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Growth performance and secondary metabolite production of Adenostemma madurense using different fertilizers 使用不同肥料的 Adenostemma madurense 的生长性能和次生代谢物产量
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2023.10.008
Rifan Nurfalah , Taopik Ridwan , Sandra Arifin Aziz , Mohamad Rafi , Hiroshi Takemori , Irmanida Batubara

Adenostemma madurense is one of the Asteraceae with many medical properties but has not been widely cultivated. This study aims to determine the different fertilizer doses that can produce the best growth, phenolic, flavonoid, terpenoid, and the 11α-OH KA (a diterpenoid found in A. madurense productivity), resulting in the high antioxidant capacity of A. madurense. A one-factor randomized block design was employed in five fertilizer doses, control/without fertilizer, 100 % cow manure (20 tons/ha), 100 % NPK (in the form of urea, SP-36, and KCl:135, 100, 135 kg/ha, respectively), a combination of 50 % cow manure + 50 % NPK, and a combination of 100 % cow manure + 100 % NPK. Fertilizers increase plant growth. Applying the combination of 100 % cow manure + 100 % NPK was the best fertilizer composition, which produced the highest plant height, leaf, and branch number. This fertilizer combination produced total phenolic, flavonoid productivity of 739.50 μmol Gallic Acid Equivalent/plant, 97.37 μmol Quercetin Equivalent/plant, not significantly different from applying 100 % NPK and the combination of 50 % cow manure + 50 % NPK, and terpenoid productivity of 77.51 mmol Nerol Equivalent/plant. The 11α-OH KA productivity and antioxidant capacity of this fertilizer is 18.00 mM 11α-OH KA/plant and 601.76 μmol Ascorbic Acid Equivalent/g dry sample, not significantly different from applying 100 % NPK. Applying 100 % cow manure + 100 % NPK may enhance the medicinal plant A. madurense’s efficacy, especially for antioxidants.

Adenostemma madurense 是菊科植物之一,具有多种医疗功效,但尚未广泛种植。本研究旨在确定不同的肥料剂量能产生最佳的生长、酚类、黄酮类、萜类和 11α-OH KA(一种在马钱子中发现的二萜类化合物),从而提高马钱子的抗氧化能力。采用单因素随机区组设计,施用了五种肥料剂量:对照/无肥、100 % 牛粪(20 吨/公顷)、100 % 氮磷钾(分别以尿素、SP-36 和 KCl:135, 100, 135 公斤/公顷的形式)、50 % 牛粪 + 50 % 氮磷钾组合以及 100 % 牛粪 + 100 % 氮磷钾组合。肥料可促进植物生长。100 % 牛粪 + 100 % 氮磷钾组合是最佳肥料组合,能产生最高的株高、叶片和分枝数。该肥料组合产生的总酚、类黄酮生产率分别为 739.50 μmol Gallic Acid Equivalent/株、97.37 μmol Quercetin Equivalent/株,与施用 100 % NPK 和 50 % 牛粪 + 50 % NPK 的组合无显著差异;萜类化合物生产率为 77.51 mmol Nerol Equivalent/株。该肥料的 11α-OH KA 生产率和抗氧化能力分别为 18.00 mM 11α-OH KA/株和 601.76 μmol 抗坏血酸当量/克干样品,与施用 100 % NPK 的肥料没有显著差异。施用 100 % 牛粪 + 100 % 氮磷钾可提高药用植物 A. madurense 的功效,尤其是抗氧化剂的功效。
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引用次数: 0
Improved growth of coffee seedlings (Coffea canephora) under SMART irrigation system SMART 灌溉系统改善了咖啡苗(Coffea canephora)的生长状况
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2023.09.007
Alden Q. Gabuya , Fernando N. Mangubat , Victorino H. Patindol , Johnrel M. Paglinawan , Kent Marcial L. Catubis

Water stress in plants due to the effects of climate change resulted in reduced growth and yield of coffee in the tropics. Efficient use of water through the use of SMART irrigation systems available provides a promising solution to address such a problem. Thus, a study utilizing a combined climate- based and soil moisture SMART irrigation system has been conducted to assess its effects on the growth of Robusta coffee seedlings compared to practiced manual irrigation. The experimental design utilized a Complete Block Design (CBD) approach. Additionally, water consumption was measured to determine any significant differences. Over the course of the two-month experiment, 20 replications per treatment, it was observed that coffee seedlings subjected to the automated irrigation system (T1) exhibited significant improvements in both plant height and number of leaves, with growth rates of 72.56% and 65.29%, respectively, compared to manually irrigated plants (T0). Although the water savings achieved under the automated system were not statistically significant, there was an 18.95% reduction in water consumption. These findings highlight the potential benefits of automating irrigation systems using an IoT approach, specifically in terms of enhancing coffee seedling productivity. By utilizing real-time data from sensors, the SMART irrigation system effectively optimized water usage and resulted in improved growth and yield. This research underscores the importance of implementing such technological advancements to mitigate the adverse effects of climate change on coffee cultivation in tropical regions.

气候变化对植物造成的用水压力导致热带地区咖啡生长和产量下降。通过使用 SMART 灌溉系统高效用水为解决这一问题提供了一个很有前景的方案。因此,我们利用基于气候和土壤水分的 SMART 灌溉系统开展了一项研究,以评估与人工灌溉相比,该系统对罗布斯塔咖啡幼苗生长的影响。实验设计采用了完全区组设计(CBD)方法。此外,还测量了耗水量,以确定是否存在显著差异。在为期两个月的实验过程中(每个处理 20 个重复),观察到采用自动灌溉系统的咖啡苗(T1)在株高和叶片数方面都有显著改善,与人工灌溉的植株(T0)相比,生长率分别为 72.56% 和 65.29%。虽然自动系统的节水效果在统计上并不显著,但耗水量减少了 18.95%。这些发现凸显了利用物联网方法实现灌溉系统自动化的潜在好处,特别是在提高咖啡幼苗生产力方面。通过利用来自传感器的实时数据,SMART 灌溉系统有效地优化了用水量,提高了生长和产量。这项研究强调了实施此类技术进步的重要性,以减轻气候变化对热带地区咖啡种植的不利影响。
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引用次数: 0
Moringa oleifera and Ruta angustifolia fixed oils and a prospective method to obstruct pupal development in cotton leafworm 油辣木籽和芸香籽固定油以及阻碍棉叶虫蛹发育的前瞻性方法
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2023.11.001
Rehab Mahmoud El-Gendy, Eman Mohammed Abd-ElAzeem, Samah Nour El-Shafiey

The cotton leafworm, Spodoptera littoralis, is a polyphagous pest that attacks various economic crops. Integrated Pest Management (IPM) uses different techniques to combat this pest unfortunately chemical control is the predominant. However, it does not target the pupal stage of the insect. Therefore, a safe and cost-effective technique must be developed to address this issue.

This technique integrates using plant-based agents; M. oleifera and R. angustifolia seed oils as pupaicids. Various concentrations (1%, 2%, and 4%) of both oils were employed by means of the dipping method of pre-pupae. The study delved into the biological, and biochemical aspects of pupal development to adult emergence. Analysis of the fatty acids along with the hydrocarbons and sterols was conducted through GLC analysis for oils composition.

Our research has shown that Moringa oleifera and Ruta angustifolia oils at a concentration of 4 % have a significant impact on pre-pupal mortality (42.57& 61.9 %) and pupation of survival pre-pupa (57.42&38.09 %) However, emerged adults were reduced to 83.33 % and 60 %, respectively. Chitinase recording significantly disturbance after 1 day for Ruta (6.21 µg/min/g) and Moringa oil (2.12 µg/min/g). Also, Phosphatase enzyme showed a significant disturbance after 4 and 7 days of treatments. GLC data of fatty acids showed that oleic acid (74.42 %) was the major fatty acid in M. oleifera oil, while linolenic, linoleic, and oleic acids represented 31.39 %, 22.70 %, and 21.95 %, respectively, in R. angustifolia oil. Sterols in M. oleifera oil were β-sitosterol and stigmasterol, while Ruta oil contained additional amounts of cholesterol and campesterol,

Briefly, the suggested technique was effective in disturbing pupal development and reducing emerged adults. Ruta was more effective than Moringa oil due to its contents of sterols and hydrocarbons that may affect ecdysis.

棉叶虫(Spodoptera littoralis)是一种多食性害虫,会侵害多种经济作物。虫害综合防治(IPM)采用不同的技术来对付这种害虫,但化学防治是最主要的。然而,化学防治并不针对昆虫的蛹期。因此,必须开发一种安全且成本效益高的技术来解决这一问题。该技术综合利用植物性制剂 M. oleifera 和 R. angustifolia 种子油作为杀蛹剂。该技术综合使用了植物性制剂:油橄榄(Mleifera)和桔梗(Rangustifolia)种子油作为捕蛹剂。通过浸渍方法,使用了不同浓度(1%、2% 和 4%)的这两种油。该研究深入探讨了从蛹的发育到成虫出现的生物学和生物化学方面的问题。我们的研究表明,浓度为 4 % 的 Moringa oleifera 和 Ruta angustifolia 油对蛹前死亡率(42.57& 61.9 %)和蛹存活率(57.42& 38.09 %)有显著影响。1 天后,几丁质酶对芦塔油(6.21 µg/min/g)和辣木油(2.12 µg/min/g)有明显干扰。此外,磷酸酶在处理 4 天和 7 天后也出现了明显的紊乱。脂肪酸的 GLC 数据显示,油酸(74.42 %)是 M. oleifera 油中的主要脂肪酸,而亚麻酸、亚油酸和油酸在 R. angustifolia 油中分别占 31.39 %、22.70 % 和 21.95 %。M. oleifera 油中的甾醇为 β-谷甾醇和黑甾醇,而 Ruta 油中含有更多的胆固醇和棉子甾醇。由于鲁塔油含有可能影响蜕皮的甾醇和碳氢化合物,因此比辣木油更有效。
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引用次数: 0
High-technology agriculture system to enhance food security: A concept of smart irrigation system using Internet of Things and cloud computing 提高粮食安全的高科技农业系统:利用物联网和云计算的智能灌溉系统概念
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2024.02.001
Abdennabi Morchid, Ishaq G. Muhammad Alblushi, Haris M. Khalid, Rachid El Alami, Surendar Rama Sitaramanan, S. Muyeen
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引用次数: 0
Genetic diversity and productive potential of starchy corn varieties evaluated in Peruvian highland environments 在秘鲁高原环境中评估淀粉玉米品种的遗传多样性和生产潜力
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2023.10.007
Pedro J. García-Mendoza , Iris B. Pérez-Almeida , Gino Paul Prieto-Rosales , Darío Emiliano Medina- Castro , Damián Manayay-Sánchez , Carlos A. Marín-Rodríguez , Ronald Ortecho-Llanos , Luis A. Taramona-Ruíz

Corn cultivation is relevant to the province of Tayacaja, a region with the greatest biodiversity in the Huancavelica State, although to date there are no published studies. Phenotypic characterization pursues measuring the genetic diversity of a group of genotypes, using appropriate morphological descriptors. The main objective of this work was to study the agro-morphological characteristics and productive potential of 25 starchy corn varieties, evaluated in four contrasting environments of the province of Tayacaja, Perú, during the crop cycle 2019–2020. For this purpose, 25 plant and ear characteristics were chosen, using principal components (PC) and cluster analysis. The experiments were established in an alpha-lattice design, with three replications, in experimental units of two rows, with 0.20 m between plants and 0.80 m between furrows, 4 m long. The agro-morphological characterization grouped the 25 varieties within 6 well-defined clusters, giving an overview of the existing phenotypic variability among the evaluated starchy corn varieties. The varieties G6, G14, G20, GT3, and G18 were the genotypes with the most outstanding characteristics, which facilitated their separation from the rest of the materials studied. The multivariate analysis brought together representative varieties of certain races, with typical plant and ear characteristics. The study revealed the existence of a good productive and agronomic potential for the development of genetic materials for cancha (toasted kernel grains), choclo (fresh corn), and mote corn production; as well as the presence of anthocyanin in the grain, information that, together with the agro-morphological characterization, could be very useful to enhance gains in the selection process in future genetic improvement work.

塔亚卡哈省是万卡维利卡州生物多样性最丰富的地区,玉米种植与该省息息相关,但迄今为止还没有公开发表的研究报告。表型特征描述是利用适当的形态描述符来测量一组基因型的遗传多样性。这项工作的主要目的是研究 25 个淀粉玉米品种的农业形态特征和生产潜力,在 2019-2020 年作物周期期间,在秘鲁塔亚卡哈省的四个对比环境中对这些品种进行了评估。为此,利用主成分(PC)和聚类分析,选择了 25 种植株和果穗特征。实验采用α-网格设计,三次重复,以两行为实验单位,株距 0.20 米,沟距 0.80 米,长 4 米。农业形态特征将 25 个品种分为 6 个明确的群组,从而概括了受评估的淀粉玉米品种之间现有的表型变异。G6、G14、G20、GT3 和 G18 是特征最突出的基因型,这有助于将它们与其他研究材料区分开来。多变量分析汇集了某些具有典型植株和果穗特征的代表性品种。研究表明,该品种具有良好的生产潜力和农艺潜力,可用于开发生产烤玉米、鲜食玉米和杂交玉米的遗传材料;此外,该品种的籽粒中还含有花青素,这些信息与农业形态学特征一起,对提高未来遗传改良工作中的选育收益非常有用。
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引用次数: 0
Climate change and the future distribution of Brown Planthopper in Indonesia: A projection study 气候变化与印度尼西亚褐斑蝶的未来分布:预测研究
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2023.10.002
Elza Surmaini , Yeli Sarvina , Erni Susanti , I Nyoman Widiarta , Misnawati Misnawati , Suciantini Suciantini , Yudi Riadi Fanggidae , Rahmini Rahmini , Elsa Rakhmi Dewi

The Brown planthopper, Nilapavarta lugens (Stål) (BPH) is a major pest of rice after the adoption of the Green Revolution. Its outbreaks are frequently linked to climate variability and change, posing almost all rice varieties in Indonesia at risk, resulting in economic losses due to reduced production. The amount of information available about its current and future potential distribution as well as the influencing factors are still limited. The objective of this study is to examine the impact of climate variability on BPH and to assess the projection of the BPH potential distribution under different climate scenarios. Maximum entropy (MaxEnt) was applied to predict the current and future potential distribution of BPH over Indonesia. This study used data on BPH-affected areas, rainfall and temperature, and the Ocean Nino Index (ONI) on a monthly interval to examine the linkage between climate and BPH affected areas. The global-climate models from phase 6 of coupled model intercomparison project (CMIP6) for period 2041–2060 were used to examine the variations in 19 bioclimatic variables for two shared socioeconomic pathways (SSPs) compared to baseline period (1971–2000). The findings concluded that the dynamics of BPH damaged areas were strongly influenced by higher temperature and rainfall in dry season associated with La Niña events. Precipitation of driest month, precipitation seasonality, mean temperature of driest quarter and temperature seasonality were the most affected factors in the distribution of BPH. Our results highlight BPH distribution was expected to increase to 2.4% and 3.02% (moderately suitable), 1.88% and 1.95% (suitable), 2.59% and 2.76% (highly suitable) respectively under SSP2-4.5 and SSP5–8.5. These findings could serve as early warnings to adjust agricultural practices and implement tailored pest management methods to effectively address the shifting pattern of BPH in the future.

褐飞虱 Nilapavarta lugens (Stål) (BPH) 是绿色革命后水稻的主要害虫。它的爆发经常与气候多变性和气候变化有关,使印度尼西亚几乎所有的水稻品种都面临风险,导致减产造成经济损失。有关其当前和未来潜在分布以及影响因素的信息量仍然有限。本研究的目的是考察气候变异性对 BPH 的影响,并评估不同气候情景下 BPH 潜在分布的预测。研究采用最大熵(MaxEnt)预测印尼目前和未来 BPH 的潜在分布。该研究使用了受 BPH 影响的地区、降雨量、温度以及海洋尼诺指数(ONI)的月度数据,以研究气候与 BPH 影响地区之间的联系。研究利用耦合模式相互比较项目(CMIP6)第 6 阶段(2041-2060 年)的全球气候模式,考察了两种共同社会经济路径(SSPs)的 19 个生物气候变量与基线期(1971-2000 年)相比的变化情况。研究结果表明,与拉尼娜现象相关的旱季较高的气温和降雨量极大地影响了 BPH 受损地区的动态变化。最干旱月份的降水量、降水季节性、最干旱季度的平均气温和气温季节性是影响 BPH 分布的最主要因素。我们的研究结果表明,在 SSP2-4.5 和 SSP5-8.5 条件下,BPH 的分布预计将分别增加到 2.4% 和 3.02%(中度适宜)、1.88% 和 1.95%(适宜)、2.59% 和 2.76%(高度适宜)。这些发现可作为预警,以便调整农业耕作方法和实施有针对性的病虫害管理方法,从而有效应对未来 BPH 变化的模式。
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引用次数: 0
Effect of varying sand percentage in sheath of nature-based capillary barriers composite on water storage capacity and okra growth in arid climate 改变天然毛细管屏障复合材料护套中沙子的比例对干旱气候下储水能力和秋葵生长的影响
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2023.10.004
Nadhira Al-Harrasi , Said Al-Ismaily , Ali Al-Maktoumi , Hamed Al-Busaidi , Anvar Kacimov , Ahmed Al-Mayahi

Agricultural development in many arid countries including Oman is limited due to water scarcity which is currently exacerbated with increasing demand due to rapid population growth, economic development, and mismanagement of water resources. Impact of climate change is expected to adversely impact the water resources. Therefore, finding new efficient, environmentally friendly, and affordable water-saving techniques in agronomy is a necessity for achieving agricultural sustainability. Irrigation water can be saved by creating capillary barriers (CB) to unsaturated moisture flow. In this study, a “nature-inspired capillary barrier design” called hereafter as Smart Capillary Barrier (SCB) (mosaic of fine textured blocks, made of silt loam, and sandy sheath surrounding the blocks) was tested in series of field experiments with soil columns and pots. We investigated the effect of the percentage of sand of the sheath on water storage capacity of the SCB blocks and growth of okra (Abelmoschus esculentus L.) under deficit irrigation. Three proportions of sand to silt loam (sand%:silt loam%) in the sheaths were used in this study, SCB-25 (25:75%), SCB-50 (50:50%) and SCB-75 (75:25%). Our results show that increasing the percentage of sand in the designed and constructed SCB composite reduces evaporative and drainage water losses and therefore increases the water storage capacity of the blocks. Our SCB-75 attains 1.7–1.3 smaller drying rate than that for SCB-25 and SCB-50, respectively. Therefore, this composite had higher water saving capacity than a homogeneous soil (no capillary barrier) and a soil with a standard sand mulch (coarse soil overlies fine soil). The study found that using SCB composite did not consistently have a clear effect on the growth of okra plants at all stages of their development. However, during the development stage, using SCB-75 resulted in significantly higher dry biomass of the plants compared to using a homogeneous soil (the control). Additionally, during the initial stage of fruit yield, using SCB-75 also resulted in significantly higher fruit yield compared to using a homogeneous soil. Application of our SCB composite is a promising approach for saving water in desertic farming.

由于缺水,包括阿曼在内的许多干旱国家的农业发展都受到了限制,而目前由于人口快速增长、经济发展和水资源管理不善,水资源需求日益增加,导致缺水问题更加严重。气候变化的影响预计将对水资源产生不利影响。因此,要实现农业的可持续发展,就必须在农艺学中寻找高效、环保、经济的节水新技术。通过在非饱和湿流中设置毛细管屏障(CB)可以节约灌溉用水。本研究利用土壤柱和盆进行了一系列田间试验,测试了一种 "受自然启发的毛细管屏障设计",以下简称为智能毛细管屏障(SCB)(由淤泥质壤土制成的细纹理块体和块体周围的沙质护膜拼接而成)。我们研究了沙土裹覆层的比例对沙土裹覆层砌块蓄水能力的影响,以及缺水灌溉条件下秋葵(Abelmoschus esculentus L.)的生长情况。本研究使用了三种比例的沙土壤土(沙%:壤土%)鞘,即 SCB-25(25:75%)、SCB-50(50:50%)和 SCB-75(75:25%)。结果表明,在设计和建造的 SCB 复合材料中增加砂的比例可减少蒸发和排水损失,从而提高砌块的蓄水能力。与 SCB-25 和 SCB-50 相比,SCB-75 的干燥率分别降低了 1.7-1.3 个百分点。因此,这种复合材料比均质土壤(无毛细管屏障)和标准沙土覆盖层土壤(粗土覆盖细土)具有更高的节水能力。研究发现,在秋葵生长的各个阶段,使用 SCB 复合材料对秋葵植株的生长都没有明显的影响。不过,在生长阶段,与使用均质土壤(对照组)相比,使用 SCB-75 能显著提高植物的干生物量。此外,在果实产量的初始阶段,使用 SCB-75 的果实产量也明显高于使用均质土壤的果实产量。应用我们的 SCB 复合材料是在荒漠农业中节约用水的一种很有前景的方法。
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引用次数: 0
Conventional vs. nano-micronutrients as foliar fertilization for enhancing the quality and nutritional status of pomegranate fruits 常规与纳米微量营养元素叶面施肥在提高石榴果实质量和营养状况方面的比较
Q1 Agricultural and Biological Sciences Pub Date : 2024-02-01 DOI: 10.1016/j.jssas.2023.09.008
Azza S. Hussein , Amany H.A. Abeed , Adel R.A. Usman , Eman A.A. Abou-Zaid

Currently, nanotechnology is widely used in agriculture and horticulture. Nanofertilizers are essential for encouraging vegetative growth and flowering, as well as enhancing productivity and fruit quality. These nanoparticles are viewed as growth promoters as well. The current study was therefore carried out during the two successive seasons of 2021 and 2022 on 14-year-old trees grown in clay soil in a field experiment at the Pomology Department Research orchard, Faculty of Agriculture, Assiut University, Egypt. The effects of conventional vs. nano-micronutrients as foliar fertilizers on the fruit yield, quality, and mineral nutrition status of pomegranate trees were studied. The foliar application of all treatments on pomegranate trees remarkably increased yield and physical properties of fruits as well as improved the levels of total soluble solids percentage, anthocyanin pigment, flavonol, total phenols, antioxidant activity and nutrients status compared with the controls during the 2021 and 2022 seasons. The lowest fruit cracking percentages were obtained by the spraying of nano-micronutrients (4.33–5.70 %) compared with the other treatments and the control, which gave the highest percentages (10.45–11.43 %). The highest increments in yield, physical properties of fruits and levels of total soluble solids percentage, anthocyanin pigment, flavonol, total phenols, and antioxidant activity were noticed by the spraying of nano-micronutrients especially at 1000 and/or 1500 µg mL−1. It could be concluded that the use of nanofoliar fertilization in pomegranate cultivation may improve the yield, quality, and nutritional status of pomegranate fruits.

目前,纳米技术已广泛应用于农业和园艺业。纳米肥料对于促进植物生长和开花、提高产量和果实质量至关重要。这些纳米颗粒也被视为生长促进剂。因此,本研究于 2021 年和 2022 年连续两季在埃及阿苏特大学农学院果树学系研究果园的田间试验中,对生长在粘土中的 14 年树龄的果树进行了研究。研究了常规叶面肥与纳米微量营养元素对石榴树果实产量、质量和矿物质营养状况的影响。在 2021 年和 2022 年两季,与对照组相比,叶面喷施所有处理的石榴树都显著提高了产量和果实的物理特性,并改善了总可溶性固形物百分比、花青素色素、黄酮醇、总酚、抗氧化活性和营养状况。与其他处理和对照相比,喷洒纳米微量营养元素的果实裂果率最低(4.33-5.70%),对照的裂果率最高(10.45-11.43%)。喷洒纳米微量营养元素,特别是 1000 和/或 1500 µg mL-1 的纳米微量营养元素,对产量、果实的物理性质、总可溶性固形物百分比、花青素色素、黄酮醇、总酚和抗氧化活性的影响最大。因此,在石榴栽培中使用纳米叶面肥可以提高石榴果实的产量、质量和营养状况。
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引用次数: 0
Bootstrap approach for quantifying the uncertainty in modeling of the water quality index using principal component analysis and artificial intelligence 利用主成分分析和人工智能对水质指数建模中的不确定性进行量化的自举方法
Q1 Agricultural and Biological Sciences Pub Date : 2024-01-01 DOI: 10.1016/j.jssas.2023.08.004
Chawisa Chawishborwornworng , Santamon Luanwuthi , Chakkrit Umpuch , Channarong Puchongkawarin

Collecting and analyzing data on surface water across extensive areas is a challenging, time-consuming and expensive. Developing predictive models that offer high accuracy, reliability and require minimal parameters can potentially reduce the time and expense associated with water quality monitoring and management. While most existing studies have focused on estimating point prediction of water quality without approximating the predictive interval (PI) of the estimation, this study aimed to develop a prediction tool to estimate the PI of water quality indexes (WQIs) in the lower Mun river basin. This was achieved by employing principal component analysis (PCA), artificial neural networks (ANN), and bootstrap methods to enhance accuracy, robustness, and reliability with the minimum number of water quality parameters. PCA was initially used to select 4 parameters for the WQI. Subsequently, ANN regression was employed to develop a new WQI to enhance data evaluation efficiency. The testing results of the proposed model revealed its excellent performance compared to other models in terms of accuracy (root mean square error (RMSE) = 0.86, correlation coefficient (R) = 0.993, scatter index (SI) = 0.019, mean absolute error (MAE) = 0.709, and mean bias error (MBE) = −0.003). Additionally, the proposed model incorporated the bootstrap method to quantify uncertainty and create a PI, resulting in a high coverage rate exceeding 95%. By integrating statistical techniques with artificial intelligence and quantifying uncertainty, it is possible to effectively evaluate water quality, provide more accurate and reliable indexes. This study can be an effective tool for decision makers and planners seeking precise data on water quality to develop water resource management strategies.

收集和分析大面积地表水数据是一项具有挑战性的工作,既费时又费钱。开发高精度、高可靠性且参数要求极低的预测模型有可能减少与水质监测和管理相关的时间和费用。现有的大多数研究都侧重于水质点预测估算,而没有近似估算预测区间(PI),本研究旨在开发一种预测工具,以估算芒河下游流域水质指数(WQIs)的预测区间。为此,采用了主成分分析法(PCA)、人工神经网络法(ANN)和引导法(bootstrap),以最小的水质参数数量提高预测的准确性、稳健性和可靠性。PCA 最初用于为水质指数选择 4 个参数。随后,采用 ANN 回归法建立新的水质指数,以提高数据评估效率。拟议模型的测试结果表明,与其他模型相比,该模型在准确性方面表现出色(均方根误差 (RMSE) = 0.86,相关系数 (R) = 0.993,散点指数 (SI) = 0.019,平均绝对误差 (MAE) = 0.709,平均偏差误差 (MBE) = -0.003)。此外,拟议模型还采用了自举法来量化不确定性并创建 PI,从而实现了超过 95% 的高覆盖率。通过将统计技术与人工智能相结合并量化不确定性,可以有效地评价水质,提供更准确、更可靠的指标。这项研究可以成为决策者和规划者寻求精确水质数据、制定水资源管理策略的有效工具。
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引用次数: 0
Rule of Rhizobia and Bacillus in phytoremediation of contaminated soil with diesel oil 根瘤菌和芽孢杆菌在柴油污染土壤植物修复中的规律
Q1 Agricultural and Biological Sciences Pub Date : 2024-01-01 DOI: 10.1016/j.jssas.2023.08.003
Faris Mohammed Suhail, Zainab Adnan Hussein

Oil pollution is one of the most dangerous pollutant due to the huge quantities that are spillage from crude oil that contains toxic compounds. To treat contaminated soil with oil, bioremediation is an important methods which involve use microorganisms and plants to degraded pollutants and clean up the soils. A biological pot factorial experiment was carried out in a (CRD) design to study the ability of Rhizobia species, a mixture of Bacillus and Grasspea leguminous plant for removal diesel oil from contaminated soil. The results showed that the different species of bacteria led to a significant increase in the amount of diesel oil absorbed by roots and shoots of plant for all treatments compared to the control treatment. And the Vigna radiata (R4) species gave a highest value (13.70 mLpot−1) absorbed by shoots compared to lowest value of control treatment (4.15 mLpot−1), with a significant increase about (230.12%). The diesel oil amounts remaining in soil were decreased significantly with the addition of different isolates of Rhizobium bacteria or Bacillus compared to the control treatment. Moreover, there were significant differences in the amount of diesel oil degraded in soil treated with different isolates of microbial treatments planted compared to control treatment. The adding Rhizobia isolated from Vicia faba (R2) recorded the highest amount decomposed (504.33) mLpot−1 compared to the control treatment (318.52) mLpot−1 with a significant increase (58.33%). Therefore, we concluded that the Grasspea plant with Rhizobia species or Bacillus can be used for phytoremediation contaminated soil with diesel oil.

石油污染是最危险的污染物之一,因为大量原油泄漏,其中含有有毒化合物。要处理受石油污染的土壤,生物修复是一种重要的方法,其中包括利用微生物和植物来降解污染物和净化土壤。为了研究根瘤菌、芽孢杆菌混合物和禾本科豆科植物去除受污染土壤中柴油的能力,我们采用(CRD)设计进行了生物盆式因子实验。结果表明,与对照处理相比,不同种类的细菌导致所有处理中植物根部和芽吸收的柴油量显著增加。与对照处理的最低值(4.15 mLpot-1)相比,放射木(R4)菌种的芽吸收柴油量最高(13.70 mLpot-1),显著增加了约 230.12%。与对照处理相比,添加不同的根瘤菌或芽孢杆菌后,土壤中残留的柴油量明显减少。此外,与对照处理相比,不同微生物分离菌株处理过的土壤中降解的柴油量也有显著差异。与对照处理(318.52 mLpot-1)相比,添加从紫花苜蓿中分离的根瘤菌(R2)的柴油分解量(504.33 mLpot-1)最高,且显著增加(58.33%)。因此,我们得出结论,禾本科植物与根瘤菌或芽孢杆菌可用于柴油污染土壤的植物修复。
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引用次数: 0
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Journal of the Saudi Society of Agricultural Sciences
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