤呼吸的重要参数,主要是因为它们改变了铝和铁的可用性。有机土壤和矿物土壤的功能参数不相同。在所有土壤中,大多数呼吸参数与MOS、pH值以及可用铁和铝的量有显著关系。作者在线虫和有机土壤之间建立了显著的联系:细菌和真菌线虫的丰度与MOS的数量呈负相关,而细菌种群与pH值呈正相关。相比之下,在矿物土壤中,柠檬酸比Mehlich-3法或水提取法提取更多的磷,而Mehlich3技术对有机土壤更有效。喷涂不会改变磷的提取率。矿物和有机土壤的质量特性和功能参数之间的明显联系值得进一步研究土壤质量和活力的概念。[由编辑翻译]
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引用次数: 1
Twenty-four years of contrasting cropping systems on a brown chernozem in Southern Alberta: crop yields, soil carbon, and subsoil salinity 在南阿尔伯塔黑钙土上对比24年的种植制度:作物产量、土壤碳和底土盐度
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-06-29 DOI: 10.1139/cjss-2021-0181
E. Bremer, D. Pauly, R. McKenzie, B. Ellert, H. Janzen
Abstract Cropping systems with perennial forages and reduced fallow frequency generally increase soil organic carbon and thus subsequent soil health and crop yield. We evaluated the impact of prior cropping systems on subsequent yields and soil properties in a semiarid region by using crop yields as a bioassay of soil health following the termination of a 24-year crop rotation study in the Brown soil zone in Alberta. During 24 growing seasons from 1992 to 2015, the study included three fallow-containing rotations, two annual crop rotations that were cropped continuously, and perennial grass hay, each with two to six fertilizer treatments. During the bioassay period from 2016 through 2020, all plots in the study were uniformly cropped. Compared to unfertilized fallow wheat, soil organic C in the fall of 2015 was 54% higher after 24 years of fertilized grass and up to 14% higher following annual crops in rotations without fallow. The most notable impact of the previous cropping system on yield during the bioassay years was low yield following perennial grass in 2016 and 2018. Soil electrical conductivity measurements showed that subsoil salinity was elevated following perennial grass, demonstrating the importance of subsoil characteristics for healthy soils. Crop yields in the fifth year of the crop bioassay were 10%–20% greater due to reduced fallow frequency or increased crop diversity. The long-term impact of the cropping system on crop yield in this study depended on drought intensity due to counteracting changes in soil organic matter and subsoil salinity.
摘要具有多年生牧草和减少休耕频率的种植系统通常会增加土壤有机碳,从而提高土壤健康和作物产量。在阿尔伯塔省棕壤区24年轮作研究结束后,我们使用作物产量作为土壤健康的生物测定,评估了先前种植制度对半干旱地区后续产量和土壤特性的影响。在1992年至2015年的24个生长季节中,该研究包括三次休耕轮作、两次连续种植的年度轮作和多年生草干草,每次施用两到六次肥料。在2016年至2020年的生物测定期间,研究中的所有地块都被统一修剪。与未施肥的休耕小麦相比,经过24年的施肥,2015年秋季的土壤有机碳含量高出54%,在不休耕的轮作中,年产量高出14%。在生物测定年份,前一种种植制度对产量的最显著影响是2016年和2018年多年生草本植物产量较低。土壤电导率测量表明,多年生草本植物之后,底土盐度升高,这表明底土特性对健康土壤的重要性。由于休耕频率降低或作物多样性增加,作物生物测定第五年的作物产量增加了10%-20%。本研究中,种植制度对作物产量的长期影响取决于干旱强度,因为干旱强度抵消了土壤有机质和底土盐度的变化。
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引用次数: 1
Predictive soil mapping in the Boreal Plains of Northern Alberta by using multi-temporal remote sensing data and terrain derivatives 利用多时相遥感数据和地形衍生物在艾伯塔省北部北方平原进行预测土壤制图
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-06-13 DOI: 10.1139/cjss-2022-0028
P. Sorenson, J. Kiss, Anna Serdetchnaia, J. Iqbal, A. Bedard-Haughn
Abstract As Canada's vast Boreal Plains are extensively managed, predictive soil mapping could be used as an effective tool to generate high-resolution soil information for the region to inform sustainable resource management. This study aimed to investigate the use of multi-temporal remote sensing data and terrain derivatives to map soil types in the region. A method of constraining subgroup and great-group soil-type predictions based on the predictions at higher-order levels (great-group and order, respectively) was tested. Sentinel time series median values obtained by using Google Earth Engine were tested in combination with first- and second-order digital elevation model derivatives for use as predictor variables in the predictive models. A recursive feature selection process was implemented to reduce the number of predictor variables used in model training. Soil classes were predicted at the order, great-group, and subgroup levels and two approaches were tested. In the first approach, models were unconstrained based on previous predictions. In the second approach, models were constrained to predict only soil great-group classes that occur within the predicted soil order for a given location and similarly predict only soil subgroup classes that occur within the predicted soil great group for a given location. Determined through independent validation testing, the most probable predicted soil maps had overall accuracies ranging from 42% to 68% and kappa scores ranging from 0.33 to 0.48. Overall, the constrained models had the best performance of the approaches tested. Résumé Les vastes plaines boréales du Canada étant largement aménagées, une carte prédictive des sols constituerait un bon moyen pour obtenir des données à haute résolution sur les sols régionaux et ainsi faciliter la gestion des ressources durables. Les auteurs ont examiné comment des données de télédétection multitemporelles et les dérivées du terrain pourraient servir à cartographier la nature des sols locaux. Dans cette optique, ils ont testé une méthode qui contraint les prévisions du sous-groupe et du grand groupe de sols d’après les prévisions effectuées à un ordre plus élevé (ceux du grand groupe et de l’ordre, respectivement). La valeur médiane des séries chronologiques sentinelles obtenues avec le moteur Google Earth a été testée en combinaison avec les dérivées de modèles numériques des hauteurs du premier et du deuxième ordre, employées comme variables explicatives dans le modèle prédictif. Pour réduire le nombre de variables explicatives servant à former le modèle, les auteurs ont recouru à un processus récursif de sélection des propriétés du sol. Les classes de sol ont été prédites aux niveaux de l’ordre, du grand groupe et du sous-groupe, et deux approches ont été vérifiées. Dans la première, les auteurs n’ont pas contraint le modèle selon les prévisions antérieures; dans la seconde, le modèle a été contraint afin de ne prédire que les classes du grand groupe dans
摘要:由于加拿大广阔的北方平原得到广泛管理,预测性土壤测绘可以作为一种有效工具,为该地区生成高分辨率土壤信息,为可持续资源管理提供信息。本研究旨在调查使用多时间遥感数据和地形导数绘制该地区土壤类型图。测试了一种基于高阶水平(分别为高阶组和阶)预测的约束亚组和大组土壤类型预测的方法。使用谷歌地球引擎获得的哨兵时间序列中值与一阶和二阶数字高程模型导数结合使用进行了测试,以用作预测模型中的预测变量。实现了递归特征选择过程,以减少模型训练中使用的预测器变量的数量。土壤等级按顺序、大组和亚组水平预测,并测试了两种方法。在第一种方法中,模型是基于先前的预测未经训练的。在第二种方法中,要求模型仅预测给定位置的预测土壤顺序中出现的土壤大群类,类似地,仅预测给定位置预测土壤大群内出现的土壤亚群类。通过独立验证测试确定,最可能预测的土壤地图的总体准确率范围为42%至68%,卡帕分数范围为0.33%至0.48%。总体而言,约束模型具有测试方法的最佳性能。摘要:由于加拿大广阔的北方平原得到了广泛的管理,预测性土壤地图将是获取区域土壤高分辨率数据的好方法,有助于可持续资源管理。作者研究了如何利用多时间遥感数据和地形导数绘制当地土壤的性质。考虑到这一点,他们测试了一种方法,该方法将亚组和大组土壤的预测限制在更高阶(分别为大组和阶)的预测。使用Google Earth引擎获得的哨兵时间序列的中值与预测模型中用作解释变量的一阶和二阶高度的数值模型导数相结合进行了测试。为了减少用于形成模型的解释变量的数量,作者采用了递归过程来选择土壤特性。在顺序、大组和亚组级别预测土壤等级,并验证了两种方法。在第一种情况下,作者没有按照先前的预测约束模型;在第二种情况下,该模型被强制仅预测给定位置的预测土壤顺序中的大组和预测土壤大组中的亚组的等级。在独立测试中验证后,最可能预测土壤图的准确率范围为42-68%,Kappa评分范围为0.33-0.48。约束模型通常是测试方法中最有效的模型。[由编辑翻译]
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引用次数: 2
Better recognition of limnic materials at the great group and subgroup levels of the Organic Order of the Canadian System of Soil Classification 在加拿大土壤分类系统有机阶的大群和亚群水平上更好地识别土壤物质
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-06-06 DOI: 10.1139/cjss-2022-0030
D. Saurette, Raphaël Deragon
Abstract In the Canadian System of Soil Classification (CSSC), soils of the Organic order are classified at the great group level primarily based on the dominant organic material in the middle tier. The system recognizes four types of organic horizons: fibric (Of), mesic (Om), humic (Oh), and coprogenous earth (Oco), of which only the latter is not recognized at the great group level of the Organic order. Furthermore, at the subgroup level, Limnic subgroups cannot have terric or hydric layers. This is problematic in soils where the middle tier is dominated by limnic materials, and those which have dominantly limnic materials and have a terric layer. We describe 29 soil profiles in Ontario and Quebec, which are either poorly captured in the CSSC or that cannot be classified into the Organic order based on their diagnostic criteria. Based on an analysis of soil survey information in five provinces across Canada, we estimate 32057 ha of organic soils which potentially contain limnic deposits. In key vegetable-producing areas of Quebec, large organic deposits in agricultural production are subject to peat subsidence and erosion, resulting in shallower depths to underlying coprogenous earth, which is not a suitable medium for crop production. This can potentially have negative effects on crops when mixed with humic materials in the plow layer. Due to these taxonomic and agronomic considerations, we propose the addition of a new great group, Limnisol, and suggest further integration of limnic materials at the subgroup level for the Humisol, Mesisol, and Fibrisol great groups.
在加拿大土壤分类系统(CSSC)中,主要根据中间层的优势有机质对土壤进行大类群的分类。该系统识别出纤维层(of)、介质层(Om)、腐殖质层(Oh)和共生层(Oco)四种类型的有机层位,其中只有后者在有机目的大群水平上未被识别。此外,在亚群水平上,第三系亚群不可能有恐怖层或水合层。这在土壤中是有问题的,其中中层主要是石灰质物质,以及那些主要是石灰质物质和有一个可怕的层。我们描述了安大略省和魁北克省的29个土壤剖面,这些土壤剖面要么在CSSC中捕获得很差,要么无法根据其诊断标准归类为有机目。基于对加拿大5个省土壤调查资料的分析,我们估计有32057公顷的有机土壤可能含有石灰沉积。在魁北克的主要蔬菜产区,农业生产中的大型有机矿床受到泥炭沉降和侵蚀的影响,导致下伏共生土的深度较浅,这不是作物生产的合适介质。当在犁层中与腐殖质物质混合时,这可能对作物产生潜在的负面影响。基于这些分类学和农学上的考虑,我们建议增加一个新的类群Limnisol,并建议在亚群水平上进一步整合Humisol、Mesisol和Fibrisol类群的土壤材料。
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引用次数: 30
Beware of scaling artefacts and implicit model characteristics when fitting soil water release and moisture capacity data 在拟合土壤水分释放和含水量数据时,要注意缩放伪影和隐含的模型特征
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-06-02 DOI: 10.1139/cjss-2022-0003
W. D. Reynolds, C. Drury
Abstract The primary objectives of this study were to: (i) elucidate the impacts of nonlinear scale transformations on the shapes and parameter values of soil water release and moisture capacity curves; and (ii) demonstrate how implicit characteristics of some established soil water release and moisture capacity models can impact model-data fits and estimates of model parameters. Nonlinear scale transformations of the tension head (h) axis (e.g., log10h, h1/2) were found to distort release and capacity curve shapes, create fictitious curve inflections and modes, and occasionally erase visual evidence of actual inflections and modes. The popular van Genuchten–Mualem and Assouline–Grant models were shown to always generate a release curve inflection and a capacity curve mode, even when inflections and modes did not exist in the data, and this in turn caused poor model-data fits in the critical near-saturated region. The van Genuchten model with four independently fitted parameters and the Dexter–Weibull model could accurately fit data sets with no inflection or mode, but this resulted in a physically unrealistic zero-angle intersection between the release curve and the water content axis. It was concluded that nonlinear h axis transforms should not be used when determining inflections, modes, pore size distributions, soil structure parameters, or soil quality indexes from soil water release and moisture capacity data-sets. It was also recommended that more flexible release curve models should be developed that do not assume the existence of inflections and modes, and also produce physically realistic angles of intersection between the water content axis and the fitted model. Résumé Les principaux objectifs de cette étude étaient les suivants : i) élucider l’impact de la conversion non linéaire des échelles sur la forme et la valeur des paramètres des courbes de la pression capillaire et de la rétention d’eau du sol, et ii) montrer comment les particularités implicites de certains modèles de la pression capillaire et de la rétention d’eau du sol peuvent modifier l’ajustement modèle-données ainsi que l’estimation des paramètres du modèle. Les auteurs ont constaté qu’en convertissant non linéairement l’échelle de l’axe de la pression interstitielle (h) (à savoir, log10h, h1/2), on fausse la forme des deux courbes, on crée une inflexion et un mode fictifs de la courbe et, parfois, on efface les preuves visuelles d’une inflexion et d’un mode véritables. Les auteurs montrent que les populaires modèles de van Genuchten–Mualem et d’Assouline–Grant confèrent toujours une inflexion à la courbe de la pression capillaire et un mode à celle de la rétention d’eau, même si les données en sont privées, ce qui entraîne un piètre ajustement modèle-données dans la zone critique, proche du point de saturation. Le modèle de van Genuchten à quatre paramètres ajustés indépendamment et celui de Dexter-Weibull pourraient bien s’ajuster aux jeux de données sans inflexion ni
摘要:本研究的主要目的是:(1)阐明非线性尺度变换对土壤水分释放和水分容量曲线形状和参数值的影响;(ii)证明一些已建立的土壤水分释放和水分容量模型的隐含特征如何影响模型数据的拟合和模型参数的估计。发现张力头(h)轴的非线性尺度变换(例如log10h, h1/2)会扭曲释放和容量曲线形状,产生虚构的曲线拐点和模式,并且偶尔会消除实际拐点和模式的视觉证据。流行的van Genuchten-Mualem和Assouline-Grant模型显示,即使数据中不存在拐点和模式,也总是产生释放曲线拐点和容量曲线模式,这反过来又导致临界近饱和区域的模型数据拟合不良。具有四个独立拟合参数的van Genuchten模型和Dexter-Weibull模型可以在没有拐点或模式的情况下准确地拟合数据集,但这导致释放曲线与含水量轴之间的零角相交在物理上是不现实的。从土壤水分释放量和水分容量数据集中确定弯折、模态、孔隙大小分布、土壤结构参数或土壤质量指标时,不应采用非线性h轴变换。还建议应发展更灵活的释放曲线模型,这些模型不假定存在拐点和模态,并在含水量轴与拟合模型之间产生物理上真实的交点角。3 .关于交换交换的主要目标:1)交换交换的影响:1)交换交换的影响:1)交换交换的影响:1)交换交换的影响:1)交换交换的影响:1)交换交换的影响:1)交换交换的影响:交换交换的影响:1)交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响:交换交换的影响;从形式上看,不能把所有的人都看作是自由的,不能把所有的人都看作是自由的(h) (savoir, log10, h1/2),不能把所有的人都看作是自由的,不能把所有的人都看作是自由的,不能把所有的人都看作是自由的。在法国,流行模式是由法国人主导的,在法国,流行模式是由法国人主导的,在法国,流行模式是由法国人主导的,在法国,流行模式是由法国人主导的,在法国,流行模式是由法国人主导的,在法国,流行模式是由法国人主导的,在法国,流行模式是由法国人主导的,在法国,流行模式是由法国人主导的。在van Genuchten的四参数中,有一种叫做“调整后的变异体”,叫做“调整后的变异体”,叫做“调整后的变异体”,叫做“调整后的变异体”,叫做“调整后的变异体”,叫做“调整后的变异体”。最后的结论是,我们可以用“1”代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”,代替“1”。i - pracist - consistent aussi l ' samlabation de mod + adaptables de la courbe de la pression capillaire ques ne pracement as l ' existence d '呆板,de de modes '呆板,de de productents, de physiquement + samacist ' intersection entre l ' axe de la teneur en eau et le mod ajust。[贸易协定]
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引用次数: 1
Effects of increasing soil pH to near-neutral using lime on phosphorus saturation index and water-extractable phosphorus 石灰提高土壤pH值至接近中性对磷饱和指数和水溶性磷的影响
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-06-02 DOI: 10.1139/cjss-2021-0197
S. Nyamaizi, A. Messiga, J. Cornelis, S. Smukler
Abstract We studied the effects of liming to increase soil pH from acidic to near-neutral on the degree of phosphorus saturation (DPS), the P saturation index (PSI), Mehlich-3 P (PM3), and water-extractable P (Pw). Soils collected from a long-term highbush blueberry experiment were incubated at 22.5 °C for 93 days after CaCO3 amendment to increase pH values from 4.1, 4.8, and 5.5 to 6 and from 5.8 to 6.5. Liming decreased PM3 by 8%, 6%, 10%, and 11% with increasing initial soil pH. The PM3 concentrations of all the studied soils belonged to the very high class with critical DPS > 25%, which are associated with increased environmental risk of P loss with runoff. For soils with initial pH values of 5.8, Pw was 3.65 mg kg–1, in line with critical DPS > 25%, but decreased to 2.74 mg kg–1 with CaCO3 addition. In contrast, soils with initial pH < 5.5 had lower Pw concentrations and CaCO3 did not significantly decrease Pw at the end of the incubation averaging 1.02, 1.11, and 1.43 mg kg–1 for initial pH 4.1, 4.8, and 5.5, respectively. The low Pw concentrations of soils with initial pH < 5.5 were in line with low PSI (5.2%–6.1%), but did not reflect DPS values > 25%. It is possible that high exchangeable aluminum (Al) (AlM3 > 2500 mg kg–1) enhanced the fixation of phosphate ions from the soil solution, thus reducing Pw. Our results suggest that using PM3 as a sole indicator of environmental risk likely underestimates potential P losses compared with Pw. Résumé Les auteurs ont étudié les effets du chaulage utilisé pour neutraliser le pH d’un sol acide i) sur le taux de saturation du P (TSP), l’indice de saturation du P (ISP), la teneur en P selon la technique Mehlich-3 (PM3) et la teneur du P extractible à l’eau P (Pw). Des échantillons de sol venant d’une expérience de longue haleine sur le bleuet en corymbe ont été incubés pendant 93 jours à 22,5 °C après avoir été amendés avec du CaCO3 de façon à augmenter le pH de 4,1, 4,8 ou 5,5 à 6 et de 5,8 à 6,5. Le chaulage diminue la concentration de PM3 de 8, 6, 10 et 11 %, selon le pH du sol de plus en plus élevé. Dans tous les sols examinés, la concentration de PM3 se retrouve dans la classe la plus élevée, avec un TSP supérieur à 25 %, associé à un risque plus grand de lixiviation par le ruissellement. Pour les sols dont le pH initial était de 5,8, la concentration de Pw s’établissait à 3,65 mg par kg, ce qui est cohérent avec un TSP critique de plus de 25%, mais l’addition de CaCO3 ramène la concentration à 2,74 mg par kg. En revanche, les sols au pH inférieur à 5,5 au départ se caractérisaient par une concentration inférieure de Pw qui n’avait pas été affectée de manière significative par le CaCO3 à la fin de la période d’incubation (concentration moyenne de 1,02, 1,11 et 1,43 mg par kg pour un pH initial de 4,1, 4,8 ou 5,5, respectivement). La faible concentration de Pw observée dans les sols dont le pH initial était inférieur à 5,5 est cohérente avec le faible ISP (de 5,2 à 6,1 %), mais pas avec un TSP
摘要研究了石灰处理使土壤pH由酸性提高到接近中性对土壤磷饱和度(DPS)、磷饱和指数(PSI)、mehlich - 3p (PM3)和水可萃取磷(Pw)的影响。长期高丛蓝莓试验土壤经CaCO3修正后,在22.5°C下培养93 d,将pH值从4.1、4.8和5.5提高到6,从5.8提高到6.5。随着土壤初始ph的增加,施用石灰可使PM3降低8%、6%、10%和11%。所有研究土壤的PM3浓度均属于非常高级别,临界DPS >为25%,这与P随径流流失的环境风险增加有关。对于初始pH值为5.8的土壤,Pw为3.65 mg kg-1,符合临界DPS > 25%,但添加CaCO3后Pw降至2.74 mg kg-1。相比之下,初始pH < 5.5的土壤的Pw浓度较低,CaCO3在孵育结束时对Pw的影响不显著,初始pH为4.1、4.8和5.5时,Pw的平均值分别为1.02、1.11和1.43 mg kg-1。初始pH < 5.5土壤的低Pw浓度与低PSI(5.2% ~ 6.1%)一致,但不反映DPS值> 25%。高交换性铝(Al) (AlM3 > 2500 mg kg-1)可能增强了土壤溶液中磷酸盐离子的固定,从而降低了Pw。我们的研究结果表明,与Pw相比,使用PM3作为环境风险的唯一指标可能低估了潜在的P损失。简历里面的导演我们Les运用du chaulage利用倒缓冲器le pH值d一个索尔现在我)关于taux de饱和du P (TSP), l 'indice de饱和du P (ISP),洛杉矶teneur en P根据拉技术Mehlich-3(量子)等杜拉teneur P可提取的威尼斯P (Pw)。Des样品在一个体验德·德·索尔文南长时日苏尔le bleuet en corymbe安大略省的高频incubes吊坠93天时间22日5°C然后得到高频修改用du碳酸钙德这样一个增压器勒德4 pH值,1、4、8欧5、5一6 et de 5 6 8例,5。充液可使PM3 de 8、6、10和10的浓度降低11%,并可使pH du sol de + en + samevevest降低11%。Dans tous les sols examinsamas, la concentration de PM3 se retrouve Dans la classe la + samlevsame, avec untsp supsamrieur, 25%, associ unrisque + grand de lixiation, parle ruisselement。倒les溶胶不让pH初始化的caco_3的浓度为5、8,paco_3的浓度为3、65 mg / kg, paco_3的浓度为3、65 mg / kg, paco_3的浓度为2、74 mg / kg。在pH值为4、1、4、8、5和5的初始条件下,pH值为1、2、1、11和1、43 mg / kg的初始pH值分别为1、2、1、4、8和5、5的条件下,pH值为1、2、1、4、8和5、5的条件下,对pH值为5、5、5的条件下,CaCO3 / 3的浓度对pH值为5、5、5的条件下的CaCO3 / 3的浓度影响显著。Pw观测到的有效浓度与Pw观测到的有效浓度相比,Pw初始的samsamet和samsamet均低于Pw初始的samsamet和samsamet初始的samsamet和samsamet初始的samsamet和samsamet初始的samsamet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet和samet初始的samet。将peut qu 'une浓度与铝催化剂(AlM3 > 2 500 mg / kg)的混合物混合在一起,然后将其固定在磷酸盐溶液中,然后将其与Pw的浓度混合在一起。这些指标包括:质量指标、产品指标、利用指标、空气质量指标、空气质量指标、空气质量指标、空气质量指标、空气质量指标、环境风险指标。[贸易协定]
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引用次数: 2
Spatial variability of one-parameter model of soil water characteristic curve at field scale in black soil region of northeast China 东北黑土区农田尺度土壤水分特征曲线单参数模型的空间变异性
IF 1.7 4区 农林科学 Q3 Agricultural and Biological Sciences Pub Date : 2022-06-02 DOI: 10.1139/cjss-2021-0163
Jizhen Li, Jilong Liu, Lingling Zhang, Qing Xu, Q. Fu, Yaoyu Wu, Junfeng Chen, Hang Lv, O. Idimesheva
Abstract The soil water characteristic curve (SWCC) is an important parameter for simulating soil water movement and solute transport, and has obvious spatial variability. The models fitting the SWCC generally contain two or more parameters, which makes the spatial variability of the soil water characteristic curve difficult to express. This paper established a one-parameter model of the soil water characteristic curve based on the Gardner model and analyzed its spatial variability with multifractal and joint multifractal methods. Parameter B in the one-parameter model had moderate variation. The local information leading to spatial variability of parameter B in the top soil layer (0–15 cm) and deep soil layer (15–20 cm) was its low values and high values, respectively. At the single scale, spatial variability of parameter B was mainly caused by the bulk density and clay content in the 0–5 cm soil layer, and by the bulk density and sand content in the 5–10, 10–15, and 15–20 cm soil layers. At the multiscale, the most obvious two factors that led to spatial variability of parameter B were the bulk density and silt content in the 0–5 cm soil layer, bulk density and sand content in the 5–10 cm soil layer, and bulk density and clay content in the 10–15 and 15–20 cm soil layers, respectively. The relationships between parameter B and soil properties had scale dependence. Résumé La courbe des caractéristiques de l’eau du sol joue un rôle important dans la simulation des déplacements de l’eau dans le sol et du transport des solutés. Or, de toute évidence, ce paramètre varie dans l’espace. En général, les modèles qui ajustent cette courbe intègrent deux ou plusieurs paramètres, de sorte qu’il est plus compliqué d’en exprimer la variabilité spatiale. Les auteurs ont créé un modèle à un paramètre de la courbe des caractéristiques de l’eau du sol en s’inspirant du modèle de Gardner, puis ils en ont analysé la variabilité dans l’espace par des méthodes multifractales simples ou combinées. Le paramètre B du modèle à un paramètre varie de façon moyenne. Les données locales à l’origine de la variabilité spatiale de ce paramètre ont des valeurs faibles dans la couche de sol superficielle (0–15 cm) et des valeurs élevées dans la couche profonde (15–20 cm). Sur une échelle unique, cette variabilité résulte surtout de la masse volumique apparente et de la teneur en argile dans la couche de 0 à 5 cm ou de la masse volumique apparente et de la teneur en sable dans les couches de 5 à 10 cm, de 10 à 15 cm et de 15 à 20 cm. Sur une échelle multiple, les deux facteurs les plus évidents à l’origine de la variabilité du paramètre B dans l’espace sont la masse volumique apparente et la teneur en limon dans la couche de 0 à 5 cm, la masse volumique apparente et la teneur en sable dans celle de 5 à 10 cm ou la masse volumique apparente et la teneur en argile dans les couches de 10 à 15 cm et de 15 à 20 cm. Les liens entre le paramètre B et les propriétés du sol présentent don
土壤-水特征曲线(SWCC)是模拟土壤-水运动和溶质迁移的重要参数,具有明显的空间变异性。适合SWCC的模型通常包含两个或多个参数,这使得土壤-水特征曲线的空间变异性难以表达。本文基于Gardner模型建立了土壤水分特性曲线的单参数模型,并使用多分形和联合多分形方法分析了其空间方差。一个参数模型中的参数B具有中等变化。导致顶部土壤层(0-15cm)和深层土壤层(15-20cm)参数B空间方差的局部信息分别为低值和高值。在单尺度上,参数B的空间方差主要由0-5 cm土壤层的体积密度和粘土含量以及5-10、10-15和15-20 cm土壤层体积密度和砂含量引起。在多尺度上,导致参数B空间变异性的最明显的两个因素分别是0-5cm土壤层的体密度和淤泥含量、5-10cm土壤层体密度和砂含量以及10-15和15-20cm土壤层体密度和粘土含量。参数B和土壤属性之间的关系具有尺度依赖性。摘要:土壤水特性曲线在模拟土壤中的水运动和溶质运输中起着重要作用。然而,显然,该参数随空间变化。通常,拟合该曲线的模型包含两个或多个参数,因此更难表示空间变异性。作者利用Gardner模型创建了土壤水特征曲线的单参数模型,然后使用简单或组合的多分形方法分析了空间变异性。单参数模型的参数b平均变化。导致该参数空间变异性的局部数据在表层(0-15cm)具有低值,在深层(15-20cm)具有高值。在单尺度上,这种可变性主要是由于0-5cm层的表观密度和粘土含量,或5-10cm、10-15cm和15-20cm层的表观密度和砂含量。在多尺度上,导致参数B空间可变性的两个最明显因素是0-5cm层中的表观密度和淤泥含量,5-10cm层的表观密度和砂含量,或10-15cm和15-20cm层的表观密度和粘土含量。因此,参数B与土壤特性之间的关系取决于尺度。[由编辑翻译]
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引用次数: 0
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Canadian Journal of Soil Science
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