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Potential antimicrobial and fruit juice clarification activity of amylase enzyme from Bacillus strains 芽孢杆菌淀粉酶的潜在抗菌和果汁澄清活性
Q1 Immunology and Microbiology Pub Date : 2024-09-30 DOI: 10.1016/j.btre.2024.e00861
Khondoker Moazzem Hossain , Umama Khan , S.M. Mahbubur Rahman , Md. Salauddin Khan
The hydrolytic enzyme, amylase possesses wide industrial applications and its production from bacterial sources by submerged fermentation is much simplified and economical. The research aimed to characterize amylase-producing bacteria and evaluate their potential for amylase activity regarding antimicrobial and fruit juice clarification. In current study, Bacillus licheniformis, Bacillus amyloliquifaciens, Bacillus cereus, Bacillus subtilis and Bacillus paramycoides was identified by 16S rRNA sequencing. After submerged fermentation, amylase activity of bacteria was measured by 3, 5-dinitro salicylic acid (DNS) assay. A substantial amount of amylase (423.47 mg/ml) in crude extract was measured by Bradford protein assay. Later, ammonium sulfate (80 %) precipitated partially purified amylase showed 1.6 times enhanced amylase activity (1484.94 U/ml) compared to crude amylase (973.23 U/ml). For highest amylase production, 72 h of optimum fermentation period was recorded at pH 7 with 2 % starch as substrate. Potent thermophilic amylase activity was observed at 65 °C. In apple juice clarification activity of amylase, turbidity of juice was reduced to 54.18 %. Potential antimicrobial property of amylase was detected with largest zone of inhibition against Escherichia coli ATCC 25922 (22.36 mm) and Mucor sp. ATCC 48559 (22.45 mm). Considering promising amylase properties, amylase-producing Bacillus strains from rice mill soil can be fermented for large scale amylase production providing application for industrial purposes including fruit juice clarification and antimicrobial activities. It will also overthrow the requirement of employing expensive and harmful chemicals in fruit juice clarification and combating pathogens.
淀粉酶这种水解酶具有广泛的工业用途,通过浸没式发酵从细菌来源生产淀粉酶既简单又经济。本研究旨在确定淀粉酶生产细菌的特征,并评估其在抗菌和果汁澄清方面的淀粉酶活性潜力。本研究通过 16S rRNA 测序鉴定了地衣芽孢杆菌、淀粉芽孢杆菌、蜡样芽孢杆菌、枯草芽孢杆菌和副淀粉芽孢杆菌。浸没发酵后,用 3,5-二硝基水杨酸(DNS)测定法测量了细菌的淀粉酶活性。布拉德福德蛋白质测定法测定了粗提取物中大量的淀粉酶(423.47 毫克/毫升)。随后,经硫酸铵(80%)沉淀的部分纯化淀粉酶的淀粉酶活性(1484.94 U/ml)是粗淀粉酶(973.23 U/ml)的 1.6 倍。以 2% 的淀粉为底物,在 pH 值为 7 时发酵 72 小时,淀粉酶产量最高。嗜热淀粉酶的活性在 65 °C时被观察到。在苹果汁中澄清淀粉酶的活性,果汁浑浊度降低到 54.18%。淀粉酶具有潜在的抗菌特性,对大肠杆菌 ATCC 25922(22.36 毫米)和粘菌 ATCC 48559(22.45 毫米)的抑制面积最大。考虑到淀粉酶的良好特性,可对碾米厂土壤中产生淀粉酶的芽孢杆菌菌株进行发酵,以大规模生产淀粉酶,用于果汁澄清和抗菌等工业用途。这也将推翻在果汁澄清和抗病原体方面使用昂贵而有害的化学品的要求。
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引用次数: 0
Characterization of host cell proteins in the downstream process of plant-Based biologics using LC-MS profiling 利用 LC-MS 图谱分析植物生物制剂下游过程中宿主细胞蛋白质的特征
Q1 Immunology and Microbiology Pub Date : 2024-09-16 DOI: 10.1016/j.btre.2024.e00856
Chalisa Panapitakkul , Christine Joy I. Bulaon , Nuttapat Pisuttinusart , Waranyoo Phoolcharoen
Host cell proteins (HCPs) are process-related impurities found in biopharmaceutical products that can impair their safety and efficacy. While ELISA has traditionally been employed to quantify HCPs, LC-MS emerges as a powerful alternative for precise identification of individual HCPs. In this study, we used LC-MS for profiling HCPs from Nicotiana benthamiana-derived biopharmaceuticals. Our approach involved rigorous false discovery rate control to ensure data integrity and reliability. Comprehensive analysis revealed a systematic reduction of HCPs following purification, demonstrating the efficiency of purification processes in removing non-essential proteins. Furthermore, LC-MS enabled the identification of potential contaminants, refining purification strategies and improving product purity and integrity. Our findings highlight the potential of LC-MS as an analytical tool for HCPs analysis in biopharmaceutical development and manufacturing. By providing detailed insights into HCPs profiles and contaminants, LC-MS facilitates informed decision-making in downstream processing steps, benefiting product quality, patient safety, and the biopharmaceutical sector.
宿主细胞蛋白(HCPs)是生物制药产品中发现的与加工过程有关的杂质,会损害产品的安全性和有效性。ELISA 传统上用于定量 HCPs,而 LC-MS 则成为精确鉴定单个 HCPs 的有力替代方法。在本研究中,我们使用 LC-MS 分析了从烟草中提取的生物制药中的 HCPs。我们的方法包括严格的误发现率控制,以确保数据的完整性和可靠性。综合分析表明,纯化后 HCPs 系统性减少,这表明纯化过程能有效去除非必要蛋白。此外,LC-MS 还能识别潜在的污染物,改进纯化策略,提高产品的纯度和完整性。我们的研究结果凸显了 LC-MS 作为生物制药开发和生产中 HCPs 分析工具的潜力。通过详细了解 HCPs 的特征和污染物,LC-MS 可以帮助下游加工步骤做出明智的决策,有利于产品质量、患者安全和生物制药行业的发展。
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引用次数: 0
Agrowaste-carbon and carbon-based nanocomposites for endocrine disruptive cationic dyes removal: A critical review 用于去除干扰内分泌的阳离子染料的农业废弃物-碳和碳基纳米复合材料:重要综述
Q1 Immunology and Microbiology Pub Date : 2024-09-15 DOI: 10.1016/j.btre.2024.e00860
Adewumi O. Dada , Adejumoke A. Inyinbor , Bukola T. Atunwa , Spandana Gonuguntla , Olugbenga S. Bello , Folahan A. Adekola , Ujjwal Pal
Dyes are considered to be pollutants that pose a considerable worldwide health risk, as they have been discovered as agents that affect the endocrine system. Adsorption is the most commonly used method for removing different substances since it is sustainable, flexible, affordable, and easy to use. Researchers have investigated the usage of agro-waste-based adsorbents that are ecologically friendly for the process of adsorption. This research has emphasized the potential of these adsorbents in developing carbon-based nanocomposites. Improved surface functionalization, great compatibility, and flexibility are beneficial uniqueness of carbon-based nanocomposites as well as a wide variety of applications. As a result, they are highly successful in removing cationic dyes. This paper specifically examines the environmentally friendly usage of activated carbons obtained from agricultural waste and the development of carbon-based-nanocomposites to adsorb positively charged dyes. Additionally, it offers an in-depth investigation of various cationic dyes, operating parameters, adsorption isotherms, kinetics, processes, and thermodynamic investigations. Further research is necessary to determine the effectiveness of carbon-based nanocomposites in removing new endocrine-disrupting pollutants. Additionally, these nanocomposites have the potential to be widely used in treating industrial effluents.
染料被认为是对全球健康构成严重威胁的污染物,因为人们发现它们会影响内分泌系统。吸附法是去除不同物质最常用的方法,因为这种方法可持续、灵活、经济实惠且易于使用。研究人员已经调查了在吸附过程中使用生态友好型农产废料吸附剂的情况。这项研究强调了这些吸附剂在开发碳基纳米复合材料方面的潜力。改进的表面功能化、良好的兼容性和灵活性是碳基纳米复合材料的独特之处,也是其广泛应用的有利条件。因此,它们在去除阳离子染料方面非常成功。本文特别研究了从农业废弃物中提取的活性碳的环保用途,以及开发碳基纳米复合材料来吸附带正电荷的染料。此外,报告还深入研究了各种阳离子染料、操作参数、吸附等温线、动力学、工艺和热力学研究。有必要开展进一步研究,以确定碳基纳米复合材料在去除干扰内分泌的新污染物方面的有效性。此外,这些纳米复合材料还有可能被广泛用于处理工业废水。
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引用次数: 0
Interaction and effects of temperature preference under a controlled environment on the diversity and abundance of the microbiome in Lutzomyia longipalpis (Diptera: Psychodidae) 在受控环境下温度偏好对长脚蝇(双翅目:灵猫科)微生物组多样性和丰度的相互作用和影响
Q1 Immunology and Microbiology Pub Date : 2024-09-12 DOI: 10.1016/j.btre.2024.e00857
Daniela Duque-Granda , Rafael José Vivero-Gómez , Howard Junca , Gloria Cadavid-Restrepo , Claudia Ximena Moreno-Herrera

Characterization of the temperature effects on the abundance and richness of the microbiota of Lutzomyia longipalpis, insect vector of Leishmania infantum in America, is an aspect of pivotal importance to understand the interactions between temperature, bacteria, and Leishmania infection. We developed and used a customized device with a temperature gradient (21–34 °C) to assess the temperature preferences of wild females of Lu. longipalpis collected in a rural area (Ricaurte, Cundinamarca, Colombia). Each replicate consisted of 50 females exposed to the gradient for an hour. At the end of the exposure time, insects were collected and separated by the temperature ranges selected varying from 21 °C to 34 °C. They were organized in 17 pools from which total DNA extracts were obtained, and samples were subjected to 16S rRNA amplicon sequencing analyzes. The most abundant phyla across the different temperature ranges were Proteobacteria (17.22–90.73 %), Firmicutes (5.99–77.21 %) and Actinobacteria (1.56–59.85 %). Results also showed an abundance (30 % to 57.36 %) of Pseudomonas (mainly at temperatures of 21–29 °C and 34 °C) that decreased to 6.55 %-13.20 % at temperatures of 31–33 °C, while Bacillus increase its abundance to 67.24 % at 29–33 °C. Serratia also had a greater representation (49.79 %), specifically in sand flies recovered at 25–27 °C. No significant differences were found at α-diversity level when comparing richness using the Shannon-Wiener, Simpson, and Chao1 indices, while β-diversity differences were found using the Bray-Curtis index (F-value of 3.5073, p-value < 0.013, R-squared of 0,4889), especially in the groups of Lu. longipalpis associated at higher temperatures (29–33 °C). It was also possible to detect the presence of endosymbionts such as Spiroplasma and Arsenophonus in the range of 29–33 °C. Rickettsia was only detected in Lu. longipalpis sand flies recovered between 25–27 °C. It was possible to characterize Lu. longipalpis microbiota in response to intraspecific temperature preferences and observe changes in bacterial communities and endosymbionts at different ranges of said environmental variable, which may be important in its vector competence and environmental plasticity to adapt to new climate change scenarios.

温度对美洲幼年利什曼病昆虫载体 Lutzomyia longipalpis 微生物群的丰度和丰富度的影响是了解温度、细菌和利什曼病感染之间相互作用的一个至关重要的方面。我们开发并使用了一种带有温度梯度(21-34 °C)的定制装置,以评估在农村地区(哥伦比亚昆迪纳马卡省里卡尔特市)采集的野生雌性长尾蝇对温度的偏好。每个重复由 50 只雌蛙组成,暴露在梯度温度中一小时。暴露时间结束后,收集昆虫并按所选的温度范围(21 °C至34 °C)将其分开。这些昆虫被分成 17 组,从中提取总 DNA,并对样本进行 16S rRNA 扩增子测序分析。在不同的温度范围内,含量最高的菌门是变形菌(17.22-90.73%)、固着菌(5.99-77.21%)和放线菌(1.56-59.85%)。结果还显示,假单胞菌(主要在温度为 21-29 ℃ 和 34 ℃ 时)数量较多(30%-57.36%),在温度为 31-33 ℃ 时减少到 6.55%-13.20%,而芽孢杆菌在温度为 29-33 ℃ 时数量增加到 67.24%。沙雷氏菌的数量也较多(49.79%),特别是在 25-27 °C的沙蝇中。使用 Shannon-Wiener、Simpson 和 Chao1 指数比较丰富度时,在 α 多样性水平上未发现明显差异,而使用 Bray-Curtis 指数则发现了 β 多样性差异(F 值为 3.5073,P 值为 0.013,R 方为 0.4889),特别是在与较高温度(29-33 °C)相关的 Lu. longipalpis 群体中。在 29-33 °C的温度范围内,还可以检测到螺浆虫和胂虫等内共生体的存在。只有在 25-27 °C之间捕获的Lu. longipalpis沙蝇中检测到立克次体。这可能对其适应新的气候变化情景的病媒能力和环境可塑性非常重要。
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引用次数: 0
Evaluation of seed oil from Hura crepitans, Trichosanthes cucumerina and Thevetia nerifolia 对 Hura crepitans、Trichosanthes cucumerina 和 Thevetia nerifolia 种子油的评估
Q1 Immunology and Microbiology Pub Date : 2024-09-11 DOI: 10.1016/j.btre.2024.e00858
Esther Anuoluwapo Ominowa , Adebisi Olonisakin , Oluwabunmi Peace Femi-Oloye , Charles Ayodeji Osunla , Femi Francis Oloye

The oil contents and fatty acid composition of three non-edible seed oils extracted using Soxhlet extraction with hexane as the solvent were presented. The physical and chemical properties of the oils were determined from which cetane number, biofuel potential, higher heating values, and antimicrobial activities were assessed. The dominant fatty acids were 49 % linoleic acid, 37 % pentadecenoic acid, and 38 % cis-10-heptadecenenoic acid for Hura crepitans (HC), Thevetia nerifolia (TN) and Trichosanthes cucumerina (TC), respectively. The seed oils were majorly unsaturated, with HC having the highest degree of unsaturation. Acid value, saponification value, iodine value, and free fatty acids were low compared to many reported values in literature. The cetane values were generally high because the oils have a reasonable amount of saturated fatty acid, with TN having the highest cetane number. The low iodine value and saponification value make the biofuel potential and higher heating value to be high with TN having the highest in both and thus the best seed oil for biofuel. However, TN and HC have no antimicrobial activity to Klebsiella pneumoniae (gram -ve), Staphylococcus aureus (gram +ve), Escherichia coli (gram -ve), Bacillus subtilis, Enterobacter aerogenes, Candida albican, Rhizopus stolonifer, Fusarium Solani, Aspergillus flavus and Candida tropicalis, while TC has broad spectrum of activity against all tested bacteria and fungi, except Klebsiella pneumoniae.

本研究介绍了以正己烷为溶剂、采用索氏提取法提取的三种非食用种子油的含油量和脂肪酸组成。测定了这些油的物理和化学特性,并据此评估了十六烷值、生物燃料潜力、较高的加热值和抗菌活性。Hura crepitans(HC)、Thevetia nerifolia(TN)和 Trichosanthes cucumerina(TC)的主要脂肪酸分别为亚油酸 49%、十五烯酸 37%和顺式-10-十碳烯酸 38%。种子油主要呈不饱和状态,其中 HC 的不饱和度最高。酸值、皂化值、碘值和游离脂肪酸均低于许多文献报道的值。十六烷值普遍较高,因为油中含有一定量的饱和脂肪酸,其中 TN 的十六烷值最高。低碘值和低皂化值使得生物燃料的潜力和较高的热值都很高,而 TN 在这两个方面都是最高的,因此是生物燃料的最佳种子油。然而,TN 和 HC 对肺炎克雷伯菌(革兰氏-ve)、金黄色葡萄球菌(革兰氏+ve)、大肠杆菌(革兰氏-ve)、枯草芽孢杆菌、产气肠杆菌、白色念珠菌、根瘤菌、酵母菌和酵母菌没有抗菌活性、而除肺炎克雷伯氏菌外,TC 对所有受测细菌和真菌都具有广谱活性。
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引用次数: 0
Eco-smart biocontrol strategies utilizing potent microbes for sustainable management of phytopathogenic diseases 利用强效微生物的生态智能生物防治战略,实现植物病原性疾病的可持续管理
Q1 Immunology and Microbiology Pub Date : 2024-09-10 DOI: 10.1016/j.btre.2024.e00859
Ihtisham Ul Haq , Kashif Rahim , Galal Yahya , Bushra Ijaz , Sajida Maryam , Najeeba Parre Paker

Plants have an impact on the economy because they are used in the food and medical industries. Plants are a source of macro- and micronutrients for the health of humans and animals; however, the rise in microbial diseases has put plant health and yield at risk. Because there are insufficient controls, microbial infections annually impact approximately 25 % of the world's plant crops. Alternative strategies, such as biocontrol, are required to fight these illnesses. This review discusses the potential uses of recently discovered microorganisms because they are safe, effective, and unlikely to cause drug resistance. They have no negative effects on soil microbiology or the environment because they are environmentally benign. Biological control enhances indigenous microbiomes by reducing bacterial wilt, brown blotch, fire blight, and crown gall. More research is required to make these biocontrol agents more stable, effective, and less toxic before they can be used in commercial settings.

植物对经济有影响,因为它们被用于食品和医疗行业。植物是人类和动物健康所需的宏量和微量营养素的来源;然而,微生物病害的增加已危及植物的健康和产量。由于缺乏足够的控制措施,每年约有 25% 的全球植物作物受到微生物感染的影响。需要采用生物防治等替代策略来对抗这些疾病。本综述讨论了最近发现的微生物的潜在用途,因为这些微生物安全、有效,而且不太可能产生抗药性。它们对土壤微生物学或环境没有负面影响,因为它们对环境无害。生物防治可减少细菌性枯萎病、褐斑病、火疫病和冠瘿病,从而增强本地微生物群。要使这些生物控制剂更稳定、更有效、毒性更低,还需要进行更多的研究,然后才能用于商业环境。
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引用次数: 0
Genetically surface-modified Escherichia coli outer membrane vesicles targeting MUC1 antigen in cancer cells 针对癌细胞中 MUC1 抗原的基因表面修饰大肠杆菌外膜囊泡
Q1 Immunology and Microbiology Pub Date : 2024-09-03 DOI: 10.1016/j.btre.2024.e00854
Sedthawut Laotee , Wanatchaporn Arunmanee

Outer membrane vesicles (OMVs), non-replicating spherical liposomes derived from Gram-negative bacteria, are a promising vaccine platform and multifunctional delivery systems. Their ability to be modified via genetic engineering for the incorporation and display of heterologous proteins enhances their functionality. In this study, we demonstrated a bio-ligation approach to display single-chain variable fragments (scFv) on the OMV surface using the SpyTag/SpyCatcher system. SpyTag-fused scFv, expressed by mammalian cells, bound to OMVs with SpyCatcher-fused Lpp'OmpA after a simple incubation. Biophysical analysis indicated that the conjugated OMVs maintained their physicochemical properties. We used an scFv targeting mucin 1 protein (MUC1) for specific cell targeting. Confocal microscopy revealed that conjugated OMVs specifically bound to and were internalized by MUC1-presenting cells, but not by MUC1-deficient cells. In conclusion, this rapid and efficient bio-ligation system facilitates the display of functional scFv on OMV surfaces, offering a promising approach for targeted delivery to MUC1-expressing cancer cells.

外膜囊泡 (OMV) 是一种从革兰氏阴性细菌中提取的非复制球形脂质体,是一种前景广阔的疫苗平台和多功能递送系统。通过基因工程改造OMV,使其能够加入和显示异源蛋白,从而增强了其功能。在这项研究中,我们利用 SpyTag/SpyCatcher 系统展示了在 OMV 表面显示单链可变片段(scFv)的生物连接方法。哺乳动物细胞表达的 SpyTag 融合 scFv 与 SpyCatcher 融合 Lpp'OmpA 经过简单的孵育就结合到了 OMV 上。生物物理分析表明,共轭的 OMV 保持了其物理化学特性。我们使用靶向粘蛋白 1 蛋白(MUC1)的 scFv 进行特异性细胞靶向。共聚焦显微镜显示,共轭 OMV 与 MUC1 呈递细胞特异性结合并被其内化,但不被 MUC1 缺失细胞内化。总之,这种快速高效的生物连接系统有助于在 OMV 表面显示功能性 scFv,为靶向传递到表达 MUC1 的癌细胞提供了一种前景广阔的方法。
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引用次数: 0
Erratum regarding missing Declaration of Competing Interest statements in previously published article 关于以前发表的文章中缺少 "竞争利益声明 "的勘误
Q1 Immunology and Microbiology Pub Date : 2024-09-01 DOI: 10.1016/j.btre.2024.e00850
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引用次数: 0
Antarctic Streptomyces: Promising biocontrol agents for combating Fusarium oxysporum f. sp. cubense 南极链霉菌:有望防治立方镰刀菌的生物控制剂
Q1 Immunology and Microbiology Pub Date : 2024-09-01 DOI: 10.1016/j.btre.2024.e00852
Jeffrey Vargas Perez , Lizette Serrano , Rafael Viteri , Daynet Sosa , Christian A. Romero , Nardy Diez

Fusarium wilt of Banana (FWB) caused by Fusarium oxysporum f. sp. cubense (Foc) poses a significant threat to the banana industry, with current inadequate control measures. This study evaluated the antifungal potential of nine Streptomyces strains isolated from Antarctic soil samples, using Casein-Starch media to stimulate the production of antifungal compounds. The inhibition spectrum against Foc was assessed under laboratory conditions using the well diffusion on Mueller-Hinton agar, with antifungal activity measured in arbitrary units (AU/mL) and minimum inhibitory concentration (MIC) tested using ethyl acetate extracts. Among the nine isolates, K6 and E7 were closely related to Streptomyces polyrhachis and Streptomyces fildesensis, exhibited significant antifungal activity, with K6 and E7 showing 320 and 80 AU/mL, and MIC values of 250 and >500 ppm, respectively. These findings highlight K6 and E7 as potential biocontrol agents against Foc, offering new avenues for sustainable Fusarium wilt management in banana cultivation.

由 Fusarium oxysporum f. sp. cubense(Foc)引起的香蕉镰刀菌枯萎病(FWB)对香蕉产业构成了严重威胁,目前的控制措施还不够完善。本研究利用酪蛋白-淀粉培养基刺激抗真菌化合物的产生,评估了从南极土壤样本中分离出的九株链霉菌的抗真菌潜力。在实验室条件下,使用穆勒-欣顿琼脂上的井扩散法评估了对 Foc 的抑制谱,抗真菌活性以任意单位(AU/mL)计算,并使用乙酸乙酯提取物测试了最低抑制浓度(MIC)。在九个分离物中,K6 和 E7 与多血清链霉菌(Streptomyces polyrhachis)和菲尔德斯链霉菌(Streptomyces fildesensis)亲缘关系密切,具有显著的抗真菌活性,K6 和 E7 的抗真菌活性分别为 320 和 80 AU/mL,MIC 值分别为 250 和 500 ppm。这些发现凸显了 K6 和 E7 作为潜在生物控制剂对镰刀菌枯萎病的作用,为香蕉种植中镰刀菌枯萎病的可持续管理提供了新途径。
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引用次数: 0
Enhancing sustainability in the production of palm oil: creative monitoring methods using YOLOv7 and YOLOv8 for effective plantation management 提高棕榈油生产的可持续性:使用 YOLOv7 和 YOLOv8 进行有效种植园管理的创造性监测方法
Q1 Immunology and Microbiology Pub Date : 2024-08-30 DOI: 10.1016/j.btre.2024.e00853
Istiyak Mudassir Shaikh , Mohammad Nishat Akhtar , Abdul Aabid , Omar Shabbir Ahmed

The You Only Look Once (YOLO) deep learning model iterations—YOLOv7–YOLOv8—were put through a rigorous evaluation process to see how well they could recognize oil palm plants. Precision, recall, F1-score, and detection time metrics are analyzed for a variety of configurations, including YOLOv7x, YOLOv7-W6, YOLOv7-D6, YOLOv8s, YOLOv8n, YOLOv8m, YOLOv8l, and YOLOv8x. YOLO label v1.2.1 was used to label a dataset of 80,486 images for training, and 482 drone-captured images, including 5,233 images of oil palms, were used for testing the models. The YOLOv8 series showed notable advancements; with 99.31 %, YOLOv8m obtained the greatest F1-score, signifying the highest detection accuracy. Furthermore, YOLOv8s showed a notable decrease in detection times, improving its suitability for comprehensive environmental surveys and in-the-moment monitoring. Precise identification of oil palm trees is beneficial for improved resource management and less environmental effect; this supports the use of these models in conjunction with drone and satellite imaging technologies for agricultural economic sustainability and optimal crop management.

我们对 "只看一眼"(YOLO)深度学习模型迭代--YOLOv7-YOLOv8--进行了严格的评估,以了解其识别油棕植物的能力。我们分析了各种配置的精度、召回率、F1 分数和检测时间指标,包括 YOLOv7x、YOLOv7-W6、YOLOv7-D6、YOLOv8s、YOLOv8n、YOLOv8m、YOLOv8l 和 YOLOv8x。YOLO label v1.2.1 用于标注80,486张图像的数据集以进行训练,482张无人机捕获的图像(包括5,233张油棕榈树图像)用于测试模型。YOLOv8 系列取得了显著的进步;YOLOv8m 的 F1 分数最高,达到 99.31%,代表了最高的检测精度。此外,YOLOv8s 的检测时间明显缩短,更加适用于综合环境调查和即时监测。精确识别油棕榈树有利于改善资源管理和减少环境影响;这支持将这些模型与无人机和卫星成像技术结合使用,以实现农业经济的可持续性和最佳作物管理。
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引用次数: 0
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