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Evaluation of Blackgram (Vigna mungo L.) Genotypes for Dry Matter Partitioning, Reproductive Efficiency and Yield under High Temperature Stress 高温胁迫下黑糯米(Vigna mungo L.)基因型的干物质分配、繁殖效率和产量评估
Pub Date : 2024-06-12 DOI: 10.18805/lr-5287
N. Pavithra, K. Jayalalitha, T. Sujatha, N. H. Satyanarayana, N. J. Lakshmi, V. Roja
Background: In the present climate change scenario, the rising temperatures are imposing severe threat to blackgram production leading to marked reduction in yield potential.The reduction in the yield potential is mainly due to reproductive failures caused by heat stress. Keeping this in view, the present study was carried out to find out the reasons behind reproductive failures and identify the genotypes that yield better under heat stress. Methods: Thirty blackgram genotypes selected from temperature induction response technique were evaluated for reproductive efficiency under natural high temperature conditions. Field experiment was conducted at Agricultural College Farm, Acharya N.G Ranga Agricultural University, Agricultural College, Bapatla. Dry matter partitioning, reproductive efficiency and yield traits were recorded at flowering and the data were analyzed statistically and pooled. Result: Genetic variability was observed among the blackgram genotypes with respect to dry matter partitioning, reproductive efficiency and yield traits under high temperature stress conditions. Among the 30 genotypes tested for thermotolerance, the genotypes TBG-129, PU-1804 and LBG-1015 were found to withstand high temperature stress at reproductive stage by possessing higher dry matter, number of flowers per plant, pollen viability, pollen germination percentage, pollen load on stigma, stigma receptivity, flower to pod setting percentage and higher yield. Correlation analysis revealed a strong positive association of total dry matter and all the reproductive efficiency characteristics with seed yield under heat stress conditions. The PCA results revealed considerable variability among the traits accounting for 86.6% of total variability. The genotypes TBG-129, PU-1804 and LBG-1015 can be potentially used as donors in the breeding programmes for the development of heat tolerant genotypes.
背景:在当前气候变化的情况下,气温升高对黑穗醋栗生产构成严重威胁,导致其产量潜力明显下降。有鉴于此,本研究旨在找出繁殖失败背后的原因,并确定在热胁迫下产量更高的基因型。研究方法在自然高温条件下,对从温度诱导响应技术中筛选出的 30 个黑鲩基因型的繁殖效率进行了评估。田间试验在巴帕特拉的阿查里亚-N.G-兰加农业大学农学院农场进行。记录了开花时的干物质分配、繁殖效率和产量性状,并对数据进行了统计和汇总分析。结果在高温胁迫条件下,黑豚草基因型在干物质分配、繁殖效率和产量性状方面存在遗传变异。在耐热性测试的 30 个基因型中,发现基因型 TBG-129、PU-1804 和 LBG-1015 在生殖阶段能承受高温胁迫,其干物质、单株花数、花粉活力、花粉发芽率、柱头上的花粉量、柱头接受能力、开花结荚率和产量均较高。相关分析表明,在热胁迫条件下,总干物质和所有繁殖效率特征与种子产量呈强正相关。PCA 结果显示,各性状之间的变异性相当大,占总变异性的 86.6%。基因型 TBG-129、PU-1804 和 LBG-1015 可作为育种计划的供体,用于开发耐热基因型。
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引用次数: 0
Inoculation of Fava Bean Plants (Vicia faba L.) with a PGPR Combination Suppresses the Impact of Root-Knot Nematode and Promotes Plant Growth 用 PGPR 组合物接种蚕豆植物(Vicia faba L.)可抑制根结线虫的影响并促进植物生长
Pub Date : 2024-06-07 DOI: 10.18805/lrf-805
B. L’taief, Wadha Alqahtani, Hamdi Wissem, Houda Elghamdi, Sami Ben Haj Ahmed, B. Sifi
Background: Plant-growth-promoting rhizobacteria (PGPR) are a class of beneficial bacteria that colonise the roots of plants and improve projected plant growth through a multivariate process. PGPR application is increasing steadily in the field of agriculture, providing an attractive mechanism to replace pesticides, chemical fertilisers and additional supplements. Methods: In this study, PGPR from rhizospheric soil collected from Abha, a city located in the southern region of the Kingdom of Saudi Arabia (KSA), were isolated and characterised to facilitate verifying the efficacy of using PGPR as a biological control to improve fava bean growth. Four bacterial isolates from the nodules of fava bean plants, S4, S5, S6 and S17, were isolated and characterised. Consequently, an investigation highlighting the impact of PGPR isolates on the preservation of fava bean plants from the root-knot nematode was conducted through a pot culture experiment. Soil infested with the nematode was added to the pots. Two commercial types of fava bean plants (Vicia faba L.) were co-inoculated with PGPR 15 days after planting. Result: The results reveal that the nodule-forming bacteria interact synergistically; this was evidenced by a prominent increase in the shoot length and dry weight of the fava bean plants that had been cultivated in the nematode-infested soil. The results also demonstrate that the overall treatment of the plants did not lead to nodule formation. The results indicate that nodule-forming bacteria could be utilised in leguminous crops to facilitate biocontrol of the root-knot nematode.
背景:植物生长促进根瘤菌(PGPR)是一类有益细菌,可定植于植物根部,通过多重过程改善植物的预期生长。PGPR 在农业领域的应用正在稳步增加,为替代杀虫剂、化肥和额外的补充剂提供了一种有吸引力的机制。方法:本研究从位于沙特阿拉伯王国(KSA)南部地区的阿巴市采集的根瘤土壤中分离出 PGPR,并对其进行了特征描述,以便验证使用 PGPR 作为生物防治来改善蚕豆生长的有效性。从蚕豆植株的结节中分离出了四种细菌,分别是 S4、S5、S6 和 S17,并对其进行了鉴定。因此,通过盆栽培养实验,重点调查了 PGPR 分离物对保护蚕豆植株免受根结线虫危害的影响。在花盆中加入了线虫侵染的土壤。在种植 15 天后,将两种商用蚕豆植物(Vicia faba L.)与 PGPR 共同接种。结果结果表明,形成结核的细菌会产生协同作用;在线虫肆虐的土壤中栽培的蚕豆植株的芽长和干重显著增加就是证明。结果还表明,对植物的整体处理并不会导致结核的形成。结果表明,豆科作物中可以利用结核形成细菌来促进对根结线虫的生物控制。
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引用次数: 0
Do Groundnut as Preceding Crop Reduce Fertilizer Requirement to the Succeeding Blackgram?-Results of Field Investigation 花生作为前茬作物是否会减少后茬黑穗衣草的肥料需求?
Pub Date : 2024-06-06 DOI: 10.18805/lr-5297
C. Harisudan, P. Veeramani, L. Allwin, K. Sathiya, K. Sivagamy, V. Karunakaran, J. Jayakumar
Background: Intensive legume cropping system enhances the soil productivity and reduce the dependance on exterior inputs as legumes are well known for nitrogen (N) fixation by biological means. In addition, inorganic fertilizers, together with the integrated and careful use of FYM, could be an efficient option for increasing the productivity of the legume - legume cropping system. The common use of fertilizer and organics has been shown to have a synergistic effect on crop productivity, while simultaneously improving soil fertility. The residual effects of organic manures applied to previous crops may be available to subsequent crops. As a result, this experiment was designed to shed information on the usage of integrated nutrients from organic and inorganic sources on leguminous groundnut and the residual influence on subsequent blackgram. Methods: During 2018-19, 2019-20 and 2020-21, a field experiment was undertaken at Regional Research Station, Tamil Nadu Agricultural University, Vridhachalam to investigate the effect of integrated nutrient management on the groundnut-blackgram cropping sequence. Four nutrient combinations for groundnut were tested in a randomized block design and the residual effect on productivity of succeeding blackgram was investigated using four fertilizer levels in a split plot design. Result: The application of 125% RDF + FYM @ 12.5 t ha-1 to groundnut increased growth, yield, quality, economics and soil properties, while the residual effect to succeeding blackgram resulted in significantly higher blackgram seed yield and other important parameters, which was followed by the application of 75% RDF. Among the various levels of fertilizers applied to blackgram, 75% RDF produced the highest blackgram seed yield, economics and soil characteristics compared to the other three levels.
背景:密集型豆科作物种植系统可提高土壤生产力,减少对外部投入的依赖,因为豆科植物以生物固氮著称。此外,无机肥料与综合、谨慎使用堆肥(FYM)相结合,可以有效提高豆科植物种植系统的生产力。肥料和有机物的共同使用已被证明对作物产量有协同作用,同时还能提高土壤肥力。前茬作物施用的有机肥料的残留效应可能会影响到后茬作物。因此,本实验旨在揭示有机和无机养分在豆科落花生上的综合使用情况,以及对后续黑糯米的残余影响。实验方法2018-19 年、2019-20 年和 2020-21 年期间,在 Vridhachalam 的泰米尔纳德邦农业大学区域研究站进行了一项田间试验,以调查综合养分管理对花生-黑粒禾种植序列的影响。在随机区组设计中测试了花生的四种养分组合,并在分割小区设计中使用四种肥料水平调查了对后茬黑矢车菊产量的剩余影响。研究结果对花生施用 125% RDF + FYM @ 12.5 吨/公顷可提高其生长、产量、品质、经济效益和土壤特性,而对后茬黑矢车菊的残留效应可显著提高黑矢车菊的种子产量和其他重要参数,施用 75% RDF 的效果次之。在对黑鲩施用的各种肥料中,75% RDF 与其他三种肥料相比,在黑鲩种子产量、经济效益和土壤特性方面都是最高的。
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引用次数: 0
DUS Characterization of Rajmash (Phaseolus vulgare L.) Genotypes for Morpho-physiological Traits under Rainfed Conditions 雨养条件下拉吉马什(Phaseolus vulgare L.)基因型形态生理特征的 DUS 鉴定
Pub Date : 2024-06-05 DOI: 10.18805/lr-5273
Khusboo Tariq, Gowhar Ali, Z. A. Dar, A. Shikari, Aflaq Hamid, A. Lone, Aman Tutlani, N. Islam, Andleeb Javaid, Rajneesh Kumar
Background: The current investigation was carried out in the year 2021-22 at Dryland Agriculture Research Station (DARS), Budgam. The experiment was laid out in randomized complete block design with three replications in field and completely randomized design (CRD) in vitro conditions for evaluating different traits of genotypes. DUS characterization was conducted as per the DUS testing guidelines by Protection of Plant Varieties and Farmers Act, Authority, Descriptors for rajmash (Phaseolus vulgaris L.) GOI, New Delhi [reproduced from Plant Variety Journal of India. Vol.1 (1), 2007]. Methods: The observations were recorded on 18 DUS characters including morphological and quality attributes and physiological characters. For all the features studied, the analysis of variance for morpho-physiological and qualitative attributes found significant differences, providing adequate chance to select the genotypes with desired qualities. DUS traits were examined in accordance with the descriptor, “state” and “code” provided for each character. Result: The observed range of variation were recorded for different traits for different genotypes. Cluster analysis for morphological, maturity, yield and quality characteristics arranged the rajmash genotypes into 11 clusters, as per Mahalanobis D2 analysis using Tocher’s method with cluster III having the maximum number of genotypes (8), followed by cluster I, II, IV and V with 6 genotypes, 2 genotypes were grouped in cluster VII and XI and the remaining clusters with 1 genotype each. Diversity analysis showed grouping of genotypes in 11 clusters, which will help in selection of genetically divergent parents for exploitation in hybridization programme and would constitute an essential gene pool for future breeding programme.
背景:本次调查于 2021-22 年在布加姆旱地农业研究站(DARS)进行。实验采用随机整群设计,田间三次重复,体外完全随机设计(CRD),以评估基因型的不同性状。DUS 表征是根据《植物品种和农民保护法》(Protection of Plant Varieties and Farmers Act, Authority, Descriptors for rajmash (Phaseolus vulgaris L.) GOI, New Delhi)的 DUS 测试指南进行的[转载自《印度植物品种杂志》,第 1 卷(1),2007 年]。方法:对 18 个 DUS 特征进行了观察记录,包括形态特征、品质特征和生理特征。对于所研究的所有特征,形态-生理和质量属性的方差分析都发现了显著差异,这为选择具有所需质量的基因型提供了充分的机会。根据为每个特征提供的描述符、"状态 "和 "代码 "对 DUS 特征进行了研究。结果记录了不同基因型不同性状的观测变异范围。形态、成熟度、产量和品质特征的聚类分析根据马哈拉诺比斯 D2 分析法(采用托歇尔方法)将 rajmash 基因型分为 11 个聚类,其中聚类 III 的基因型数量最多(8 个),其次是聚类 I、II、IV 和 V,有 6 个基因型,2 个基因型被归入聚类 VII 和 XI,其余聚类各有 1 个基因型。多样性分析表明,基因型分为 11 个群组,这将有助于在杂交计划中选择基因不同的亲本进行利用,并将构成未来育种计划的重要基因库。
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引用次数: 0
Improving the Growth and Productivity of Two Varieties of Mung Bean (Vigna radiata L.) by using Different Cultivation Methods and Dates 用不同的栽培方法和日期提高两个绿豆品种的生长和产量
Pub Date : 2024-06-04 DOI: 10.18805/lrf-802
M.A. Ali, A.T. Khaleel, S.T. Khaleel
Background: Mung bean is characterized by its ability to withstand water scarcity due to its short life span, so it can be introduced into agricultural rotation systems and despite especially when there is a lack of humidity and contemporary environmental changes. Despite the importance of this crop, its productivity rate in Iraq is still low compared to global production. The dates and methods of cultivation of the mungbean crop must be determined accurately to suit the specifications of local varieties adapted to the changing environmental conditions. Methods: The field study was applied in two fields: the first in Nineveh Governorate and the second in Erbil Governorate / Republic of Iraq. Three factors included, first: two varieties of local mung bean (black and green), second: different cultivation methods (furrow and lines) and the third: planting dates (May 15, June 15 and July 15). The study was designed as a factor experiment a design (R.C.B.D) with three replicates. Result: The first variety superior significantly in the two sites with the qualities of (plant height, leaf area, leaf area index, seed yield, Biological yield and harvest index. From the results of the dates, we note a significant superiority of the first date number of seeds.pod-1 while the third date significantly outperformed the germination percentage for the two sites. First planting method significant superiority in most of the studied characterists and for the two research sites. Significant superiority was recorded for the interactions of research factors and their levels.
背景:绿豆的特点是寿命短,能够抵御缺水,因此可以引入农业轮作系统,尤其是在缺乏湿度和当代环境变化的情况下。尽管这种作物非常重要,但与全球产量相比,它在伊拉克的生产率仍然很低。必须准确确定绿豆作物的种植日期和方法,以适应当地品种的规格,适应不断变化的环境条件。方法:实地研究在两块土地上进行:第一块在尼尼微省,第二块在伊拉克共和国埃尔比勒省。三个因素包括:第一:两个本地绿豆品种(黑豆和绿豆);第二:不同的栽培方法(沟栽和行栽);第三:播种日期(5 月 15 日、6 月 15 日和 7 月 15 日)。研究采用因素试验设计(R.C.B.D),设三次重复。结果第一个品种在两个地点的植株高度、叶面积、叶面积指数、种子产量、生物产量和收获指数等品质方面都明显优于其他品种。从播种日期的结果来看,第一个播种日期的种子数(荚-1)明显优于第二个播种日期的种子数(荚-1),而第三个播种日期的发芽率在两个地点都明显优于第一个播种日期的种子数(荚-1)。第一种种植方法在大多数研究特征和两个研究地点都有明显优势。在研究因素及其水平的交互作用中,第一种种植方法具有明显优势。
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引用次数: 0
Legumes in Cropping System for Soil Ecosystem Improvement: A Review 种植系统中的豆科植物改善土壤生态系统:综述
Pub Date : 2024-06-04 DOI: 10.18805/lr-5289
Neetu Sharma, Rakesh Kumar, A.P. Singh, Rohit Sharma, Peeyush Sharma, Joysamuel Mecarty, Faraaz Farooq
Legumes are versatile crops with great potential to produce protein-rich grains, naturally fix nitrogen, and enhance beneficial microbes in the soil. In the current context of climate change and global warming, incorporating legumes into crop rotation can help mitigate the negative effects of climate change and improve soil health. Researchers at the Division of Agronomy, FoA, SKUAST-J conducted a systematic and integrative review of published studies on the effects of legumes in cropping systems for soil ecology improvement. The review included research work from different parts of the world, particularly India. The literature search was conducted between August 2023 and November 2023 and around 150 review and research papers were screened from various databases such as ARCC journals, Google Scholar, Research Gate and Scopus. Out of these, 120 papers were used to write this comprehensive review article. The article provides a detailed documentation of the significant impact of legumes in cropping systems on soil ecology improvement. It emphasizes the potential effectiveness of legumes as a strategy for maintaining soil health.
豆科植物是用途广泛的作物,在生产富含蛋白质的谷物、自然固氮和增强土壤中有益微生物方面具有巨大潜力。在当前气候变化和全球变暖的背景下,将豆科植物纳入轮作中有助于减轻气候变化的负面影响并改善土壤健康。SKUAST-J 农学院农学系的研究人员对已发表的有关豆科植物在作物种植系统中改善土壤生态效果的研究进行了系统性和综合性综述。综述包括来自世界各地,特别是印度的研究成果。文献检索在 2023 年 8 月至 2023 年 11 月期间进行,从 ARCC 期刊、谷歌学术、Research Gate 和 Scopus 等各种数据库中筛选了约 150 篇综述和研究论文。其中,120 篇论文被用于撰写这篇综合性综述文章。文章详细记录了种植系统中豆科植物对土壤生态改善的重大影响。文章强调了豆科植物作为维护土壤健康战略的潜在有效性。
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引用次数: 0
Response of Different Doses of Zinc Oxide Nanoparticles in Early Growth of Mung Bean Seedlings to Seed Priming under Salinity Stress Condition 不同剂量的纳米氧化锌在盐分胁迫条件下绿豆幼苗早期生长中对种子诱导的响应
Pub Date : 2024-05-17 DOI: 10.18805/lr-5237
Dayanji Sherpa, Shailesh Kumar, Sweta Mishra, Brahmputra Meena, Jyostnarani Pradhan
Background: Salinity impacts physiological processes, including germination, seedling development, ionic balance and water relations, leading to growth inhibition. Mung bean’s early stage is susceptible to salt stress. Our study aimed to mitigate salt stress at early stage using zinc oxide nanoparticles (ZnO-NPs) to enhance mung bean tolerance. Methods: Pot experiment was carried out to incorporate ZnO-NPs into mung bean seedlings. Two Mung bean genotypes, TMB-37 (tolerant) and MH-1314 (sensitive), were chosen. Seeds were primed with ZnO-NPs at various concentrations (0.00 ppm, 50 ppm, 100 ppm, 500 ppm and 1000 ppm) and shown in saline soil. Result: ZnO-NP priming notably increased germination percentage, shoot length and shoot dry weight in both genotypes. In 25-days-old seedlings, ZnO-NPs elevated antioxidant enzyme activity, proline content, especially superoxide dismutase (SOD) and peroxidase (POX) activity, while reducing lipid peroxidation and membrane injury. 1000 ppm ZnO-NPs had the negative impact on the root trait of sensitive genotype. Lower doses of ZnO-NP (50 ppm) concentrations was very effective in mitigating the adverse effect of salinity stress in both the genotypes offering a key approach for Mung bean’s salt stress mitigation.
背景:盐分会影响生理过程,包括萌芽、幼苗发育、离子平衡和水分关系,从而导致生长受抑制。绿豆早期易受盐胁迫影响。我们的研究旨在利用纳米氧化锌颗粒(ZnO-NPs)缓解绿豆早期的盐胁迫,以提高绿豆的耐受性。研究方法通过盆栽实验将 ZnO-NPs 添加到绿豆幼苗中。选择了两种绿豆基因型:TMB-37(耐受性)和 MH-1314(敏感性)。用不同浓度(0.00ppm、50ppm、100ppm、500ppm 和 1000ppm)的 ZnO-NPs 给种子打底,并在盐碱土壤中展示。结果两种基因型的 ZnO-NP 都显著提高了发芽率、芽长和芽干重。在 25 天的幼苗中,ZnO-NPs 提高了抗氧化酶活性、脯氨酸含量,尤其是超氧化物歧化酶(SOD)和过氧化物酶(POX)的活性,同时降低了脂质过氧化和膜损伤。1000 ppm ZnO-NPs 对敏感基因型的根系性状有负面影响。较低剂量的 ZnO-NP 浓度(50 ppm)可有效减轻盐胁迫对两种基因型的不利影响,为绿豆减轻盐胁迫提供了一种关键方法。
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引用次数: 0
Assessment of Leaf Area Index and its Relationship with Growth and Yield of Fodder Cowpea as Influenced by Sources of Irrigation and Nutrients 评估叶面积指数及其与饲料豇豆生长和产量的关系,以及灌溉和养分来源的影响
Pub Date : 2024-05-16 DOI: 10.18805/lr-5265
C. Vennila
Background: Fodder cowpea is an important leguminous, short duration, warm season crop widely cultivated. Though India ranks first in livestock population, the productivity is found lesser than the world average due to deficiency in availability of green fodders. As fresh water application usage is increasing for the cultivation of field crops and high value crops, fodder crops are found negligible crops but responds well to water and nutrients. Leaf area index is one of the determinative parameters for the increased yield, an attempt was made to determine the relationship between the growth and yield of fodder cowpea with the application of domestic sewage water and nutrients. Methods: studies were conducted during 2019 and 2020 to study the relationship between different sources of irrigation water and nutrients on the growth and yield of fodder cowpea. Treatments in main plot consists of irrigation with water using well water (I1), domestic sewage water (I2) and well water and domestic sewage water alternatively (I3). Treatments in sub plot consists of no nutrient (N1), Farm Yard manure alone (N2), Farm Yard manure + NPK (N3) and NPK alone (N4), in split plot design and replicated thrice. The leaf constant was determined graphically plotted in regression and used for calculation of leaf area. The relationship between leaf area index and the growth and yield parameters of fodder cowpea were determined. Result: Our investigation concluded that the application of domestic sewage water along with farmyard manure + NPK significantly increased plant height, number of leaves per plant, leaf length, leaf width, leaf area and leaf area index of fodder cowpea. The data also reveals that leaf area index correlated positively with plant height, number of leaves per plant, biomass per plant and yield of fodder cowpea.
背景:饲料豇豆是一种重要的豆科、短时、暖季作物,被广泛种植。虽然印度的牲畜数量位居世界第一,但由于缺乏绿色饲料,其生产率却低于世界平均水平。由于种植大田作物和高价值作物所需的淡水用量不断增加,饲料作物被认为是微不足道的作物,但对水和养分却有很好的反应。叶面积指数是增产的决定性参数之一,因此尝试确定饲料豇豆的生长和产量与施用生活污水和养分之间的关系。方法:在 2019 年和 2020 年期间开展研究,研究不同灌溉水源和养分对饲料豇豆生长和产量的影响。主小区的处理包括使用井水(I1)、生活污水(I2)以及井水和生活污水交替灌溉(I3)。子小区的处理包括不施养分(N1)、只施农家肥(N2)、农家肥+氮磷钾(N3)和只施氮磷钾(N4),采用分小区设计,重复三次。叶片常数通过回归图确定,并用于计算叶面积。确定了叶面积指数与饲料豇豆生长和产量参数之间的关系。结果调查结果表明,施用生活污水和农家肥+氮磷钾能显著增加饲料豇豆的株高、单株叶片数、叶长、叶宽、叶面积和叶面积指数。数据还显示,叶面积指数与饲料豇豆的株高、单株叶片数、单株生物量和产量呈正相关。
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引用次数: 0
Efficient Faba Bean Leaf Disease Identification through Smart Detection using Deep Convolutional Neural Networks 利用深度卷积神经网络进行智能检测,高效识别法巴豆叶片病害
Pub Date : 2024-05-16 DOI: 10.18805/lrf-798
Hie Yong Jeong, In Seop Na
Background: Legumes, such as lentils, field peas, Faba beans and chickpeas, are high in vitamins, fiber, important minerals and protein and can help avoid obesity and cardiovascular illnesses. They also contribute to ecosystem services, such as nitrogen fixation and resilience to environmental stresses. Despite a 60% increase in global pulse production from 2000 to 2021, a demand-supply gap, especially in South Asia, raises concerns about nutritional access. Since illnesses are currently an issue to the food security of faba beans, machine learning is required for efficient disease identification. Methods: This research employs Convolutional Neural Networks (CNNs) for robust Faba bean leaf disease identification. The CNN model is trained with diverse images representing specific diseases. The study focuses on diseases like Chocolate Spot, Faba Bean Gall, Rust and Healthy leaves. Image processing involves resizing, grayscale conversion and labeling. The CNN architecture includes eight convolutional layers, four max-pooling layers and three dropout layers. The model is trained using 80% of the dataset, validated using 20% and tested for accuracy. Result: The CNN model achieves an accuracy of 99.37% during training and 89.69% during validation after 75 epochs. Confusion matrix and classification report illustrate the model’s performance. It shows high precision, recall and F1 scores for each class, indicating balanced performance. Chocolate Spot and Rust exhibit the highest precision and F1 scores. The overall accuracy is 91%, comparable to other studies on Faba bean disease detection. The study presents a CNN-based disease identification system for Faba beans, demonstrating high accuracy and balanced performance across different diseases. The model’s effectiveness is comparable to other advanced techniques. The research highlights the potential of machine learning in optimizing disease management for Faba beans. Future work could explore a broader range of diseases and incorporate hybrid machine learning algorithms for further improvement.
背景:小扁豆、豌豆、法巴豆和鹰嘴豆等豆类富含维生素、纤维、重要矿物质和蛋白质,有助于避免肥胖和心血管疾病。它们还有助于生态系统服务,如固氮和抵御环境压力。尽管从 2000 年到 2021 年,全球豆类产量增加了 60%,但供需缺口,尤其是在南亚,引起了人们对营养获取的担忧。由于目前疾病是影响蚕豆食品安全的一个问题,因此需要通过机器学习来有效识别疾病。方法:本研究采用卷积神经网络(CNN)进行可靠的蚕豆叶病识别。CNN 模型通过代表特定疾病的不同图像进行训练。研究重点是巧克力斑点病、咖啡豆瘿病、锈病和健康叶片等病害。图像处理包括调整大小、灰度转换和标记。CNN 架构包括八个卷积层、四个最大池化层和三个剔除层。该模型使用 80% 的数据集进行训练,使用 20% 的数据集进行验证,并测试其准确性。结果:CNN 模型在训练和验证过程中分别达到了 99.37% 和 89.69%。混淆矩阵和分类报告说明了模型的性能。它显示每个类别都有较高的精确度、召回率和 F1 分数,表明性能均衡。Chocolate Spot 和 Rust 的精确度和 F1 分数最高。总体准确率为 91%,与其他有关法巴豆病害检测的研究相当。该研究提出了一种基于 CNN 的法巴豆疾病识别系统,在不同疾病中表现出较高的准确性和均衡的性能。该模型的有效性可与其他先进技术相媲美。这项研究凸显了机器学习在优化法巴豆病害管理方面的潜力。未来的工作可以探索更广泛的病害,并纳入混合机器学习算法以进一步改进。
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引用次数: 0
Biochemical Factors Influencing Resistance of Black Gram to Callosobruchus maculatus (Coleoptera: Chrysomelidae) 影响黑禾本科植物抵御大胼胝虫(鞘翅目:菊科)的生化因素
Pub Date : 2024-05-16 DOI: 10.18805/lr-5225
Gummadidala Chaitanya, P.S. Singh, S.V.S. Raju, P. Divya
Background: Pulses constitute a cornerstone of the Indian diet, renowned for their rich protein content and nutritional benefits, frequently dubbed as the vegetarian’s protein powerhouse. Black gram not only provides nutritional benefits but also improves soil properties and fixes atmospheric nitrogen. If left unattended in storage, damage inflicted by three species of callosobruchus viz., C. chinensis, C. maculatus and C. analis on black gram seeds could result in substantial losses, both in quantity and quality. In the context of insect resistance, a host genotype’s ability to resist insect pests is demonstrated through non-preference, antibiosis, or tolerance, and is closely linked to the morphological, physiological and biochemical traits of the germplasm. The present study aims to pin point the specific biochemical properties of black gram seeds that contribute to their resistance against the pulse beetle. Methods: The experiment was conducted at the Department of Entomology and Agriculture Zoology, Institute of Agricultural Sciences, BHU, Varanasi during 2020-21. Bioassay investigations were undertaken on twelve varieties of black gram, evaluating various parameters including oviposition, adult emergence, mean development period, growth index, susceptibility index, and the biochemical constituents that could potentially impact the proliferation of the pulse beetle population. Result: The results revealed that tannins and phenols played a significant role in providing resistance. In contrast varieties with high sugars and proteins are susceptible to pulse beetle. However, an increase in the level of phenols and tannins in seeds may interfere with consumer acceptance and these aspects can be used in the breeding programme so as to develop host plant resistance against C. maculatus.
背景:豆类是印度人饮食的基石,以其丰富的蛋白质含量和营养价值而闻名,经常被称为素食者的蛋白质之源。黑糯米不仅能提供营养,还能改善土壤性质,固定大气中的氮。如果在贮藏过程中不加以注意,Callosobruchus(即 C.chinensis、C.maculatus 和 C.analyis)这三种昆虫对黑糯米种子造成的损害可能会导致数量和质量上的重大损失。在抗虫性方面,宿主基因型抵抗害虫的能力表现为不偏食、抗逆性或耐受性,并与种质的形态、生理和生化性状密切相关。本研究旨在找出黑禾木科植物种子的特定生化特性,这些特性有助于黑禾木科植物种子对脉冲甲虫的抗性。研究方法实验于 2020-21 年期间在瓦拉纳西 BHU 农业科学研究所昆虫学和农业动物学系进行。对 12 个黑禾草品种进行了生物测定调查,评估了各种参数,包括产卵、成虫出现、平均发育期、生长指数、易感性指数以及可能影响脉冲甲虫种群扩散的生化成分。结果结果表明,单宁酸和酚类在提供抗性方面发挥了重要作用。相反,糖分和蛋白质含量高的品种易受脉冲甲虫的影响。然而,种子中酚类和单宁含量的增加可能会影响消费者的接受程度,这些方面可用于育种计划,以培养寄主植物对大斑金龟子的抗性。
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LEGUME RESEARCH - AN INTERNATIONAL JOURNAL
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