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51.
基于机器学习算法的土壤有机质 质量比估算   总被引:2,自引:0,他引:2  
为快速高效地估测干旱、半干旱地区土壤有机质(soil organic matter, SOM)质量比,提出了一种结合竞争适应重加权法(CARS)和随机森林(RF)的估测模型.以内陆干旱区艾比湖流域为研究区,测定土壤高光谱反射率和SOM质量比,经预处理后,利用CARS对原始光谱(R)、一阶导数(R′)、吸光度(log(1/R))及吸光度一阶导数[log(1/R)]′4种光谱变量的可见-近红外光谱进行筛选,并结合RF算法,建立全谱段RF模型与CARS-RF模型.结果表明,基于CARS方法对光谱进行变量筛选后,得出4种光谱变量的优选变量集个数分别为35,26,34和121;在4种光谱变量中,R′和[log(1/R)]′的SOM估测模型精度较高,以[log(1/R)]′为基础数据获得的模型精度最高;CARS-RF模型精度优于全谱段RF模型,模型验证集决定系数(R2)、均方根误差(RMSE)、相对分析误差(RPD)分别为0.881,6.438 g/kg和2.177.该研究在预处理的基础上通过变量优选,应用较少的变量个数获得较高的估测精度,为干旱、半干旱区SOM高光谱估测提供了适宜高效的方法.  相似文献   
52.
Dissolved organic matter (DOM) in soil solution represents a complex mixture of organic molecules and plays a central role in carbon and nitrogen cycling in plant–microbial–soil systems. We tested whether excitation–emission matrix (EEM) fluorescence spectroscopy can be used to characterize DOM and support previous findings that the majority of DOM is of high molecular weight (MW). EEM fluorescence spectroscopy was used in conjunction with MW fractionation to characterize DOM in soil solution from a grassland soil land management gradient in North Wales, UK. Data analysis suggested that three distinct fluorescence components could be separated and identified from the EEM data. These components were identified as being of humic‐like or fulvic‐like origin. Contrary to expectations, the majority of the fluorescence signal occurred in the small MW (<1 kDa) fraction, although differences between soils from the differently managed grasslands were more apparent in larger MW fractions. We conclude that following further characterization of the chemical composition of the fluorophores, EEM has potential as a sensitive technique for characterizing the small MW phenolic fraction of DOM in soils.  相似文献   
53.
本文旨在研究等磷、钾量条件下,化肥减氮及有机肥不同用量配施对水稻产量及土壤养分的影响,试验共设6个处理,分别为T1∶80%N+20%有机肥;T2∶80%N+40%有机肥;T3∶70%N+60%有机肥;T4∶70%N+80%有机肥;T5∶60%化肥+100%有机肥;CK:100%N+0,对水稻生育期株高、群体动态、产量、构产因子以及秋季土壤养分含量进行分析,结果表明:1化肥减氮20%时,不会对水稻造成明显减产,且当有机肥配施量为500kg·mu-2时,水稻籽粒产量最高,为775.19kg·mu-2,比CK增产17.20%;2有机肥的施用能提高水稻基本苗,对水稻穗长有显著提高效果,对空秕率影响较大,对枝梗数影响最小;3化肥减氮+有机肥配施可以提高土壤肥力,增加土壤有机质含量,提高土壤碱解氮、速效钾含量。  相似文献   
54.
河北省土壤有机质时空变化分析   总被引:3,自引:1,他引:2  
采用BP神经网络和地统计方法,对1980~2009年间河北省耕地土壤有机质时空变化规律及影响因素进行对比分析。结果表明:河北省耕地土壤有机质具有西北高东南低的格局;随着时间的推移,有机质总体呈现上升趋势。1980年的低值区域到了2009年SOM上升变化明显,成为热点;北部坝上、西部太行山区及东部沿海地区到2009年SOM含量下降,成为冷点。分析表明,这种变化格局的形成与施用有机肥、实施秸秆还田等社会经济过程有关。本研究为预测有机质变化趋势、改善土壤质量、优化种植结构和耕地的可持续发展提供了一定依据。  相似文献   
55.
为验证沃柑测土配方施肥的效果,推进化肥减量增效,探究有机肥、中微量元素肥料与化肥配施对沃柑果实产量和外观品质的效应,在沃柑园设置随机区组小区精确试验,试验处理包括当地习惯施肥、测土配方推荐施肥、优化施肥、优化施肥兼叶面喷施0.2%硼酸、优化施肥兼叶面喷施0.05%钼酸铵、优化施肥兼叶面喷施4%硫酸镁。结果表明,测土配方推荐施肥相较于习惯施肥增产效果显著。在同等养分施用量的情况下,用有机肥代替部分化肥处理与全化肥处理比较产量无显著差异,但前者比后者增效4.03%。在土壤交换性镁贫乏的情况下,沃柑叶面施镁可以获得极显著而稳定的增产效果。在土壤不缺硼的情况下,叶面施硼可能无效。在土壤有效钼不足时沃柑叶面施钼能够增产,但连年施用效果不稳定。由此可见,伴随果实外观品质的提升,化肥减量增效在沃柑生产上是可行的;沃柑施肥的增产潜力较大,如果配方和选材得当,可以发挥更大效益。  相似文献   
56.
The stability of soil organic matter (SOM) as it relates to resistance to microbial degradation has important implications for nutrient cycling, emission of greenhouse gases, and C sequestration. Hence, there is interest in developing new ways to quantify and characterise the labile and stable forms of SOM. Our objective in this study was to evaluate SOM under widely contrasting management regimes to determine whether the variation in chemical composition and resistance to pyrolysis observed for various constituent C fractions could be related to their resistance to decomposition. Samples from the same soil under permanent pasture, an arable cropping rotation, and chemical fallow were physically fractionated (sand: 2000-50 μm; silt: 50-5 μm, and clay: <5 μm). Biodegradability of the SOM in size fractions and whole soils was assessed in a laboratory mineralization study. Thermal stability was determined by analytical pyrolysis using a Rock-Eval pyrolyser, and chemical composition was characterized by X-ray absorption near-edge structure (XANES) spectroscopy at the C and N K-edges. Relative to the pasture soil, SOM in the arable and fallow soils declined by 30% and 40%, respectively. The mineralization bioassay showed that SOM in whole soil and soil fractions under fallow was less susceptible to biodegradation than that in other management practices. The SOM in the sand fraction was significantly more biodegradable than that in the silt or clay fractions. Analysis by XANES showed a proportional increase in carboxylates and a reduction in amides (protein) and aromatics in the fallow whole soil compared to the pasture and arable soils. Moreover, protein depletion was greatest in the sand fraction of the fallow soil. Sand fractions in fallow and arable soils were, however, relatively enriched in plant-derived phenols, aromatics, and carboxylates compared to the sand fraction of pasture soils. Analytical pyrolysis showed distinct differences in the thermal stability of SOM among the whole soil and their size fractions; it also showed that the loss of SOM generally involved preferential degradation of H-rich compounds. The temperature at which half of the C was pyrolyzed was strongly correlated with mineralizable C, providing good evidence for a link between the biological and thermal stability of SOM.  相似文献   
57.
The majority of dead organic material enters the soil carbon pool following initial incorporation into microbial biomass. The decomposition of microbial necromass carbon (C) is, therefore, an important process governing the balance between terrestrial and atmospheric C pools. We tested how abiotic stress (drought), biotic interactions (invertebrate grazing) and physical disturbance influence the biochemistry (C:N ratio and calcium oxalate production) of living fungal cells, and the subsequent stabilization of fungal-derived C after senescence. We traced the fate of 13C-labeled necromass from ‘stressed’ and ‘unstressed’ fungi into living soil microbes, dissolved organic carbon (DOC), total soil carbon and respired CO2. All stressors stimulated the production of calcium oxalate crystals and enhanced the C:N ratios of living fungal mycelia, leading to the formation of ‘recalcitrant’ necromass. Although we were unable to detect consistent effects of stress on the mineralization rates of fungal necromass, a greater proportion of the non-stressed (labile) fungal necromass C was stabilised in soil. Our finding is consistent with the emerging understanding that recalcitrant material is entirely decomposed within soil, but incorporated less efficiently into living microbial biomass and, ultimately, into stable SOC.  相似文献   
58.
田政  杨正禹  陆忠杰  罗奔  张茂  董瑞 《草业学报》2023,32(3):142-151
为了解紫花苜蓿在贵州地区的适应性及耐酸铝胁迫机理,以44份紫花苜蓿品种为研究对象,研究紫花苜蓿处于酸铝胁迫下的生理变化,并揭示其生理变化与耐酸铝胁迫间的关系。利用基因与环境互作模型对两个地点1年的紫花苜蓿进行产量分析,筛选出阿尔冈金、新疆大叶苜蓿、Trifecta、Vernal和中牧1号苜蓿5个耐酸铝强适应品种。利用敏感型UC-1465和耐受型阿尔冈金进行酸铝胁迫试验。结果表明:相同处理下,耐受型紫花苜蓿的电导率、相对铝含量、死亡率显著低于敏感型;紫花苜蓿对酸铝胁迫的响应主要通过柠檬酸、苹果酸、乙酸、酒石酸、反丁烯二酸和草酸的显著(P<0.05)增加来体现,其中苹果酸的合成和分泌增多可能是其耐酸铝胁迫的重要原因。  相似文献   
59.
柑橘果实富含酚类物质,主要包括类黄酮和酚酸,其中以类黄酮为主。本文围绕柑橘果实酚类物质的种类、含量与分布、动态变化,生物活性等对相关研究成果进行了综述,旨在为柑橘果实的科学利用提供信息。  相似文献   
60.
探讨生物有机肥与‘东试早’柚果实物理品质、化学品质及风味之间的影响,为德宏瑞丽地区‘东试早’柚适宜生物有机肥施用量提供参考。以11 年树龄‘东试早’柚为试材,测定‘东试早’柚果实物理、化学品质,并对果实进行感官风味品尝鉴定。结果表明,生物有机肥施用量30 kg/株,单果重、果肉重、纵径、横径最佳,此时还原糖、总糖、可溶性固形物和Vc含量最高,感官风味评价综合满意度分数最高。生物有机肥施用量增加到40 kg/株,单果重下降,可滴定酸含量显著升高,感官风味评价综合满意度分数有所下降。相关性分析显示,生物有机肥与还原糖、总糖、Vc和感官风味评价呈显著相关;感官风味评价的综合满意度与还原糖、总糖呈极显著正相关,与可滴定酸显著负相关。综合考虑‘东试早’柚的品质,生物有机肥用量以30 kg/株为宜。  相似文献   
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