Lichen

地衣
  • 文章类型: Journal Article
    许多世纪以来,真菌一直被用于医疗目的。这项研究,根据35个历史书面资料和来自前苏联西部边境地区八个国家的581次深入半结构化采访,调查当地社区对真菌的药用。我们将从野外工作和历史来源获得的分类单元和用途与提倡在苏联草药中使用真菌的作品进行了比较,代表集中式医疗系统。在实地考察期间,我们确定了八种当地使用的真菌和一种地衣。在俄罗斯记录了最多的医疗用途,爱沙尼亚和乌克兰。在苏联时代之前发表的研究列出了该研究地区使用的21种真菌分类群和一种地衣物种。然而,在我们的实地研究中,只有六个类群被人们提到使用(Amanitamuscaria,牛肝菌,Lycoperdon,羊肚菌,PhallusimputicusandCetrariaislandica)。值得注意的是,这六个类群在苏联草药中一直得到认可。在野外工作中记录的其余三个分类单元中,历史书面资料中没有提到。然而,它们要么在苏联草药中得到推广(Inonotusoblequus,康普茶)或后来的流行出版物(Cantharelluscibarius)。这凸显了书面来源对所研究的当地社区内用于医疗目的的真菌的重大影响。
    Fungi have been used for medicinal purposes for many centuries. This study, based on 35 historical written sources and 581 in-depth semi-structured interviews from eight countries in the western borderlands of the former Soviet Union, investigates the medicinal use of fungi by local communities. We compared the taxa and uses obtained from fieldwork and historical sources with works that advocated fungi use within Soviet herbals, representing the centralised medical system. During fieldwork, we identified eight locally used fungi and one lichen. The highest numbers of medicinal uses were documented in Russia, Estonia and Ukraine. Studies published before the Soviet era listed 21 fungal taxa and one lichen species used in the study region. However, only six of these taxa were mentioned as used by people in our field studies (Amanita muscaria, Boletus edulis, Lycoperdon, Morchella, Phallus impudicus and Cetraria islandica). Notably, these same six taxa were consistently endorsed in Soviet herbals. Of the remaining three taxa recorded in the fieldwork, none were mentioned in historical written sources. However, they were promoted either in Soviet herbals (Inonotus obliquus, Kombucha) or later popular publications (Cantharellus cibarius). This highlights the significant influence of written sources on the use of fungi for medicinal purposes within the studied local communities.
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  • 文章类型: Journal Article
    地衣是在恶劣环境中有效生存的共生生物,包括干旱地区。保持生存力,几乎完全失去水分,并在补液过程中迅速恢复新陈代谢,使地衣与大多数真核生物区分开来。众所周知,地衣Xanthoriaparietina具有很高的抗逆性,拥有多样化的防御机制,包括亮橙色色素parietin的存在。虽然一些研究已经证明了这种蒽醌的光保护和抗氧化特性,parietin在地衣对干燥的耐受性中的作用尚不清楚。Thalli,它们暴露在太阳辐射下,变成亮橙色,可能需要增强的干燥耐受性。这里,我们显示了X的自然苍白和亮橙色thalli的解剖结构差异。parietina和上皮层表面的可视化parietin晶体。通过丙酮冲洗从亮橙色thalli中提取Parietin,并使用HPLC进行定量。尽管丙酮冲洗不影响PSII活性,不含parietin的thalli对干燥的反应具有较高的脂质过氧化水平和较低的膜稳定性指数。此外,高度色素沉着的Thalli具有较厚的细胞壁,根据热重分析,比苍白的塔利更高的持水能力。因此,parietin可能通过稳定分枝杆菌膜在干燥耐受性中发挥作用,提供抗氧化防御,并改变了X.Parietina上皮质的形态。
    Lichens are symbiotic organisms that effectively survive in harsh environments, including arid regions. Maintaining viability with an almost complete loss of water and the rapid restoration of metabolism during rehydration distinguishes lichens from most eukaryotic organisms. The lichen Xanthoria parietina is known to have high stress tolerance, possessing diverse defense mechanisms, including the presence of the bright-orange pigment parietin. While several studies have demonstrated the photoprotective and antioxidant properties of this anthraquinone, the role of parietin in the tolerance of lichens to desiccation is not clear yet. Thalli, which are exposed to solar radiation and become bright orange, may require enhanced desiccation tolerance. Here, we showed differences in the anatomy of naturally pale and bright-orange thalli of X. parietina and visualized parietin crystals on the surface of the upper cortex. Parietin was extracted from bright-orange thalli by acetone rinsing and quantified using HPLC. Although acetone rinsing did not affect PSII activity, thalli without parietin had higher levels of lipid peroxidation and a lower membrane stability index in response to desiccation. Furthermore, highly pigmented thalli possess thicker cell walls and, according to thermogravimetric analysis, higher water-holding capacities than pale thalli. Thus, parietin may play a role in desiccation tolerance by stabilizing mycobiont membranes, providing an antioxidative defense, and changing the morphology of the upper cortex of X. parietina.
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  • 文章类型: Journal Article
    背景:地衣,传统上被认为是一种简单的伙伴关系,主要是在真菌和光生物之间,是,在现实中,由多种微生物组成的复杂的完整生物。地衣真菌群代表地衣内的真菌群落。虽然人们承认寄主地衣种类和环境条件等因素会影响地衣真菌生物群落的结构,现有的研究仍然不足。为了调查哪个因素,宿主属或位置,对地衣真菌群的影响更大,我们对从土耳其和韩国收集的Parmelia和Peltigera中的分枝杆菌进行了比较分析,使用基于内部转录间隔区扩增的高通量测序。
    结果:总体而言,地衣真菌群系以Capnodiales(Dothideomycetes)为主,无论主机或位置。在订单层面,根据地衣属寄主或地理距离,分类组成没有显着差异。前100名丰富的ASV的分层聚类并未清楚地表明地衣真菌群是否受宿主属或位置的影响更大。对群落相似性和分配变量的分析表明,地衣真菌群的结构受位置的影响比受寄主属的影响更大。当按宿主属分析核心真菌生物群落时,Peltigera真菌群比Parmelia真菌群包含更多的ASV成员。这两个核心真菌也有共同的真菌菌株,包括担子菌酵母.此外,我们使用卡方检验来识别宿主属专家和定位专家。
    结论:通过比较不同国家相同属的地衣真菌,我们的研究提高了我们对这些微生物群落的理解。我们的研究阐明了,尽管寄主物种起着重要的作用,地理距离对地衣真菌群的结构产生了更明显的影响。我们为了解占据生态关键生态位的地衣真菌生物群做出了基础性贡献。我们预计,对真菌群落结构的更广泛的全球调查将为地衣内的真菌居民提供更详细的见解。
    BACKGROUND: Lichens, traditionally considered as a simple partnership primarily between mycobiont and photobiont, are, in reality, complex holobionts comprised of a multitude of microorganisms. Lichen mycobiome represents fungal community residing within lichen thalli. While it is acknowledged that factors like the host lichen species and environmental conditions influence the structure of the lichen mycobiome, the existing research remains insufficient. To investigate which factor, host genus or location, has a greater impact on the lichen mycobiome, we conducted a comparative analysis of mycobiomes within Parmelia and Peltigera collected from both Turkey and South Korea, using high-throughput sequencing based on internal transcribed spacer region amplification.
    RESULTS: Overall, the lichen mycobiome was dominated by Capnodiales (Dothideomycetes), regardless of host or location. At the order level, the taxonomic composition was not significantly different according to lichen genus host or geographical distance. Hierarchical clustering of the top 100 abundant ASVs did not clearly indicate whether the lichen mycobiome was more influenced by host genus or location. Analyses of community similarity and partitioning variables revealed that the structure of the lichen mycobiome is more significantly influenced by location than by host genus. When analyzing the core mycobiome by host genus, the Peltigera mycobiome contained more ASV members than the Parmelia mycobiome. These two core mycobiomes also share common fungal strains, including basidiomycete yeast. Additionally, we used chi-squared tests to identify host genus-specialists and location-specialists.
    CONCLUSIONS: By comparing lichen mycobiomes of the same genera across different countries, our study advances our comprehension of these microbial communities. Our study elucidates that, although host species play a contributory role, geographic distance exerts a more pronounced impact on the structure of lichen mycobiome. We have made foundational contributions to understanding the lichen mycobiome occupying ecologically crucial niches. We anticipate that broader global-scale investigations into the fungal community structures will provide more detailed insights into fungal residents within lichens.
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  • 文章类型: Journal Article
    各种研究表明,低体质植物是许多生物活性化合物的来源,包括地衣酸。这些地衣特异性化合物的特征是抗氧化剂,抗增殖,和抗菌性能,它们可以用于化妆品和制药行业。这项研究的主要目的是优化基于脯氨酸或甜菜碱和乳酸的天然深共晶溶剂的组成,用于从H.physodes中提取代谢物。实验方法和响应面法的设计可以优化特定地衣代谢物的提取工艺。在初步研究的基础上,建立了实验的多变量模型。为了优化,在实验中使用以下参数来确认模型:脯氨酸/乳酸/水摩尔比为1:2:2。这样的混合物可以有效提取三种depsidone(即,植酸,胞嘧啶酸,3-氢卟啉酸)和一个深度(即,atranorin).溶剂混合物的开发组成确保了从具有高抗氧化性能的H.physodes的thall中提取代谢物时的良好效率。
    Various studies have shown that Hypogymnia physodes are a source of many biologically active compounds, including lichen acids. These lichen-specific compounds are characterized by antioxidant, antiproliferative, and antimicrobial properties, and they can be used in the cosmetic and pharmaceutical industries. The main aim of this study was to optimize the composition of natural deep eutectic solvents based on proline or betaine and lactic acid for the extraction of metabolites from H. physodes. The design of the experimental method and the response surface approach allowed the optimization of the extraction process of specific lichen metabolites. Based on preliminary research, a multivariate model of the experiment was developed. For optimization, the following parameters were employed in the experiment to confirm the model: a proline/lactic acid/water molar ratio of 1:2:2. Such a mixture allowed the efficient extraction of three depsidones (i.e., physodic acid, physodalic acid, 3-hydroyphysodic acid) and one depside (i.e., atranorin). The developed composition of the solvent mixtures ensured good efficiency when extracting the metabolites from the thallus of H. physodes with high antioxidant properties.
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  • 文章类型: Journal Article
    一种普遍存在的粉红色色素兼性甲基营养细菌,指定LRY1-08(=JCM33120),是从泰国的地衣中分离出来的。基于16SrRNA基因序列,菌株LRY1-08和甲基芽孢杆菌NBRC112876T具有99.92%的相似性。LRY1-08的基因组草图为5.26Mbp,具有4,952个蛋白质编码序列,平均GC含量为70.0mol%。比较菌株LRY1-08与M.duransNBRC112876T,ANIb,ANIm,AAI,数字DNA-DNA杂交值为96.29%,97.10%,96.7%,和82.29%,分别。基于表型特征和基因组分析,被确认为M.Durans.其基因组序列数据揭示了PHB和CoQ10生物合成基因。因此,结果为进一步研究该细菌在生物技术中的可能应用提供了建议。基因组草案保存在DDBJ/EMBL/GenBank(日本DNA数据库/欧洲分子生物学实验室/Genbank)(JAYEEX000000000)。
    A ubiquitous and pink-pigmented facultatively methylotrophic bacterium, designated LRY1-08 (=JCM 33120), was isolated from a lichen in Thailand. Strain LRY1-08 and Methylobacterium durans NBRC 112876T shared 99.92 % similarity based on the 16S rRNA gene sequence. The draft genome of LRY1-08 was 5.26 Mbp with 4,952 protein-coding sequences and an average G + C content of 70.0 mol%. Comparing strain LRY1-08 to M. durans NBRC 112876T, the ANIb, ANIm, AAI, and digital DNA-DNA hybridization values were 96.29 %, 97.10 %, 96.7 %, and 82.29 %, respectively. Based on the phenotypic characteristics and genome analysis, it was identified as M. durans. Its genomic sequence data revealed the PHB and CoQ10 biosynthesis genes. Therefore, the results offer suggestions for further investigation into possible applications of this bacterium in biotechnology. The draft genome was deposited at DDBJ/EMBL/GenBank (DNA Databank of Japan/European Molecular Biology Laboratory/Genbank) (JAYEEX000000000).
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  • 文章类型: Case Reports
    色素扁平苔藓是扁平苔藓的一种罕见亚型,而色素扁平苔藓是色素扁平苔藓的一种罕见变体。色素性扁平苔藓倒置通常表现为色素沉着斑或斑块,特别是在中间区域,如腋窝,腹股沟和腹股沟的褶皱,在乳腺下区域。在一些色素性扁平苔藓患者中,当病变位于腋窝时,该疾病可表现为色素性苔藓样腋窝逆皮肤病(PLAID)。一名患有高脂血症和糖尿病的49岁西班牙裔男子发展为色素性扁平苔藓,并出现PLAID。皮肤活检确定了色素性扁平苔藓的诊断。色素性扁平苔藓的临床鉴别诊断包括遗传性疾病,原发性皮肤病,获得性嗜铬,以及对局部或全身药物的反应。中间区域的摩擦与色素扁平苔藓的发育有关。可以沉淀色素扁平苔藓的因素不仅包括局部暴露于杏仁油,amala油,冷霜和化妆霜,指甲花,和对苯二胺,但也可以局部接触或食用芥子油和镍。色素性扁平苔藓可与自身免疫性疾病(甲状腺功能减退)有关,内分泌疾病(糖尿病),和高脂血症。在色素性扁平苔藓患者中发现的色素失调通常难以治疗。初始管理包括去除潜在的疾病诱因,例如消除紧身衣服以阻止与相邻皮肤的摩擦。局部皮质类固醇不会导致改善;然而,据报道,局部钙调磷酸酶抑制剂如他克莫司是有效的.总之,逆扁平苔藓和色素扁平苔藓可以表现为PLAID;而局部皮质类固醇可能有助于解决逆扁平苔藓病变,外用他克莫司可能有助于改善色素性扁平苔藓的色素变性。
    Lichen planus pigmentosus is an uncommon subtype of lichen planus and lichen planus pigmentosus inversus is a rare variant of lichen planus pigmentosus. Lichen planus pigmentosus inversus typically presents as hyperpigmented patches or plaques, particularly in the intertriginous areas such as the axillae, the groin and inguinal folds, and in the submammary region. In some patients with lichen planus pigmentosus inversus, the condition can present as a pigmented lichenoid axillary inverse dermatosis (PLAID) when the lesions are in the axillae. A 49-year-old Hispanic man who had hyperlipidemia and diabetes mellitus developed lichen planus pigmentosus inversus and presented with a PLAID. Skin biopsies established the diagnosis of lichen planus pigmentosus inversus. The clinical differential diagnosis of lichen planus pigmentosus inversus includes inherited disorders, primary cutaneous dermatoses, acquired dyschromias, and reactions to topical or systemic medications. Friction in intertriginous areas has been related to the development of lichen planus pigmentosus inversus. Factors that can precipitate lichen planus pigmentosus inversus include not only topical exposure to almond oil, amala oil, cold and cosmetic creams, henna, and paraphenyldiamine but also either topical contact or consumption of mustard oil and nickel. Lichen planus pigmentosus inversus can be associated with autoimmune conditions (hypothyroidism), endocrinopathies (diabetes mellitus), and hyperlipidemia. The dyschromia found in patients with lichen planus pigmentosus inversus is frequently refractory to treatment. Initial management includes removal of potential disease triggers such as eliminating tight clothing to stop friction with the adjacent skin. Topical corticosteroids do not result in improvement; however, topical calcineurin inhibitors such as tacrolimus have been reported to be efficacious. In conclusion, inverse lichen planus and lichen planus pigmentosus inversus can present with a PLAID; whereas topical corticosteroids may be helpful to resolve inverse lichen planus lesions, topical tacrolimus may be useful to improve the dyschromia in lichen planus pigmentosus inversus.
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  • 文章类型: Journal Article
    ArthopyreniapapoliniiBeltr。是地衣属ArthopyreniaA.Massal的少数物种之一。由十九世纪的意大利作家描述,缺乏类型的正式关联。在这方面,特此使用保存在A.B.Massalongo的地衣植物标本室中的标本对名称Arthopyreniapapolinii进行了定型。仅在M处发现了其他原始材料,而MSNVE的另一个标本,标记为Spermatodiumparolinii,虽然可以引用这个物种,不应视为原始材料。Arthopyreniapapolinii是该属中最不知名的物种之一。鉴于虫草属仍然鲜为人知,重要的是要澄清该物种的原始材料并提出选型。所选样品是分析样品中唯一的样品,报告了有关经典基因座的完整数据;它符合原著中描述的特征,来自Beltramini植物标本室。
    Arthopyreniaparolinii Beltr. is one of the few species of the lichen genus Arthopyrenia A. Massal. described by Italian authors of the XIX century, lacking type formal association. In this regard, the name Arthopyreniaparolinii is hereby lectotypified using a specimen stored in the lichen herbarium of A.B. Massalongo at VER. Additional original material was found only at M, while another specimen at MSNVE, labelled as Spermatodiumparolinii, although referable to this species, should not be considered as original material. Arthopyreniaparolinii is among the least well-known species in the genus. Given the genus Arthopyrenia is still very poorly known, it is important to clarify the original material of the species and propose the lectotyping. The selected lectotype is the only sample among the analyzed ones reporting complete data on the locus classicus; it conforms to the characters described in the protologue and comes from the Herbarium Beltramini.
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  • 文章类型: Journal Article
    地衣是两种共生生物的组合,绿藻或蓝细菌和真菌。它们生长在几乎所有的陆地生态系统中,并在栖息地生存,非常干燥或寒冷,或者营养太差,无法维持植被生长。因为地衣在可见的表面上生长并表现出光谱特性,明显不同于,例如,植被,可以在遥感数据中区分它们。在这篇关于地衣遥感的系统综述文章中,我们分析和总结了哪些地衣物种或属,栖息地和地理区域,已经被遥感了,以及使用了哪些遥感或光谱技术。我们发现,迄今为止,已经报道了70多种地衣物种的实验室或原位测量光谱。我们表明,地衣遥感研究属于七个广泛的主题:(1)收集地衣光谱以量化地衣物种或特征,(2)以地衣为生态指标的污染监测,(3)地质岩性填图,(4)沙漠和旱地监测,(5)动物栖息地监测,(6)土地覆盖或植被测绘;(7)表面能量预算建模。
    Lichens are combinations of two symbiotic organisms, a green alga or cyanobacterium and a fungus. They grow in nearly all terrestrial ecosystems and survive in habitats, which are very dry or cold, or too poor in nutrients to maintain vegetation growth. Because lichens grow on visible surfaces and exhibit spectral properties, which are clearly different from, for example, vegetation, it is possible to distinguish them in remote sensing data. In this first systematic review article on remote sensing of lichens, we analyze and summarize which lichen species or genera, and in which habitats and geographical regions, have been remotely sensed, and which remote sensing or spectroscopic technologies have been used. We found that laboratory or in situ measured spectra of over 70 lichen species have been reported to date. We show that studies on remote sensing of lichens fall under seven broad themes: (1) collection of lichen spectra for quantification of lichen species or characteristics, (2) pollution monitoring with lichens as ecological indicators, (3) geological and lithological mapping, (4) desert and dryland monitoring, (5) animal habitat monitoring, (6) land cover or vegetation mapping, and (7) surface energy budget modeling.
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  • 文章类型: Journal Article
    目的:人们对多元非血管光自养生物(NBP)的功能生态学越来越感兴趣,包括“隐秘苔藓植物”和地衣。这些生物在许多生态系统中在结构上很重要,对生态系统功能和服务做出重大贡献,同时对气候变化也很敏感。先前的研究使用具有标准气候变量(包括降水总量和温度平均值)的预测生物气候模型量化了多元NBP的气候变化响应。这项研究旨在根据其对水分和光的生长速率敏感性,更好地了解其气候变化响应。
    方法:我们进行了为期24个月的实验,以监测地衣的水合作用和生长。我们解释了多元NBP生态学中的两个众所周知的特征,这里以结构上占优势的苔藓附生植物为例,Lobariapulmonaria:(i)对包括雨水在内的多种大气水分来源的敏感性,凝结的露水和水蒸气,和(ii)由在光中水合的时间量确定的生长,驱动光合作用,被称为Iwet假设。
    结果:首先,我们发现即使在海洋高降雨环境中,用蒸汽压亏缺(VPD)比降水总数更好地解释了地衣的水合作用。第二,每月分辨率的增长与在光照中水合的时间呈正相关,与在黑暗中水合的时间呈负相关。
    结论:使用多模型平均来预测未来气候变化情景的增长模型,到21世纪末,我们证明了肺活菌的净生长减少,解释为在有足够的光来驱动光合作用的时期延长气候干燥和地衣干燥。结果进一步强调了在构建功能相关模型以了解气候变化风险时光周期的关键问题。尤其是多元NBP。
    OBJECTIVE: There is growing interest in the functional ecology of poikilohydric non-vascular photoautotrophs (NVPs), including \'cryptogamic\' bryophytes and lichens. These organisms are structurally important in many ecosystems, contributing substantially to ecosystem function and services, while also being sensitive to climate change. Previous research has quantified the climate change response of poikilohydric NVPs using predictive bioclimatic models with standard climate variables including precipitation totals and temperature averages. This study aimed for an improved functional understanding of their climate change response based on their growth rate sensitivity to moisture and light.
    METHODS: We conducted a 24-month experiment to monitor lichen hydration and growth. We accounted for two well-known features in the ecology of poikilohydric NVPs, and exemplified here for a structurally dominant lichen epiphyte, Lobaria pulmonaria: (1) sensitivity to multiple sources of atmospheric moisture including rain, condensed dew-formation and water vapour; and (2) growth determined by the amount of time hydrated in the light, driving photosynthesis, referred to as the Iwet hypothesis.
    RESULTS: First, we found that even within an oceanic high-rainfall environment, lichen hydration was better explained by vapour pressure deficit than precipitation totals. Second, growth at a monthly resolution was positively related to the amount of time spent hydrated in the light, and negatively related to the amount of time spent hydrated in the dark.
    CONCLUSIONS: Using multimodel averaging to project growth models for an ensemble of future climate change scenarios, we demonstrated reduced net growth for L. pulmonaria by the late 21st century, explained by extended climate dryness and lichen desiccation for periods when there is otherwise sufficient light to drive photosynthesis. The results further emphasize a key issue of photoperiodism when constructing functionally relevant models to understand the risk of climate change, especially for poikilohydric NVPs.
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  • 文章类型: Journal Article
    东南极洲的植被,比如苔藓和地衣,易受气候变化和臭氧消耗的影响,需要强大的非侵入性方法来监测其健康状况。尽管越来越多地使用无人机(UAV)通过人工智能(AI)技术在南极地区获取用于植被分析的高分辨率数据,多光谱图像和深度学习(DL)的使用非常有限。这项研究通过两个关键贡献解决了这一差距:(1)它强调了深度学习(DL)在这些数据集的实现非常有限的领域中的潜力;(2)它引入了一个创新的工作流程,比较了两个有监督的机器学习(ML)分类器之间的性能:极限梯度提升(XGBoost)和U-Net。通过使用在凯西站附近的高度生物多样性的南极特别保护区(ASPA)135中收集的数据来检测和绘制苔藓和地衣,从而验证了拟议的工作流程。2023年1月至2月。实现的ML模型针对五类进行了训练:健康苔藓,强调苔藓,濒临死亡的Moss,地衣,非植被。在U-Net模型的发展过程中,应用了两种方法:方法(1),其利用原始标记数据作为用于XGBoost的数据;和方法(2),其并入XGBoost预测作为该版本的U-Net的附加输入。结果表明,XGBoost表现出稳健的性能,在精度等关键指标上超过85%,召回,和F1得分。工作流程建议在U-Net的分类输出中提高准确性,由于方法2显示了精密度的大幅提高,与方法1相比,召回率和F1评分显著提高,如健康苔藓的精确度(方法2:94%与方法1:74%)和应激苔藓的召回(方法2:86%与方法1:69%)。这些发现有助于推进微妙的南极生态系统的非侵入性监测技术,展示无人机的潜力,高分辨率多光谱图像,和ML模型在遥感应用中的应用。
    Vegetation in East Antarctica, such as moss and lichen, vulnerable to the effects of climate change and ozone depletion, requires robust non-invasive methods to monitor its health condition. Despite the increasing use of unmanned aerial vehicles (UAVs) to acquire high-resolution data for vegetation analysis in Antarctic regions through artificial intelligence (AI) techniques, the use of multispectral imagery and deep learning (DL) is quite limited. This study addresses this gap with two pivotal contributions: (1) it underscores the potential of deep learning (DL) in a field with notably limited implementations for these datasets; and (2) it introduces an innovative workflow that compares the performance between two supervised machine learning (ML) classifiers: Extreme Gradient Boosting (XGBoost) and U-Net. The proposed workflow is validated by detecting and mapping moss and lichen using data collected in the highly biodiverse Antarctic Specially Protected Area (ASPA) 135, situated near Casey Station, between January and February 2023. The implemented ML models were trained against five classes: Healthy Moss, Stressed Moss, Moribund Moss, Lichen, and Non-vegetated. In the development of the U-Net model, two methods were applied: Method (1) which utilised the original labelled data as those used for XGBoost; and Method (2) which incorporated XGBoost predictions as additional input to that version of U-Net. Results indicate that XGBoost demonstrated robust performance, exceeding 85% in key metrics such as precision, recall, and F1-score. The workflow suggested enhanced accuracy in the classification outputs for U-Net, as Method 2 demonstrated a substantial increase in precision, recall and F1-score compared to Method 1, with notable improvements such as precision for Healthy Moss (Method 2: 94% vs. Method 1: 74%) and recall for Stressed Moss (Method 2: 86% vs. Method 1: 69%). These findings contribute to advancing non-invasive monitoring techniques for the delicate Antarctic ecosystems, showcasing the potential of UAVs, high-resolution multispectral imagery, and ML models in remote sensing applications.
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