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Molecular characterization of diosgenin biosynthesis in different organs of Trigonella foenum-graecum L. 三叶草不同器官中薯蓣皂苷生物合成的分子特征
Q4 Agricultural and Biological Sciences Pub Date : 2024-02-27 DOI: 10.25081/jaa.2024.v10.8811
Do Yeon Kwon, Jinsu Lim, R. Sathasivam, Md. Romij Uddin, Jae Kwang Kim, Sang Un Park
Fenugreek, an annual herb, is a significant source of diosgenin, a triterpene with bioactive properties. This study aimed to molecularly characterize diosgenin biosynthesis in various organs of fenugreek, including flowers, immature leaves, developing leaves, mature leaves, stems, roots, and pods. The biosynthetic pathway involves vital enzymes such as squalene synthase, squalene monooxygenase, cycloartenol synthase, and Sterol-3-ß-glucosyl transferase. The study found that flowers and roots exhibited the highest gene expression levels, indicating their potential significance in diosgenin biosynthesis. Diosgenin content was quantified using high-performance liquid chromatography, with seeds being the primary source. The findings suggest that fenugreek offers a cost-effective and rapid alternative to yam for diosgenin production, and the differential accumulation of diosgenin in different plant organs underscores the importance of understanding organ-specific biosynthesis. This comprehensive analysis provides valuable insights into fenugreek’s potential as a bioresource for diosgenin and its diverse applications in medicine and agriculture.
胡芦巴是一种一年生草本植物,是具有生物活性的三萜类化合物 diosgenin 的重要来源。这项研究的目的是从分子角度描述胡芦巴各器官(包括花、未成熟叶、发育中叶、成熟叶、茎、根和豆荚)中薯蓣皂苷的生物合成过程。生物合成途径涉及角鲨烯合成酶、角鲨烯单加氧酶、环木菠萝烯醇合成酶和甾醇-3-ß-葡萄糖基转移酶等重要酶。研究发现,花和根的基因表达水平最高,这表明它们在薯蓣皂苷的生物合成中可能具有重要作用。利用高效液相色谱法对薯蓣皂苷的含量进行了量化,种子是主要来源。研究结果表明,在生产薯蓣皂苷方面,葫芦巴是一种成本低、见效快的替代品,而且薯蓣皂苷在不同植物器官中的积累差异突出表明了了解特定器官生物合成的重要性。这项综合分析为了解葫芦巴作为薯蓣皂苷生物资源的潜力及其在医药和农业中的多种应用提供了宝贵的见解。
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引用次数: 0
The improvement of antioxidant contents and fruit quality of Sukkary date cultivar using various Potassium levels and Irrigation interval 利用不同的钾含量和灌溉间隔改善苏卡里枣品种的抗氧化剂含量和果实质量
Q4 Agricultural and Biological Sciences Pub Date : 2024-01-18 DOI: 10.25081/jaa.2024.v10.8581
A. S. Al-Wasel, D. A. El-Rayes
Sukkary date palms (Phoenix dactylifera L.) were treated with three levels of potassium fertilizer combined with three irrigation intervals regime, five replicates were allocated per treatment, to enhance better date peel color; decrease loose crust, and subsequently, improve high market ability. Potassium sulfate (49% K2O) was applied annually at a rate of 490 g (as common fertilization applied in the farm in which this experiment was carried out, therefore, it was considered as a control treatment), 735 g, or 980 g K2O per palm tree, each level was divided into three equal doses. The first dose was added one month after pollination; the other two doses were added at two month interval, whereas the irrigation treatments were as follows: 24 hrs (as common irrigation application in the farm used for this study, and it was considered as a control treatment), 48 hrs, or 72 hrs. The results showed a great decrease in the loose crust dates at harvesting time. An inverse proportional relationship between irrigation intervals and loose crust of dates was observed. The High potassium fertilizer treatment accompanied with 72 hrs irrigation interval treatment produced a significantly higher date quality regarding with bright yellow color, less darkening, and loose crust. High potassium fertilizer treatments (735, or 980 g K2O per palm) increased total yield, improved date weight, size, and color. Moreover, increasing potassium level affected significantly the date total antioxidant. This study showed that, a potential means to control peel darkening and loose date crust and improve quality of cv. Sukkary dates, which ultimately improves its market ability, through implementing appropriate potassium and irrigation regimes.
对苏卡里枣椰树(Phoenix dactylifera L.)施用三种水平的钾肥,并采用三种灌溉间隔制度,每种处理设五个重复,以改善枣皮颜色,减少松散结皮,从而提高市场销售能力。硫酸钾(49% K2O)的施用量为每年每棵棕榈树 490 克(本试验所在农场的常用施肥量,因此将其视为对照处理)、735 克或 980 克 K2O,每个水平分为三个等量的剂量。第一种剂量在授粉后一个月添加,另外两种剂量间隔两个月添加,灌溉处理如下:灌溉时间为 24 小时(本研究使用的农场常用灌溉时间,被视为对照处理)、48 小时或 72 小时。结果表明,在收获时,松散结皮的日期大大减少。灌溉间隔与枣的松散结皮之间呈反比例关系。高钾肥处理和 72 小时灌溉间隔处理产生的椰枣质量明显提高,颜色鲜黄,颜色变深,果皮松散。高钾肥处理(每个棕榈 735 或 980 克 K2O)增加了总产量,改善了枣的重量、大小和颜色。此外,钾含量的增加对椰枣总抗氧化剂的影响也很大。这项研究表明,控制枣皮变黑和松散的枣壳,提高苏卡里枣品种的质量是一种潜在的方法。通过实施适当的钾和灌溉制度,可以控制枣皮变黑和松散的枣壳,提高 Sukkary 枣的质量,最终提高其市场能力。
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引用次数: 0
Breeding of some cucumber hybrids according to some water stress criteria under plastic houses conditions 根据塑料大棚条件下的一些水分胁迫标准培育一些黄瓜杂交种
Q4 Agricultural and Biological Sciences Pub Date : 2023-12-26 DOI: 10.25081/jaa.2023.v9.8643
M. M. M. Alabdaly, L. F. Gar
The study was conducted at the College of Agriculture - University of Anbar during three agricultural seasons, the autumn of 2021 and the spring and autumn of 2022, with the aim of producing F1 hybrids of cucumbers for greenhouses that are resistant to drought stress. Four Gynoecious lines were used, which were planted in the autumn season 2021, and 12 reciprocal and reverse hybrids were produced by full Diallel-crosses, and then planted in the spring season 2022 for the purpose of performance evaluation. Three hybrids were selected that were superior in characteristics of growth and yield with the best parents and a certified hybrid for comparison (Kanz) planted in the autumn season 2022 in an experiment carried out within the design of split plots with two factors according to the randomized complete block design (RCBD) and with three replications. The first factor included 6 genotypes and the second factor included two levels of moisture depletion at 25% and 50% of the available water calculated on the weight method, and the results were as follows. The results of evaluating the performance of the produced combinations showed the superiority of three hybrids, 4×1, 4×3, and 1×4, as they recorded distinct yields of 4.97, 4.38, and 4.20 kg plant-1 respectively. The same hybrids recorded a significant positive hybrid vigor of 34.84%, 18.91% and 14.03%, respectively. The same hybrids were introduced into the third season experiment with the two best parents, 4 and 1, and it appeared that the 4×1 hybrid excelled in plant yield, amounting to 4.06 kg plant-1, and recorded the best values in all studied stress tolerance criteria, as it reached 4.06 and 4.05 in MP and GMP criteria respectively, and in SSI, YR and TOL criteria, it recorded values of 0.70, 0.10 and 0.42, respectively, and in STI, HM, YI, and DI criteria, values of 1.22, 4.05, 1.22, and 0.94, respectively while the parent P1 recorded the lowest values in stress tolerance criteria. From study concluded that the differences in the chemical responses and the amount of production of cucumber, due to the genetic variation of the genotypes under study. Three locally produced hybrids achieved superiority in yield during high moisture depletion. We recommend preserving parents 1 and 4 due to their distinctiveness and using them to produce distinctive hybrids.
这项研究在安巴尔大学农学院进行,历时三个农季,即 2021 年秋季、2022 年春季和秋季,目的是培育出抗旱的温室黄瓜 F1 代杂交种。使用了 4 个雌雄同株系,在 2021 年秋季种植,并通过完全 Diallel 杂交培育出 12 个互交和反交杂交种,然后在 2022 年春季种植,以进行性能评估。根据随机完全区组设计(RCBD)和三次重复的双因子分区设计,在 2022 年秋季种植的试验中,选出了 3 个在生长和产量特性方面优于最佳亲本和一个认证杂交种(Kanz)的杂交种进行比较。第一个因素包括 6 个基因型,第二个因素包括按重量法计算的可用水分的 25% 和 50% 两种水分损耗水平,结果如下。对所生产组合的性能进行评估的结果表明,4×1、4×3 和 1×4 这三个杂交种具有优势,它们的产量分别为 4.97、4.38 和 4.20 公斤/株。这些杂交种的杂种优势显著,分别为 34.84%、18.91% 和 14.03%。将相同的杂交种与两个最好的亲本 4 和 1 一起引入第三季试验,结果发现 4×1 杂交种的植株产量最高,达到 4.06 千克/株,在所有研究的抗逆性标准中都是最好的,在 MP 和 GMP 标准中分别达到 4.06 和 4.05 千克/株。在 MP 和 GMP 标准中分别达到 4.06 和 4.05,在 SSI、YR 和 TOL 标准中分别达到 0.70、0.10 和 0.42,在 STI、HM、YI 和 DI 标准中分别达到 1.22、4.05、1.22 和 0.94,而亲本 P1 的抗逆性标准值最低。研究得出结论,黄瓜化学反应和产量的差异是由所研究基因型的遗传变异造成的。三个本地生产的杂交种在高水分耗竭时产量优异。我们建议保留亲本 1 号和 4 号,因为它们具有独特性,并利用它们培育出与众不同的杂交种。
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引用次数: 0
Response of two different Phoenix dactylifera cultivars to future climate conditions 两种不同的凤凰栽培品种对未来气候条件的反应
Q4 Agricultural and Biological Sciences Pub Date : 2023-12-21 DOI: 10.25081/jaa.2023.v9.8739
Nasser Abdullah Ghdayer Al Kaabi, Saif Ali Matar Al Blooshi, Karthishwaran Kandhan, Abdul Jaleel, Mohammed Alyafei
Plants are naturally exposed to various environmental stresses that affect their growth and development. As a desert plant, Phoenix dactylifera (date palm) has developed strategies to protect itself from most abiotic stresses. However, projected climate changes and the interaction between the various abiotic stressors will have profound effects on date palm adaptation and production In the present study, the two date palm cultivars, Sultana and Zamli cultivars were exposed to elevated levels of CO2 and enhanced UVB radiation and non-enzymatic antioxidants (total phenols, α-tocopherol, reduced glutathione content) and antioxidant enzyme activities (polyphenol oxidase, peroxidase, superoxide dismutase, catalase, ascorbate peroxidase) activities were analysed. The results showed that the Sultana cultivar is tolerant to future climate conditions. However, more biotic stress and yield parameters are needed for the identification of biotic stress tolerant date palm cultivars.
植物自然会受到各种影响其生长和发育的环境压力。作为一种沙漠植物,Phoenix dactylifera(椰枣)已经制定了保护自身免受大多数非生物胁迫的策略。然而,预计的气候变化和各种非生物胁迫之间的相互作用将对枣椰树的适应性和产量产生深远影响、在本研究中,将 Sultana 和 Zamli 这两个枣椰树栽培品种暴露于升高的二氧化碳水平和增强的 UVB 辐射下,分析了非酶抗氧化剂(总酚、α-生育酚、还原型谷胱甘肽含量)和抗氧化酶活性(多酚氧化酶、过氧化物酶、超氧化物歧化酶、过氧化氢酶、抗坏血酸过氧化物酶)。结果表明,苏丹娜栽培品种对未来气候条件具有耐受性。不过,还需要更多的生物胁迫和产量参数来鉴定耐生物胁迫的枣椰栽培品种。
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引用次数: 0
Eucalyptus and spearmint oils inhibit the biological activity of lesser grain borer and red flour beetles 桉叶油和留兰香油抑制小菜蛾和红面粉甲虫的生物活性
Q4 Agricultural and Biological Sciences Pub Date : 2023-12-18 DOI: 10.25081/jaa.2023.v9.8716
Azher M. Ali, F. A. Sabit
The objective of this investigation was to assess the insecticidal efficacy of essential oils derived from eucalyptus (Eucalyptus camaldulensis) and spearmint (Mentha spicata) against two species of stored-product insects. The process of Clevenger-type water distillation was employed to extract essential oils from two distinct plant species. Subsequently, the insecticidal properties of these oils were evaluated against specimens of the American wheat weevil (Rhyzopertha dominica) and the red flour beetle (Tribolium castaneum), belonging to the Coleoptera: Bostrichidae and Tenebrionidae families, respectively. Eucalyptus oil exhibited the highest level of inhibition of insects’ reproduction. Still, when tested on adults of both types of insects, eucalyptus and spearmint oils were more effective than the control treatment. A complete inhibition of egg-laying activity (100%) was achieved using a 7% concentration of eucalyptus oil. The trials were done within controlled laboratory settings, with a notable absence of tests conducted under authentic operational conditions. Researchers who want to learn more about using essential oils as insecticides in the future should focus on making pesticide formulations that work well in a wide range of production settings.
这项调查的目的是评估从桉树(Eucalyptus camaldulensis)和留兰香(Mentha spicata)中提取的精油对两种贮藏产品昆虫的杀虫功效。采用克莱文格尔水蒸馏法从两种不同的植物中提取精油。随后,评估了这些精油对美国小麦象鼻虫(Rhyzopertha dominica)和红面粉甲虫(Tribolium castaneum)标本的杀虫特性。桉叶油对昆虫繁殖的抑制程度最高。不过,在对这两种昆虫的成虫进行测试时,桉叶油和留兰香油比对照处理更有效。浓度为 7% 的桉叶油可以完全抑制昆虫的产卵活动(100%)。这些试验都是在受控实验室环境下进行的,明显缺乏在真实操作条件下进行的测试。研究人员如果想在未来更多地了解如何使用精油作为杀虫剂,就应该把重点放在制作在各种生产环境下都能很好发挥作用的杀虫剂配方上。
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引用次数: 0
Effect of heavy metals on phenylpropanoid biosynthesis in Euonymus alatus 重金属对大叶黄杨苯丙类生物合成的影响
Q4 Agricultural and Biological Sciences Pub Date : 2023-12-08 DOI: 10.25081/jaa.2023.v9.8699
R. Sathasivam, Haeng-Hoon Kim, B. V. Nguyen, Jiwon Yoon, Byung Bae Park, Jae Kwang Kim, Sang Un Park
The productivity of the phenylpropanoid biosynthesis pathway in plants varies depending on the type of stress. In this work, we looked into how different phenylpropanoid chemicals accumulated in Euonymus alatus following exposure to different concentrations of CuCl2 (0.1, 0.5, and 1 mM), HgCl2 (0.1, 0.5, and 1 mM), and NiSO4 (10, 50, and 100 mM). We analyzed some of the individual phenolic chemicals by high-performance liquid chromatography (HPLC). In nearly all cases, rutin showed the largest concentration among the phenylpropanoid chemicals, followed by epicatechin, sinapic acid, p-coumaric acid, trans-cinnamic acid, ferulic acid, and caffeic acid. However, due to the change in the concentration of the heavy metals, the amount of phenylpropanoid changed. The highest accumulation of phenylpropanoid was documented in 0.1 mM CuCl2, whereas it was reduced in 1 mM HgCl2 exposed plants. These findings unequivocally demonstrate that the phenylpropanoid metabolic pathway took part in the heavy metal tolerance process, which shielded E. alatus from the oxidative damage brought on by heavy metals. Thus, under a variety of environmental stress situations, this species with a high tolerance to heavy metals may survive.
植物中苯丙类生物合成途径的生产率因胁迫类型而异。在这项工作中,我们研究了在暴露于不同浓度的CuCl2(0.1、0.5和1 mM)、HgCl2(0.1、0.5和1 mM)和NiSO4(10、50和100 mM)后,不同的苯丙醇类化学物质在欧鼠李中的积累情况。我们用高效液相色谱法(HPLC)分析了其中的一些酚类化学物质。几乎在所有情况下,芦丁都是苯丙类化学物质中浓度最高的,其次是表儿茶素、山奈酸、对香豆酸、反式肉桂酸、阿魏酸和咖啡酸。然而,由于重金属浓度的变化,苯丙氨酸的含量也发生了变化。在 0.1 mM CuCl2 条件下,苯丙酮的积累量最高,而在 1 mM HgCl2 条件下,苯丙酮的积累量则有所减少。这些发现清楚地表明,苯丙氨代谢途径参与了重金属耐受过程,从而保护了E. alatus免受重金属带来的氧化损伤。因此,在各种环境压力下,这种对重金属具有高度耐受性的物种都能存活下来。
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引用次数: 0
Unlocking the potential of conservation agriculture for soil carbon sequestration influenced by soil texture and climate: A worldwide systematic review 挖掘保护性农业的潜力,促进受土壤质地和气候影响的土壤固碳:全球系统综述
Q4 Agricultural and Biological Sciences Pub Date : 2023-12-08 DOI: 10.25081/jaa.2023.v9.8484
Meryem Ibnmrhar, Abelhak Bouabdli, B. Baghdad, R. Moussadek
Conservation Agriculture (CA) systems have gained significant attention as a sustainable cropping approach that not only improves crop yields but also contributes to climate change adaptation and mitigation through enhanced soil organic carbon (SOC) sequestration. However, a comprehensive understanding of the influence of soil texture and climate conditions on SOC sequestration under CA remains limited. To address this knowledge gap, we conducted a systematic review using the PRISMA method, analyzing data from 35 peer-reviewed articles encompassing 71 field experiments and 451 observations worldwide. Our findings demonstrate the substantial positive impact of CA on SOC sequestration, with an overall increase of approximately 78%. Remarkably, only a mere 2% of observations reported neutral effects, while 20% indicated adverse outcomes. Notably, SOC sequestration rates were highest in tropical regions experiencing dry winters, reaching an impressive 2.50 Mg/ha/year in the topsoil layers. Moreover, fine and moderate textured soils, such as clay, clay loam, loam, and clay sandy, exhibited higher SOC sequestration rates (20-27%) compared to coarse-textured soils dominated by sandy proportions (9%). These findings emphasize the significance of climate conditions and soil texture in shaping the impact of CA on SOC sequestration.
保护性耕作(CA)系统作为一种可持续的耕作方法,不仅能提高作物产量,还能通过加强土壤有机碳(SOC)固存促进适应和减缓气候变化,因此受到了广泛关注。然而,人们对 CA 下土壤质地和气候条件对 SOC 固碳影响的全面了解仍然有限。为了填补这一知识空白,我们采用 PRISMA 方法进行了系统综述,分析了来自 35 篇同行评审文章的数据,其中包括 71 项田间试验和 451 次全球观测。我们的研究结果表明,CA 对 SOC 固碳有很大的积极影响,总体增幅约为 78%。值得注意的是,仅有 2% 的观测报告了中性影响,而 20% 的观测报告显示了不利影响。值得注意的是,在冬季干旱的热带地区,SOC 固存率最高,表土层的固存率达到了惊人的 2.50 兆克/公顷/年。此外,粘土、粘壤土、壤土和粘沙土等细粒度和中等粒度土壤的 SOC 固存率(20%-27%)高于以沙土为主的粗粒度土壤(9%)。这些发现强调了气候条件和土壤质地对 CA 对 SOC 固碳影响的重要性。
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引用次数: 0
Effect of phosphorus fertilization on nodulation, growth, yield and quality of soybean varieties 磷肥对大豆品种的拔节、生长、产量和质量的影响
Q4 Agricultural and Biological Sciences Pub Date : 2023-11-27 DOI: 10.25081/jaa.2023.v9.8364
Md. Golam Rabbani, M. Salam, S. Kheya, Swapan Kumar Paul
Phosphorus is a very important nutritional element that affects soybean growth and nodule nitrogen fixation. The objective of the study was to assess the effect of phosphorus on the growth, yield and quality of different soybean varieties. In this regard, five different doses of phosphorus viz., control (no phosphorus), 50% of the recommended dose (RD) (18 kg ha-1), 100% of RD (36 kg ha-1), 150% of RD (54 kg ha-1) and 200% of RD (72 kg ha-1) were applied on eight distinct soybean varieties namely Shohag, BARI Soybean-5, BARI Soybean-6, PB-1, Binasoybean-1, Binasoybean-2, Binasoybean-3 and Binasoybean-4. The experiment was set up using a randomized complete block design with three replications, Soybean varieties showed variability in terms of plant stature, number of branches plant-1 and number of nodules plant-1. Application of 100% of RD of phosphorus gave maximum plant height, number of branches plant-1 and nodules plant-1 at 45, 60 and 75 DATs. In the case of variety, Binasoybean-1 showed the maximum number of pods plant-1, 100-seed weight, and seed yield. Application of 100% RD of phosphorus exhibited maximum number of branches plant-1, pod length, pods plant-1, seeds pod-1, seed yield, protein and oil contents. Considering the interaction effect, Binasoybean-1 responded well to the application of 100% of RD of phosphorus and gave the maximum seed yield with the highest protein content. Finally, it may be concluded that Binasoybean-1 with the application of 100% RD of phosphorus would be recommended to get desirable yield and quality of soybean.
磷是一种非常重要的营养元素,会影响大豆的生长和结核固氮作用。本研究的目的是评估磷对不同大豆品种的生长、产量和质量的影响。为此,对八个不同的大豆品种,即 Shohag、BARI Soybean-5、BARI Soybean-6、PB-1、Binasoybean-1、Binasoybean-2、Binasoybean-3 和 Binasoybean-4,施用了五种不同剂量的磷,即对照(不施磷)、推荐剂量的 50%(18 千克/公顷-1)、推荐剂量的 100%(36 千克/公顷-1)、推荐剂量的 150%(54 千克/公顷-1)和推荐剂量的 200%(72 千克/公顷-1)。试验采用随机完全区组设计,三次重复,大豆品种在株高、植株分枝数-1 和植株结节数-1 方面表现出差异。在 45、60 和 75 日龄时,施用 100%的磷 RD 可使株高、分枝数-1 和结节数-1 最大。就品种而言,Binasoybean-1 的植株结荚数-1、百粒重和种子产量最高。施用 100% RD 磷时,植株-1 分枝数、荚长、植株-1 荚数、种子-1 荚数、种子产量、蛋白质和油含量均最大。考虑到交互作用效应,Binasoybean-1 对施用 100%的磷 RD 反应良好,种子产量最大,蛋白质含量最高。最后,可以得出结论,建议施用含磷量为 100%的 Binasoybean-1,以获得理想的大豆产量和质量。
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引用次数: 0
The impact of compost and expanded perlite on soil physical properties and water productivity under different irrigation practices 不同灌溉方式下堆肥和膨胀珍珠岩对土壤物理特性和水分生产率的影响
Q4 Agricultural and Biological Sciences Pub Date : 2023-11-18 DOI: 10.25081/jaa.2023.v9.8654
Saadi Sattar Shahadha, Mohammed Al-Dharob, Mohammed Al-Jubouri, Riyadh M. Salih
Finding an appropriate field management strategy for improving crop and water production becomes an imperious necessity because of the irrigation water deficiency in most of the agricultural fields in Iraq. Studying the response of soil properties to the applied soil amendments represents one of the critical parameters in agricultural field management for improving crop production and water use efficiency of Iraqi strategic crops. The effect of soil amendments (compost = 7.5 t/ha and perlite/0.1% Polyvinyl alcohol = 0.25 t/ha) on the water use efficiency and crop production under three levels of water depletion (30, 50, and 70%) of the available soil water was examined for wheat and barley crops. The study was applied under the sprinkler irrigation system. The experimental design was RCBD within 6 treatments and 3 replications for each wheat and barley. The results show that the soil amendments of expanded perlite and compost exhibit an improvement in the soil properties of soil bulk density and soil water content. Soil amendments, especially, the expanded perlite improved the crop yield and water use efficiency under all irrigation levels. The effect of expanded perlite shows the maximum effect on barley production under the 50% irrigation level with 3500 kg/ha. The irrigation level of 70% could be a worth-able management strategy if it is associated with the soil amendments of compost and expanded perlite. As a result, the effectiveness of expanded perlite increased with the increase in the drought of Iraqi soil.
由于伊拉克大部分农田缺乏灌溉用水,因此寻找适当的田间管理策略以提高作物产量和用水量已成为当务之急。研究土壤性质对施用土壤改良剂的反应是农田管理的关键参数之一,可提高伊拉克战略作物的产量和水分利用效率。研究了土壤改良剂(堆肥 = 7.5 吨/公顷和珍珠岩/0.1% 聚乙烯醇 = 0.25 吨/公顷)对小麦和大麦作物在三种可用土壤水耗竭水平(30%、50% 和 70%)下的水分利用效率和作物产量的影响。研究在喷灌系统下进行。实验设计为 RCBD,小麦和大麦各设 6 个处理和 3 次重复。结果表明,膨胀珍珠岩和堆肥土壤改良剂能改善土壤容重和土壤含水量等土壤特性。土壤改良剂,尤其是膨胀珍珠岩,提高了所有灌溉水平下的作物产量和水分利用效率。膨胀珍珠岩对大麦产量的影响在 50%(3500 公斤/公顷)灌溉水平下最大。如果将 70% 的灌溉水平与堆肥和膨胀珍珠岩等土壤改良剂结合起来,则是一种值得采用的管理策略。因此,随着伊拉克土壤干旱程度的增加,膨胀珍珠岩的效果也会增加。
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引用次数: 0
Classification of Crops through Self-Supervised Decomposition for Transfer Learning 基于迁移学习的自监督分解作物分类
Q4 Agricultural and Biological Sciences Pub Date : 2023-10-17 DOI: 10.25081/jaa.2023.v9.8566
J. Jayanth, H. K. Ravikiran, K. M. Madhu
The 2S-DT (Self-Supervised Decomposition for Transfer Learning) model, created for crop categorization using remotely sensed data, is a unique method introduced in this paper. It deals with the difficulty of incorrectly identifying crops with comparable phenology patterns, a problem that frequently arises in agricultural remote sensing. Two datasets from Nanajangudu taluk in the Mysore district, which has a widely varied irrigated agriculture system, are used to assess the model. Using self-supervised learning, the 2S-DT model addresses the misclassification issue that frequently occurs when working with unlabeled classes, especially in high-resolution images. It uses class decomposition (CD) layer and a downstream learning approach. Using the model’s learning and the particulars of each geographical context, this layer improves the information’s arrangement. Our model architecture’s foundation is ResNet, a well-known deep learning framework. Each residual block in our ResNet architecture is made up of two 3x3 convolutional layers. Each convolutional layer is followed by batch normalization and Rectified Linear Unit (ReLU) activation functions, which improve the model’s capacity for learning. We utilized a 7x7 convolutional layer with 64 filters and a stride of 2 for Conv1 in ResNet18, resulting in an output size of 112x112x64. Conv2, which consists of Res2a and Res2b, generated an output with the dimensions 48x48x64. Conv3, which included Res3a and Res3b, produced an output with the dimensions 28x28x128. These architectural selections were made with our experimental needs in mind. The 2S-DT model’s newly added features make it easier to identify classes and update weights, improving the stability of the features’ spatial and spectral data. Extensive tests performed on two datasets show the model’s viability. Overall accuracy has improved significantly, with the 2S-DT model surpassing comparable models like TVSM, 3DCAE, and GAN Model by obtaining 95.65% accuracy for dataset 1 and 88.91% accuracy for dataset 2.
本文介绍了一种独特的基于遥感数据的作物分类方法,即2S-DT (Self-Supervised Decomposition for Transfer Learning)模型。它处理了不正确地识别具有可比物候模式的作物的困难,这是农业遥感中经常出现的问题。来自迈索尔地区的Nanajangudu taluk的两个数据集被用于评估该模型,该地区拥有广泛多样的灌溉农业系统。使用自监督学习,2S-DT模型解决了在处理未标记类时经常出现的错误分类问题,特别是在高分辨率图像中。它使用类分解(CD)层和下游学习方法。这一层利用模型的学习和每个地理环境的特殊性,改进了信息的排列。我们的模型架构的基础是ResNet,一个著名的深度学习框架。我们的ResNet架构中的每个残差块由两个3x3卷积层组成。每个卷积层之后是批归一化和整流线性单元(ReLU)激活函数,提高了模型的学习能力。我们在ResNet18中使用了一个7x7的卷积层,其中包含64个过滤器,Conv1的步长为2,结果输出大小为112x112x64。由Res2a和Res2b组成的Conv2生成了尺寸为48x48x64的输出。Conv3(包括Res3a和Res3b)产生的输出尺寸为28x28x128。这些建筑的选择是考虑到我们的实验需求。2S-DT模型新增的特征使其更容易识别类别和更新权重,提高了特征空间和光谱数据的稳定性。在两个数据集上进行的广泛测试显示了该模型的可行性。总体准确率显著提高,2S-DT模型在数据集1和数据集2的准确率分别达到95.65%和88.91%,超过了TVSM、3DCAE和GAN模型等可比模型。
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Journal of Aridland Agriculture
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