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Effect of tillage frequency, seed rate, and glyphosate application on teff and weeds in Tigray, Ethiopia 埃塞俄比亚提格雷地区耕作频率、播种率和草甘膦施用对聚四氟乙烯和杂草的影响
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-09-05 DOI: 10.1017/S001447972200028X
Haftamu Gebretsadik Gebrehiwot, J. Aune, O. Eklo, T. Torp, L. Brandsæter
Summary Field experiments were conducted in 2015 and 2016 to study the effect of tillage frequency, seed rate, and glyphosate on teff and weeds. The experiments were arranged in a split plot design with three replications consisting of tillage frequency (conventional, minimum, and zero tillage) as the main plot and the combination of seed rate (5, 15, and 25 kg ha−1) and glyphosate (with and without) as subplots. Results showed that zero tillage reduced teff biomass yield by 15% compared to minimum tillage and by 26% compared to conventional tillage. Zero tillage and minimum tillage also diminished grain yield by 21% and 13%, respectively, compared to conventional tillage. Lowering the seed rate to 5 kg ha−1 reduced biomass yield by 22% and 26% compared to 15 and 25 kg ha−1, respectively. It also reduced the grain yield by around 21% compared to 15 and 25 kg ha−1 seed rates. Conventional tillage significantly diminished weed density, dry weight, and cover by 19%, 29%, and 33%, respectively, compared to zero tillage. The highest seed rate significantly reduced total weed density, dry weight, and cover by 18%, 19%, and 15%, respectively, compared to the lowest seed rate. Glyphosate did not affect weed density but reduced weed dry weight by 14% and cover by 15%. Generally, sowing teff using minimum tillage combined with glyphosate application and seed rate of 15 kg ha−1 enhanced its productivity and minimized weed effects.
总结2015年和2016年进行了田间试验,研究了耕作频率、种子率和草甘膦对聚四氟乙烯和杂草的影响。试验采用分块设计,三次重复,以耕作频率(常规、最低和免耕)为主要地块,种子率(5、15和25 kg ha−1)和草甘膦(有和无)组合为次要地块。结果表明,免耕使聚四氟乙烯生物量产量比少耕减少15%,比常规耕作减少26%。与传统耕作相比,免耕和少耕也分别使粮食产量下降21%和13%。与15和25 kg ha−1相比,将种子率降低到5 kg ha−2可使生物量产量分别降低22%和26%。与15和25 kg ha−1的播种率相比,它还使粮食产量降低了约21%。与免耕相比,常规耕作显著降低了杂草密度、干重和覆盖率,分别降低了19%、29%和33%。与最低种子率相比,最高种子率显著降低了总杂草密度、干重和覆盖率,分别降低了18%、19%和15%。草甘膦不影响杂草密度,但使杂草干重减少14%,覆盖率减少15%。一般来说,采用最少耕作结合草甘膦施用和15 kg ha−1的播种率播种聚四氟乙烯,可以提高生产力,并将杂草影响降至最低。
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引用次数: 0
Preferential mineral N form uptake by sugarcane genotypes contrasting in nitrogen use efficiency 不同基因型甘蔗优先吸收矿质氮的氮素利用效率比较
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-08-17 DOI: 10.1017/S0014479722000229
O. T. Kölln, B. N. Boschiero, H. Franco, Marina Camara Martins Soldi, G. Sanches, S. Castro, P. Trivelin
Summary Ammonium has been reported as a ‘preferred’ nitrogen (N) source for sugarcane (Saccharum spp.), which can improve N use efficiency (NUE) in this crop. We aimed to evaluate the preferential uptake of ammonium and nitrate in sugarcane genotypes contrasting with NUE under controlled conditions. Four sugarcane genotypes previously selected by another experiment (ER: efficient and responsive; ENR: efficient and nonresponsive; IR: inefficient and responsive; INR: inefficient and nonresponsive) were grown in a growth chamber and fertilized with two 15N-labeled forms [(NH4)2SO4 (15N-NH4 +) or KNO3 (15N-NO3 −)]; soil was used as substrate. Plants were evaluated at three time points: 0, 24, and 72 h after 15N-fertilization. For the efficient genotypes (ER and ENR), the soil NH4 + levels were about 20% lower than those found for the inefficient genotypes (IR and INR) indicating greater N extraction by the plant. Nitrogen derived from fertilizer (NDFF) and 15 N recovery from fertilizer (15N RFF) in roots were influenced by the genotypes, in which responsive genotypes (ER and IR) presented a mean value 40% higher than the genotype INR, showing that greater absorption is more related to response than efficiency. Three days after N application, NDFF and 15N RFF from 15N-NH4 + were greater than 15N-NO3 − in 40% and 65% for the roots and aerial part, respectively. The results of this study confirmed that sugarcane presents preferential uptake of NH4 + N form 3 days after fertilization. The use of nitrification inhibitors can be considered for providing a longer NH4 + residence time in the soil, also contributing to augmenting the NUE in sugarcane.
据报道,铵是甘蔗(Saccharum spp.)的“首选”氮源,可提高该作物的氮利用效率。我们旨在评估在控制条件下,与NUE相比,甘蔗基因型对铵和硝酸盐的优先吸收。先前通过另一个实验选择的四种甘蔗基因型(ER:有效和有反应;ENR:有效和无反应;IR:无效和有反应,INR:无效和无反应)在生长室中生长,并用两种15N标记形式[(NH4)2SO4(15N-NH4+)或KNO3(15N-NO3-)]受精;以土壤为基质。在15N施肥后0、24和72小时三个时间点对植物进行评估。对于高效基因型(ER和ENR),土壤NH4+水平比低效基因型(IR和INR)低约20%,表明植物提取了更多的氮。根中肥料来源的氮(NDFF)和肥料回收的15N(15N-RFF)受基因型的影响,其中响应基因型(ER和IR)的平均值比基因型INR高40%,表明更大的吸收与响应而非效率更相关。施氮3天后,15N-NH4+的NDFF和15N-RFF分别比15N-NO3-高40%和65%。本研究结果证实,甘蔗在施肥3天后表现出对NH4+N形态的优先吸收。硝化抑制剂的使用可以考虑在土壤中提供更长的NH4+停留时间,也有助于增加甘蔗中的NUE。
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引用次数: 0
Conservation agriculture effects on yield and profitability of rice-based systems in the Eastern Indo-Gangetic Plain 保护农业对印度-恒河平原东部水稻系统产量和盈利能力的影响
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-08-11 DOI: 10.1017/S0014479722000291
Md. Ariful Islam, R. Bell, C. Johansen, M. Jahiruddin, M. E. Haque, W. Vance
Abstract Sustaining productivity of the rice-based cropping systems in the Eastern Indo-Gangetic Plain (EIGP) requires practices to reverse declining soil fertility resulting from excessive tillage and crop residue removal, while decreasing production costs and increasing farm profits. We hypothesize that the adoption of conservation agriculture (CA), involving minimum tillage, crop residue retention and crop rotation, can address most of these challenges. Therefore, the effects of crop establishment methods – strip planting (SP), bed planting (BP) and conventional tillage (CT); and levels of crop residue retention – high residue (HR) and low residue (LR) on individual crop yield, system yield and profitability were evaluated in a split-plot design over three cropping seasons in two field experiments (Alipur and Digram sites) with contrasting crops and soil types in the EIGP. The SP and BP of non-rice crops were rotated with non-puddled rice establishment; CT of non-rice crops was rotated with puddled transplanted rice. In the legume-dominated system (rice-lentil-mung bean), lentil yields were similar in SP and CT, while lower in BP in crop season 1. A positive effect of high residue over low residue was apparent by crop season 2 and persisted in crop season 3. In crop season 3, the lentil yield increased by 18–23% in SP and BP compared to CT. In the cereal-dominated system (rice-wheat-mung bean), significant yield increases of wheat in SP and BP (7–10%) over CT, and of HR (1–3%) over LR, were detected by crop season 3 but not before. Rice yields under CA practices (non-puddled and HR) were comparable with CT (puddled and LR) in both systems. Improved yield of lentil and wheat with CA was correlated with higher soil water content. The net income of SP increased by 25–28% for dry season crops as compared to CT and was equal with CT for rice cropping systems. Conservation agriculture practices provide opportunities for enhancing crop yield and profitability in intensive rice-based systems of the EIGP of Bangladesh.
摘要要维持印度-恒河平原东部水稻种植系统的生产力,就需要采取措施扭转过度耕作和清除作物残渣导致的土壤肥力下降的局面,同时降低生产成本,增加农业利润。我们假设,采用保护性农业(CA),包括最低限度的耕作、作物残留物保留和作物轮作,可以解决大多数这些挑战。因此,作物建立方法——条带种植(SP)、床层种植(BP)和常规耕作(CT)的效果;以及作物残留保留水平——高残留(HR)和低残留(LR)对单个作物产量、系统产量和盈利能力的影响,在两个田间试验(Alipur和Digram场地)的三个种植季节的分割地块设计中进行了评估,并在EIGP中对作物和土壤类型进行了对比。非水稻作物的SP和BP与非水洼水稻轮作;非水稻作物的CT与水坑移植水稻进行轮换。在以豆类为主的系统(水稻-扁豆-绿豆)中,在作物季节1,SP和CT的扁豆产量相似,而BP的产量较低。高残留对低残留的积极影响在第二季作物中表现明显,并在第三季持续存在。在第三季中,与CT相比,SP和BP的扁豆产量增加了18-23%。在谷物为主的系统(水稻-小麦-绿豆)中,SP和BP的小麦产量比CT显著增加(7-10%),HR的产量比LR显著增加(1-3%),在第三季度之前没有。在两个系统中,CA做法(非水坑和HR)下的水稻产量与CT(水坑和LR)相当。添加CA的扁豆和小麦产量的提高与土壤含水量的增加有关。与CT相比,旱季作物的SP净收入增加了25-28%,与水稻种植系统的CT持平。保护性农业实践为孟加拉国EIGP的集约水稻系统提高作物产量和盈利能力提供了机会。
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引用次数: 2
Topcross pearl millet hybrids for Africa: A case study for Mali 非洲杂交珍珠小米:以马里为例
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-08-01 DOI: 10.1017/S0014479722000175
M. Sanogo, S. Coulibaly, Moussa Mariko, J. Witcombe
Abstract Single-cross pearl millet hybrids are widely grown in India, but this cultivar type has not been adopted in Africa. Hybrids from India have proven to be highly susceptible to downy mildew disease in Africa, the continent where the disease originated. We investigated an alternative strategy of growing topcross hybrids where both the parents are of African origin and both are only partially inbred. We investigated root characteristics – length, diameter, area, volume and dry weight – under drought stress and well-watered controlled conditions in genotypes that included potential parents of topcross hybrids. Several, including population Civarex 06_05, had better developed roots under drought while also having good roots under more favourable conditions. Some of these genotypes were backrossed to a male-sterile line based on the A4 cytoplasm to produce male-sterile populations with stable male sterility. Civarex 06_05 had good combining ability when used as a female parent and produced high-yielding topcross hybrids. Two of the topcross hybrids were on restorer populations Toroniou, originating from Mali, and Maiwa from Nigeria. On the experimental station and in farmers’ fields, one was much superior in yield to the best local alternatives and both had superior downy mildew resistance. Current efforts on the seed production of these topcross hybrids are described, and the constraints to the commercialisation in Mali of promising topcross hybrids are discussed.
单交珍珠粟杂交种在印度广泛种植,但在非洲尚未采用。在非洲,来自印度的杂交品种已被证明对霜霉病非常敏感,而非洲正是霜霉病的发源地。我们研究了一种培育上交杂交种的替代策略,其中双亲都是非洲血统,并且都只是部分近交。在干旱胁迫和水分控制条件下,研究了包括顶交潜在亲本在内的基因型的根系长度、直径、面积、体积和干重等性状。包括种群Civarex 06_05在内的几个种群在干旱条件下根系发育较好,而在较有利的条件下根系也很好。其中一些基因型以A4细胞质为基础回交到雄性不育系,产生雄性不育性稳定的雄性不育群体。Civarex 06_05作为母本具有良好的配合力,可以产生高产的顶交杂交种。两个顶交杂交种在恢复种群上,分别来自马里的Toroniou和尼日利亚的Maiwa。在试验站和农民田间,一种品种的产量明显优于当地最佳品种,两种品种均具有较好的抗霜霉性。本文描述了目前在这些杂交品种的种子生产方面所做的努力,并讨论了在马里有前途的杂交品种商业化的制约因素。
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引用次数: 0
Effect of combining organic manure and inorganic fertilisers on maize–bush bean intercropping 有机肥与无机肥配施对玉米-矮豆间作的影响
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-08-01 DOI: 10.1017/S0014479722000102
Gift Ndengu, P. Mponela, B. Chataika, L. Desta, R. Chirwa, Gudeta G. Sileshi
Summary In sub-Saharan Africa (SSA), farmers intercrop common beans with maize but apply inorganic or organic fertilisers targeting only maize. Effects of this practice on bush bean yield have not been fully evaluated with respect to input use and compatibility when intercropped with maize. An on-farm trial managed by smallholder community members was conducted to assess the influence of various soil fertility management options and cropping systems on the yield of two bush bean genotypes (SER45 and SER83) in two agro-ecological zones of Malawi. The farmer-managed trials were laid out in split-plot design, with the bean genotypes as main plots and a combination of the soil fertility management options (i.e., no input, manure, fertiliser and fertiliser + manure) and cropping systems (i.e., sole crop and intercrop) as subplots. The trials were affected by terminal drought and dry spells, but results show that manure and fertiliser application enhanced the resilience of the drought-tolerant bean genotypes. The genotype SER45 was responsive to manure application in the sole crop, giving a 44.4% yield increase over no-manure application. In sole cropping with fertiliser plus manure, bean yields improved by 40.1% for SER45 and 78.3% for SER83 relative to the no-input control. Although sole cropping had higher bean yields, the treatment with manure and fertiliser had a higher land equivalence ratio for intercrop of 1.54 for SER45 and 1.32 for SER83 over sole cropping. These results show that, under smallholder farmer management, the climate adaptability of bush bean genotypes could be enhanced by the combined application of organic and inorganic fertilisers in maize–bean intercrop. The combined application also enhances whole-farm productivity of the common maize–bean intercrop practice than monocrop, hence is of benefit to most low-input smallholder farmers of SSA.
在撒哈拉以南非洲(SSA),农民将普通豆类与玉米间作,但只针对玉米施用无机或有机肥料。在投入物使用和间作玉米时的相容性方面,这种做法对灌木豆产量的影响尚未得到充分评价。在马拉维的两个农业生态区进行了一项由小农社区成员管理的田间试验,以评估各种土壤肥力管理方案和种植制度对两种灌木豆基因型(SER45和SER83)产量的影响。农民管理的试验采用分畦设计,以豆类基因型为主要小区,结合土壤肥力管理方案(即无投入、粪肥、化肥和化肥+粪肥)和种植制度(即单作和间作)作为次要小区。试验受干旱末期和干旱期的影响,但结果表明,施用有机肥和化肥增强了抗旱大豆基因型的抗旱能力。SER45基因型对单作施肥有响应,比不施肥增产44.4%。在单作中,与无投入对照相比,施用SER45和SER83的大豆产量分别提高了40.1%和78.3%。虽然单作大豆产量较高,但与单作相比,有机肥和化肥处理的SER45和SER83的间作土地等效比为1.54和1.32。综上所述,在小农经营条件下,有机无机肥与玉米-豆类间作配施可提高灌木豆基因型的气候适应性。与单一作物相比,联合施用还能提高普通玉米-豆类间作的全农场生产力,因此对大多数低投入的小农有利。
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引用次数: 1
High phosphorus supply enhances leaf gas exchange and growth of young Arabica coffee plants under water deficit 高磷供应促进了水分亏缺条件下阿拉比卡咖啡幼苗叶片气体交换和生长
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-08-01 DOI: 10.1017/S0014479722000266
M. Rakocevic, Paulo Eduardo R. Marchiori, F. C. Zambrosi, E. Machado, A. Maia, R. V. Ribeiro
Abstract Drought is considered as the major environmental stress affecting coffee production, and high phosphorus (P) supply may alleviate the drought effects on crop metabolism. Here, we hypothesized that high P supply would mitigate the impacts of drought on Arabica coffee physiology, morphology, and biomass accumulation. Potted Arabica coffee plants were grown under two P levels: the recommended P fertilization (P), and twice the recommended fertilization (+P), and two water regimes: well-watered and water withholding for 32 days. Leaf, stem, and root P concentrations were increased under +P, with plants showing higher photosynthesis and growth than the ones receiving the recommended P dose. Higher plant growth under high P supply seems to upregulate leaf photosynthesis through the source–sink relationship. Under the water deficit, the reduction of leaf photosynthesis, stomatal conductance, transpiration, water use efficiency, carboxylation efficiency, chlorophyll content, number of plagiotropic branches, plant leaf area, and vegetative biomass production was similar comparing plants fertilized with the recommended P to those supplied with +P. However, Arabica coffee trees under high P supply and water deficit presented morphological and physiological traits similar to plants under well-watered and recommended P fertilization.
干旱被认为是影响咖啡生产的主要环境胁迫,高磷供应可以缓解干旱对作物代谢的影响。在这里,我们假设高磷供应可以减轻干旱对阿拉比卡咖啡生理、形态和生物量积累的影响。盆栽阿拉比卡咖啡植株在两种磷水平下生长:推荐施磷肥(P)和两倍推荐施磷肥(+P),以及两种水分制度:充分浇水和32天不浇水。在+P处理下,叶片、茎和根的磷浓度增加,植株的光合作用和生长都比推荐磷处理下的植株高。在高磷供应下,植物的高生长似乎通过源库关系上调了叶片光合作用。在水分亏缺条件下,施用推荐磷与施用+P对叶片光合作用、气孔导度、蒸腾、水分利用效率、羧化效率、叶绿素含量、斜向分支数、植物叶面积和营养生物量产量的影响相似。高磷缺水条件下,阿拉比卡咖啡树的形态和生理特征与水分充足和推荐施磷条件下相似。
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引用次数: 0
Estimating productivity and nutritive value of Marandu palisadegrass using a proximal canopy reflectance sensor 利用近端冠层反射率传感器估算马兰杜栅栏花的生产力和营养价值
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-07-28 DOI: 10.1017/S0014479722000242
J. Pezzopane, A. C. de Campos Bernardi, C. Bosi, Orlando Sengling, W. L. Bonani, H. B. Brunetti, P. M. Santos
Abstract In intensive livestock production systems, estimating forage production and its nutritive value can assist farmers in optimizing pasture management, stocking rate, and feed supplementation to animals. In this study, we aimed to use vegetation indices, determined using a proximal canopy reflectance sensor, to estimate the forage mass, crude protein content, and nitrogen in live forage of Marandu palisadegrass (Urochloa brizantha). Pasture canopy reflectance was measured at three wavelengths (670, 720, and 760 nm) using a Crop Circle device equipped with an ACS-430 sensor. Total forage mass, plant-part composition, leaf area index (LAI), and crude protein content were assessed during 14 growth cycles in a pasture under four management regimes, comprising different combinations of two N fertilization rates and two irrigation schedules. For each forage assessment, pasture canopy reflectance data were used to calculate the following vegetation indices: normalized difference vegetation index, normalized difference red edge, simple ratio index (SRI), modified simple ratio, and chlorophyll index. In addition, we also performed analyses of the linear and exponential regressions between vegetation indices and total forage mass, leaf + stem mass, leaf mass, LAI, crude protein content, and nitrogen in live forage. The best estimates were achieved for total forage mass, leaf + stem mass, leaf mass, and nitrogen in live forage using SRI (R2 values between 0.72 and 0.79). When estimating pasture productive variables (total forage mass, leaf + stem mass, leaf mass, and LAI) from SRI, the equations showed R2 values between 0.69 (leaf mass) and 0.74 (LAI) and relative errors ranging from 19% to 21%. For each of the water and nitrogen supply conditions evaluated, this index facilitated the monitoring of forage mass time series and nitrogen in live forage and the extraction of this nutrient by the pasture.
在集约化畜牧生产系统中,估算牧草产量及其营养价值可以帮助农民优化牧场管理、放养率和动物饲料补充。在本研究中,我们旨在利用植被指数,利用近端冠层反射传感器确定,以估计马兰度牧草(Urochloa brizantha)的饲料质量,粗蛋白质含量和氮含量。利用配备ACS-430传感器的麦田圈装置在670、720和760 nm三个波长下测量牧草冠层反射率。研究了4种不同施肥方式和2种灌溉方式下牧草14个生长周期的总饲料质量、植物组成、叶面积指数(LAI)和粗蛋白质含量。对于每一种牧草评价,利用牧草冠层反射率数据计算归一化差异植被指数、归一化差异红边、简单比指数(SRI)、修正简单比和叶绿素指数。此外,我们还分析了植被指数与活饲料总质量、叶+茎质量、叶质量、LAI、粗蛋白质含量和氮含量之间的线性回归和指数回归关系。利用SRI对活饲料中总牧草质量、叶+茎质量、叶质量和氮进行了最佳估计(R2值在0.72 ~ 0.79之间)。在利用SRI估计牧草生产变量(牧草总质量、叶+茎质量、叶质量和LAI)时,方程的R2值在0.69 ~ 0.74 (LAI)之间,相对误差在19% ~ 21%之间。在评价的各水氮供应条件下,该指标有利于监测牧草质量时间序列和活饲料中氮的含量以及牧草对氮的提取。
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引用次数: 0
Impacts of eucalyptus biochar application on greenhouse gas emission from an upland rice–sugarcane cropping system on sandy soil 桉树生物炭施用对沙质土壤陆稻-甘蔗种植系统温室气体排放的影响
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-07-27 DOI: 10.1017/S0014479722000254
Sucharat Butphu, W. Kaewpradit
Summary An on-farm field experiment was conducted in northeastern Thailand to assess the effects of different eucalyptus biochar (BC) application rates, in combination with mineral fertilizers, on upland rice and a succeeding crop of sugarcane on sandy soil. Soil mineral N and greenhouse gas emissions were also evaluated. The field experiment consisted of three treatments: no biochar (BC0), 3.1 Mg ha−1 of biochar (BC1), and 6.2 Mg ha−1 of biochar (BC2). All treatments received the same recommended fertilizer rate. Soil mineral N, and emissions of carbon dioxide (CO2), methane (CH4), and nitrous oxide (N2O) were monitored after BC application. The results revealed that the BC2 treatment caused lower soil mineral N content than that of the BC0 treatment during the upland rice period. During the sugarcane period, the BC2 treatment induced a greater soil mineral N content than the BC1 treatment but had no significant difference from the BC0 treatment. The BC2 treatment resulted in significantly lower cumulative CH4 and N2O emissions than the BC0 treatment during the upland rice period. In conclusion, we found that the BC2 treatment alleviated the global warming potential from CH4 and N2O emissions throughout the experiment, causing slight changes in soil N availability in the upland rice–sugarcane cropping system.
摘要在泰国东北部进行了一项田间试验,以评估不同桉树生物炭(BC)施用率和矿物肥料对旱地水稻和沙质土壤上的后续甘蔗作物的影响。土壤矿物氮和温室气体排放也进行了评估。田间试验由三个处理组成:无生物炭(BC0)、3.1 Mg ha−1的生物炭(BC1)和6.2 Mg ha−2的生物炭。所有处理均采用相同的推荐施肥量。施用BC后,监测土壤矿物N以及二氧化碳(CO2)、甲烷(CH4)和一氧化二氮(N2O)的排放。结果表明,BC2处理的土壤矿质氮含量低于BC0处理。在甘蔗期,BC2处理比BC1处理诱导的土壤矿质氮含量更高,但与BC0处理没有显著差异。在旱稻时期,BC2处理的CH4和N2O累积排放量显著低于BC0处理。总之,我们发现BC2处理在整个实验过程中减轻了CH4和N2O排放带来的全球变暖潜力,导致陆稻-甘蔗种植系统土壤氮有效性略有变化。
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引用次数: 0
Data-driven similar response units for agricultural technology targeting: An example from Ethiopia 数据驱动的农业技术目标类似响应单位:来自埃塞俄比亚的一个例子
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-07-25 DOI: 10.1017/S0014479722000126
L. Tamene, W. Abera, E. Bendito, T. Erkossa, Meklit Tariku, Habtamu Sewnet, D. Tibebe, Jemal Sied, G. Feyisa, M. Wondie, K. Tesfaye
Abstract Ethiopia has heterogeneous topographic, climatic and socio-ecological systems. Recommendations of agricultural inputs and management practices based on coarse domains such as agro-ecological zones (AEZ) may not lead to accurate targeting, mainly due to large intra-zone variations. The lack of well-targeted recommendations may contribute to the underperformance of promising technologies. Therefore, there is a need to define units where similar environmental and biophysical features prevail, based on which specific recommendations can be made for similar response units (SRUs). We used unsupervised machine learning algorithms to identify areas of high similarity or homogeneous zones called ‘SRUs’ that can guide the targeting of agricultural technologies. SRUs are landscape entities defined by integrating relevant environmental covariates with the intention to identify areas of similar responses. Using environmental spatial data layers such as edaphic and ecological variables for delineation of the SRUs, we applied K- and X-means clustering techniques to generate various granular levels of zonation and define areas of high similarity. The results of the clustering were validated through expert consultation and by comparison with an existing operational AEZ map of Ethiopia. We also augmented validation of the heterogeneity of the SRUs by using field-based crop response to fertiliser application experimental data. The expert consultation highlighted that the SRUs can provide improved clustering of areas of high similarity for targeting interventions. Comparison with the AEZ map indicated that SRUs with the same number of AEZ units captured heterogeneity better with less within-cluster variability of the former. In addition, SRUs show lower within-cluster variability to optimal crop response to fertiliser application compared with AEZs with the same number of classes. This implies that the SRUs can be used for refined agricultural input and technology targeting. The work in this study also developed an operational framework that users can deploy to fetch data from the cloud and generate SRUs for their areas of interest.
埃塞俄比亚具有异质的地形、气候和社会生态系统。基于农业生态区(AEZ)等粗略领域的农业投入和管理实践建议可能无法实现准确的目标,这主要是由于区域内的巨大差异。缺乏目标明确的推荐可能会导致有前途的技术表现不佳。因此,有必要定义具有相似环境和生物物理特征的单位,并在此基础上对类似反应单位(sru)提出具体建议。我们使用无监督机器学习算法来识别高度相似或同质区域的区域,称为“sru”,可以指导农业技术的目标。sru是一种景观实体,通过整合相关的环境协变量来确定具有类似响应的区域。利用环境空间数据层(如土壤和生态变量)来划定sru,我们应用K-均值和x -均值聚类技术来生成不同粒度的分区,并定义高相似性的区域。通过专家咨询和与埃塞俄比亚现有业务AEZ地图的比较,验证了聚类的结果。我们还利用田间作物对施肥的响应实验数据,增强了sru异质性的验证。专家磋商会强调,sru可以为针对干预措施的高相似性区域提供改进的聚类。与AEZ图的比较表明,相同AEZ单元数的sru能更好地捕获异质性,而前者的簇内变异较小。此外,与具有相同类数的生态区相比,sru对肥料施用的最佳作物响应表现出更低的聚类内变异。这意味着sru可以用于精细农业投入和技术定位。本研究还开发了一个操作框架,用户可以部署该框架从云中获取数据,并为他们感兴趣的领域生成sru。
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引用次数: 2
A critical review on applications of hyperspectral remote sensing in crop monitoring 高光谱遥感在作物监测中的应用综述
IF 1.6 4区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2022-07-25 DOI: 10.1017/S0014479722000278
Huan Yu, B. Kong, Yuting Hou, Xiaoyu Xu, Tao Chen, Xiangmeng Liu
Summary Numerous technologies have contributed to the recent development of agriculture, especially the advancement in hyperspectral remote sensing (HRS) constituted a revolution in crop monitoring. The widespread use of HRS to obtain crop parameters suggests the need for a review of research advances in this area. HRS offers new theories and methods for studying crop parameters, but much work needs to be done both experimentally and theoretically before we can truly understand the physical and chemical processes that predict these crop parameters. The study focuses on the following elements: 1) The article provides a relatively comprehensive introduction to HRS and how it can be applied to crop monitoring; 2) Current state-of-the-art techniques are summarized and analyzed to inform further advances in crop monitoring; 3) Opportunities and challenges for crop monitoring applications using HRS are discussed, and future research is summarized. Finally, through a comprehensive discussion and analysis, the article proposes new directions for using HRS to study crop characteristics, such as new data mining techniques including deep learning provide opportunities for efficient processing of large amounts of HRS data; combining the temporal and dynamic characteristics of crop parameters and vegetation growth processes will greatly improve the accuracy of crop parameter detection and monitoring; multidata fusion and multiscale data assimilation will become HRS monitoring. Multidata fusion and multiscale data assimilation will become another research hotspot for HRS monitoring of crop parameters.
摘要许多技术为农业的最新发展做出了贡献,特别是高光谱遥感技术的进步构成了作物监测的一场革命。HRS用于获取作物参数的广泛使用表明,有必要对该领域的研究进展进行审查。HRS为研究作物参数提供了新的理论和方法,但在我们真正了解预测这些作物参数的物理和化学过程之前,还需要进行大量的实验和理论工作。本研究主要集中在以下几个方面:1)本文对HRS及其在作物监测中的应用进行了较为全面的介绍;2) 对当前最先进的技术进行了总结和分析,为作物监测的进一步进展提供信息;3) 讨论了利用HRS进行作物监测应用的机遇和挑战,并总结了未来的研究。最后,通过全面的讨论和分析,文章提出了利用HRS研究作物特征的新方向,例如包括深度学习在内的新数据挖掘技术为高效处理大量HRS数据提供了机会;将作物参数和植被生长过程的时间和动态特征相结合,将大大提高作物参数检测和监测的准确性;多数据融合和多尺度数据同化将成为HRS监测。多数据融合和多尺度数据同化将成为HRS作物参数监测的又一研究热点。
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引用次数: 7
期刊
Experimental Agriculture
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