CARS

CARS
  • 文章类型: Journal Article
    本研究旨在从父母的角度探讨奥尔夫音乐疗法对自闭症谱系障碍(ASD)儿童的临床效果,评价者,和治疗师。
    93名年龄在3-6岁的ASD儿童参加了这项研究。将其分为观察组(n=48),接受包括奥尔夫音乐疗法在内的综合康复干预,对照组(n=45)仅接受综合康复干预。自闭症行为清单(ABC)儿童自闭症评定量表(CARS),和心理教育概况-第3版(PEP-3)用于干预前后的评估。
    两组之间没有显著的人口统计学差异。两组在感官上都有显著改善,有关,语言,CVP,EL,RL,VMI,AE,SR,以及T1、T2和T3时的CARS评分(T1与T2,T2vs.T3,T1vs.T3)(均p<0.05)。观察组表现出身体和物体使用和FM的显着变化,而对照组在这些领域显示出一些变化。社会和自助,GM,CMB,干预6个月后,两组患者的CVB也有显著改善(均p<0.05)。就不同的时间间隔而言,观察组在感觉方面表现出更大的改善,有关,语言,CARS得分,EL,RL,和SR与对照组相比(均p<0.05)。主体和对象使用的改进级别,CVP,FM,VMI,在T1-T2间期,两组之间的AE没有显着差异,但观察组在T2-T3和T1-T3间期均显著高于对照组(均p<0.05)。社会和自助的变化幅度,GM,CMB,和CVB在两组之间没有显着差异。
    奥尔夫音乐疗法显示出语言表达的显著改善,语言理解,社交技能,认知能力,模仿能力,ASD儿童的情绪表达和精细运动。这些发现为使用奥尔夫音乐疗法作为ASD儿童的有效干预措施提供了支持。
    UNASSIGNED: This study aimed to investigate the clinical effects of Orff music therapy on children with Autism Spectrum Disorder (ASD) from the perspectives of parents, evaluators, and therapists.
    UNASSIGNED: 93 children with ASD aged 3-6 years participated in the study. They were divided into an observation group (n = 48) receiving comprehensive rehabilitation intervention including Orff music therapy, and a control group (n = 45) receiving only comprehensive rehabilitation intervention. The Autism Behavior Checklist (ABC), Childhood Autism Rating Scale (CARS), and Psycho-educational Profile-3rd edition (PEP-3) were used for assessments before and after the intervention.
    UNASSIGNED: There were no significant demographic differences between the two groups. Both groups showed significant improvements in Sensory, Relating, Language, CVP, EL, RL, VMI, AE, SR, and CARS scores at T1, T2, and T3 (T1 vs. T2, T2 vs. T3, T1 vs. T3) (all p < 0.05). The observation group demonstrated significant changes in Body and Object use and FM, while the control group showed some changes in these domains. Social and self-help, GM, CMB, and CVB also significantly improved in both groups after 6 months of intervention (all p < 0.05). In terms of different time intervals, the observation group showed greater improvements in Sensory, Relating, Language, CARS scores, EL, RL, and SR compared to the control group (all p < 0.05). The improvement levels in Body and Object use, CVP, FM, VMI, and AE did not differ significantly between the two groups in the T1-T2 interval, but were significantly higher in the observation group in the T2-T3 and T1-T3 intervals (all p < 0.05). The magnitude of changes in Social and self-help, GM, CMB, and CVB did not differ significantly between the groups.
    UNASSIGNED: Orff music therapy showed significant improvements in language expression, language comprehension, social skills, cognitive abilities, imitation abilities, emotional expression and fine motor in children with ASD. These findings provide support for the use of Orff music therapy as an effective intervention for children with ASD.
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  • 文章类型: Journal Article
    目的:探讨屏幕暴露的多维方面与自闭症症状之间的关系,以及ASD儿童的神经心理发育。
    方法:我们比较了636名ASD儿童(40.79±11.45个月)和43名典型发展(TD)儿童(42.44±9.61个月)的ScreenQ和Griffiths发展量表-中文版(GDS-C)。然后,我们分析了ScreenQ和儿童自闭症评定量表(CARS)之间的相关性,和GDS-C我们进一步使用线性回归模型分析ASD儿童CARS总分高和发育商(DQs)低的危险因素。
    结果:ASD儿童的CARS与ScreenQ总分和“访问”呈正相关,频率,共同观看ScreenQ的项目。个人社交技能DQ与“访问”呈负相关,频率,内容,ScreenQ的共同观看和总分。听力语音DQ与频率呈负相关,内容,ScreenQ的共同观看和总分。眼手协调DQ与ScreenQ的“频率和总分”呈负相关。性能DQ与ScreenQ的“频率”项呈负相关。
    结论:ScreenQ可用于ASD儿童的屏幕暴露研究。ScreenQ得分越高,自闭症症状越严重,自闭症儿童在个人社会领域的发展越延迟,听觉-言语和眼手协调。此外,“频率”对个人社交技能领域的影响最大,听力演讲,ASD儿童的眼手协调和表现。
    OBJECTIVE: To investigate the relationship between multi-dimensional aspects of screen exposure and autistic symptoms, as well as neuropsychological development in children with ASD.
    METHODS: We compared the ScreenQ and Griffiths Development Scales-Chinese Language Edition (GDS-C) of 636 ASD children (40.79 ± 11.45 months) and 43 typically developing (TD) children (42.44 ± 9.61 months). Then, we analyzed the correlations between ScreenQ and Childhood Autism Rating Scale (CARS), and GDS-C. We further used linear regression model to analyze the risk factors associated with high CARS total scores and low development quotients (DQs) in children with ASD.
    RESULTS: The CARS of children with ASD was positively correlated with the ScreenQ total scores and \"access, frequency, co-viewing\" items of ScreenQ. The personal social skills DQ was negatively correlated with the \"access, frequency, content, co-viewing and total scores\" of ScreenQ. The hearing-speech DQ was negatively correlated with the \"frequency, content, co-viewing and total scores\" of ScreenQ. The eye-hand coordination DQ was negatively correlated with the \"frequency and total scores\" of ScreenQ. The performance DQ was negatively correlated with the \"frequency\" item of ScreenQ.
    CONCLUSIONS: ScreenQ can be used in the study of screen exposure in children with ASD. The higher the ScreenQ scores, the more severe the autistic symptoms tend to be, and the more delayed the development of children with ASD in the domains of personal-social, hearing-speech and eye-hand coordination. In addition, \"frequency\" has the greatest impact on the domains of personal social skills, hearing-speech, eye-hand coordination and performance of children with ASD.
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  • 文章类型: Journal Article
    植物病原真菌Fujikuroi镰刀菌具有丰富的次级代谢,包括响应不同环境线索而合成非常不同的代谢产物,如光或氮。这里,我们把注意力集中在镰刀素上,一类真菌毒素,其合成因氮饥饿而下调。以前的数据表明,参与类胡萝卜素调节的基因的突变体(carS,编码环指蛋白阻遏物),光检测(wcoA,白领感光器),和cAMP信号(AcyA,腺苷酸环化酶)影响不同代谢物的合成。我们研究了这些突变对fusarin产生和fus1基因表达的影响,它编码该途径的关键聚酮合成酶。我们发现这三种蛋白质是镰刀素合成的正调节因子,尤其是WcoA和AcyA,将光调节与cAMP信号联系起来。另外两个光感受器的基因,隐色素CryD和生动的黄素蛋白VvdA,不参与fusarin调节。在大多数情况下,fusarin的产生和fus1mRNA之间存在对应关系,这表明调控主要在转录水平上发挥。我们得出的结论是,镰刀素的合成受到复杂的控制,涉及来自不同信号通路的调节剂。
    The phytopathogenic fungus Fusarium fujikuroi has a rich secondary metabolism which includes the synthesis of very different metabolites in response to diverse environmental cues, such as light or nitrogen. Here, we focused our attention on fusarins, a class of mycotoxins whose synthesis is downregulated by nitrogen starvation. Previous data showed that mutants of genes involved in carotenoid regulation (carS, encoding a RING finger protein repressor), light detection (wcoA, White Collar photoreceptor), and cAMP signaling (AcyA, adenylate cyclase) affect the synthesis of different metabolites. We studied the effect of these mutations on fusarin production and the expression of the fus1 gene, which encodes the key polyketide synthase of the pathway. We found that the three proteins are positive regulators of fusarin synthesis, especially WcoA and AcyA, linking light regulation to cAMP signaling. Genes for two other photoreceptors, the cryptochrome CryD and the Vivid flavoprotein VvdA, were not involved in fusarin regulation. In most cases, there was a correspondence between fusarin production and fus1 mRNA, indicating that regulation is mainly exerted at the transcriptional level. We conclude that fusarin synthesis is subject to a complex control involving regulators from different signaling pathways.
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  • 文章类型: Journal Article
    大创伤导致的细胞碎片可能会压倒清除剂机制并导致自身免疫反应。我们分析了人类严重明确的创伤是否会在侮辱后的几个月内引起短暂自身免疫的实验室体征。我们在一项前瞻性队列研究中纳入了50例股骨转子骨折患者,这些患者接受了髓内钉接骨术,并在3-4天进行了随访。6周,术后12周和12个月。通过标准技术,我们评估了总免疫球蛋白的水平,抗核抗体(ANA),抗心磷脂抗体,抗dsDNA抗体和抗C1q抗体,以及针对巨细胞病毒(CMV)的抗体作为对照。在基线和前两个术后样本中确定血液白细胞差异和淋巴细胞亚群。患者的平均年龄达到80.1岁,23人(46%)完成所有访问。血清总IgG浓度,IgM和IgA在所有随访时间点增加。ANA荧光强度单位在术后12周和12个月增加(p<0.0001),但ANA阳性患者的比例没有变化(35%).在所有随访中,抗C1q值略有增加,但不是总IgG的比例。抗dsDNA在所有患者中保持阴性,和抗心磷脂IgG/IgM抗体没有变化。抗CMVIgG抗体在所有随访中显著增加,与总IgG的比例没有变化。流式细胞术显示术后3-4天B细胞比例增加。总之,老年患者的主要肌肉骨骼创伤引起免疫球蛋白产生的普遍非特异性增加,而没有增强的全身性自身免疫的实验室体征。
    Cellular debris resulting from large trauma might overwhelm the scavenger mechanisms and lead to autoimmune reactions. We analysed whether a major well-defined trauma in humans induces laboratory signs of transient autoimmunity in the months after the insult. We included 50 patients with pertrochanteric femur fracture undergoing intramedullary nail osteosynthesis in a prospective cohort study and followed them at 3-4 days, 6 weeks, 12 weeks and 12 months postoperatively. By standard techniques, we assessed levels of total immunoglobulins, anti-nuclear antibodies (ANA), anti-cardiolipin antibodies, anti-dsDNA antibodies and anti-C1q antibodies, as well as antibodies against cytomegalovirus (CMV) as a control. Blood leukocyte differential and lymphocyte subpopulations were determined at baseline and in the first two postoperative samples. The mean age of the patients reached 80.1 years, and 23 (46%) completed all visits. Serum concentrations of total IgG, IgM and IgA increased at all follow-up time points. The ANA fluorescence light intensity units increased at 12 weeks and 12 months postoperatively (p < 0.0001), but the proportion of ANA-positive patients did not change (35%). The values of anti-C1q mildly increased at all follow-up visits, but not the ratio to total IgG. Anti-dsDNA remained negative in all patients, and anti-cardiolipin IgG/IgM antibodies did not change. Anti-CMV IgG antibodies increased significantly at all follow-up visits, without change in the ratio to total IgG. Flow cytometry showed an increased proportion of B-cells 3-4 days postoperatively. In conclusion, major musculoskeletal trauma in elderly patients induces a generalized non-specific increase in immunoglobulin production without laboratory signs for enhanced systemic autoimmunity.
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  • 文章类型: Journal Article
    COVID-19大流行引发了合成RNA疫苗平台的复苏,可扩展,低成本制造,和治疗性疫苗的安全管理。自扩增mRNA(SAM),在传递到细胞质中时自我复制,导致强烈和持续的免疫反应。此类mRNA被包封在脂质纳米颗粒(LNP)内,所述脂质纳米颗粒充当用于递送至细胞质的载体。更好地理解LNP介导的SAM在不同类型细胞中的摄取和释放机制对于设计有效的疫苗至关重要。这里,我们使用高光谱相干反斯托克斯拉曼散射(HS-CARS)显微镜和多光子激发荧光寿命成像显微镜(FLIM)研究了婴儿仓鼠肾(BHK-21)细胞中SAM-LNP制剂的细胞摄取和随后的细胞内SAM表达.开发了基于HS-CARS和FLIM特征的细胞分类管道以获得与SAM-LNP摄取相关的光谱和代谢变化的见解。我们观察到LNP处理的细胞与PBS处理的细胞中HS-CARS模式的脂质强度升高,同时荧光图像显示在处理5小时内BHK-21细胞核和细胞质内的SAM表达。在一个单独的实验中,我们观察到SAM表达与结合的NAD(P)H群体的平均荧光寿命之间的强相关性。这项工作证明了多模态光学成像技术评估SAM-LNP的细胞摄取以及疫苗表达后细胞微环境中发生的后续变化的能力和意义。
    The COVID-19 pandemic triggered the resurgence of synthetic RNA vaccine platforms allowing rapid, scalable, low-cost manufacturing, and safe administration of therapeutic vaccines. Self-amplifying mRNA (SAM), which self-replicates upon delivery into the cellular cytoplasm, leads to a strong and sustained immune response. Such mRNAs are encapsulated within lipid nanoparticles (LNPs) that act as a vehicle for delivery to the cell cytoplasm. A better understanding of LNP-mediated SAM uptake and release mechanisms in different types of cells is critical for designing effective vaccines. Here, we investigated the cellular uptake of a SAM-LNP formulation and subsequent intracellular expression of SAM in baby hamster kidney (BHK-21) cells using hyperspectral coherent anti-Stokes Raman scattering (HS-CARS) microscopy and multiphoton-excited fluorescence lifetime imaging microscopy (FLIM). Cell classification pipelines based on HS-CARS and FLIM features were developed to obtain insights on spectral and metabolic changes associated with SAM-LNPs uptake. We observed elevated lipid intensities with the HS-CARS modality in cells treated with LNPs versus PBS-treated cells, and simultaneous fluorescence images revealed SAM expression inside BHK-21 cell nuclei and cytoplasm within 5 h of treatment. In a separate experiment, we observed a strong correlation between the SAM expression and mean fluorescence lifetime of the bound NAD(P)H population. This work demonstrates the ability and significance of multimodal optical imaging techniques to assess the cellular uptake of SAM-LNPs and the subsequent changes occurring in the cellular microenvironment following the vaccine expression.
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  • 文章类型: Journal Article
    已发现室外空气污染对健康有重大不利影响。当作者试图监测骑自行车者或电动踏板车使用者在不同地点上下班时呼吸的空气质量,以进行健康和安全分析,研究发现,内燃机(ICE)汽车的存在对污染水平和监测过程有显著影响。为了全面研究汽车和交通对骑车人和电动踏板车用户体验到的空气质量的影响,需要一个低成本和可靠的系统来检测装有柴油或汽油发动机的汽车的接近程度。摄像机可用于视觉检测车辆,但在现代,随着许多电动和混合动力汽车的存在,需要降低仪表成本,有必要从发动机和轮胎的综合声音中确定电动踏板车和自行车使用者附近的车辆通过。为了解决这个问题,这项研究提出了一种在汽车通过过程中使用内燃机声波和轮胎声音的新方法,结合人工智能技术(神经网络),从骑自行车的人和电动踏板车用户检测汽车的接近程度。使用Go-Pro摄像机收集视听数据,以便将数据与GPS位置和污染水平相结合。制作了地理数据地图,以显示骑自行车的人在道路上或附近遇到的汽车密度。这种方法将使空气质量监测研究能够检测ICE汽车的存在,以便将来与测得的污染水平相关。所提出的方法允许:•从声波中自动选择敏感特征以检测车辆。•低成本硬件,独立于可以与其他空气质量和GPS传感器集成的方向。•传感器融合和神经网络的成功应用。
    Outdoor air pollution has been found to have a significant adverse effect on health. When the authors attempted to monitor air quality that cyclists or e-scooter users\' breath during commuting in different locations for health and safety analysis, it was found that the existence of internal combustion engine (ICE) cars has a significant effect on the pollution levels and the monitoring process. To comprehensively study the effect of cars and traffic on air quality that cyclists and e-scooters users experience, a low-cost and reliable system was needed to detect the proximity of cars that have diesel or petrol engines. Video cameras can be used to visually detect vehicles, but in the modern age with the existence of many electric and hybrid vehicles and the need to reduce the cost of instrumentation, there was a need to determine the passing of vehicles near e-scooter and bike users from the combined engine and tires sounds. To address this issue, this study suggests a novel approach of using sound waves of internal combustion engines and tire sounds during the passing of cars, combined with AI techniques (neural networks), to detect the proximity of cars from cyclists and e-scooter users. Audio-visual data was collected using Go-Pro cameras in order to combine the data with GPS location and pollution levels. Geographical data maps were produced to demonstrate the density of cars that cyclists encounter when on or near the road. This method will enable air quality monitoring research to detect the existence of ICE cars for future correlation with measured pollution levels. The proposed method allows for:•The automated selection of sensitive features from sound waves to detect vehicles.•Low-cost hardware which is independent of orientation that can be integrated with other air quality and GPS sensors.•The successful application of sensor fusion and neural networks.
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  • 文章类型: Case Reports
    BACKGROUND: Although people are familiar with loud automobiles, equipped with modified mufflers to increase the volume, it is unclear who is most attracted to these vehicles.
    METHODS: A sample of 529 (52% men) undergraduate business students were surveyed and were asked if they viewed their car as an extension of themselves, how much they thought loud cars were \"cool\", and if they would make their car louder with muffler modifications. Cronbach\'s α of the three car items was .76; therefore an aggregate was generated. Also a self-report measure of the dark tetrad was completed.
    RESULTS: Using linear regression, the car aggregate was predicted by being a man and having higher scores on psychopathy and sadism, with the model accounting for approximately 29% of the variance.
    CONCLUSIONS: As car modifications are illegal in some countries, these findings may be of interest to those heading campaigns to halt these activities.
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  • 文章类型: Journal Article
    成纤维细胞是基质中最常见的细胞类型之一,负责在真皮中创建和维持细胞外基质(ECM)的结构组织。皮肤再生,和一系列的免疫反应。直到现在,成纤维细胞在不同环境中的适应和功能过程尚未完全了解。现代激光显微镜能够在体外和离体研究成纤维细胞。单光子和双光子激发荧光显微镜,拉曼光谱/显微光谱学是用于体外和离体成纤维细胞成像的非常适合的非侵入性光学方法。体内无染色成纤维细胞成像仍未实现。纹身皮肤中的成纤维细胞成像是例外。尽管尚未对皮肤中的成纤维细胞进行体内非侵入性无染色成像,这是未来的预期。这篇综述总结了使用光学方法进行成纤维细胞可视化的最新技术,并讨论了其优点,局限性,以及未来非侵入性成像的前景。本文受版权保护。保留所有权利。
    Fibroblasts are among the most common cell types in the stroma responsible for creating and maintaining the structural organization of the extracellular matrix in the dermis, skin regeneration, and a range of immune responses. Until now, the processes of fibroblast adaptation and functioning in a varying environment have not been fully understood. Modern laser microscopes are capable of studying fibroblasts in vitro and ex vivo. One-photon- and two-photon-excited fluorescence microscopy, Raman spectroscopy/microspectroscopy are well-suited noninvasive optical methods for fibroblast imaging in vitro and ex vivo. In vivo staining-free fibroblast imaging is not still implemented. The exception is fibroblast imaging in tattooed skin. Although in vivo noninvasive staining-free imaging of fibroblasts in the skin has not yet been implemented, it is expected in the future. This review summarizes the state-of-the-art in fibroblast visualization using optical methods and discusses the advantages, limitations, and prospects for future noninvasive imaging.
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  • 文章类型: Journal Article
    这篇综述介绍了过去几十年来关节软骨成像的变化。它强调,期望不再是成像关节软骨的结构和相关功能,而是,相反,设计产生非侵入性的方法,功能-用定量信息描绘图像,对早期检测有用,疾病的临床前阶段,如原发性或创伤后骨关节炎(OA/PTOA)。在这种情况下,本综述总结了(一)关节软骨作为分子成像靶点的结构和功能,(b)用于非侵入性评估关节软骨组成的定量MRI,微观结构,和功能与医学诊断成像的当前状态,(c),非破坏性成像方法,(c)非破坏性定量关节软骨活体成像方法,(D)退化的人工智能(AI)分类和OA进展的预测,(e)我们对这一领域的贡献,这是一个AI支持的,用于早期疾病检测的无损定量光学活检,可对数字组织结构指纹进行操作。总的来说,本综述显示,关节软骨成像在使用软骨成像的目的和期望方面发生了深刻的变化;该图像正在成为具有非侵入性定量功能信息的AI可用生物标志物.这可能有助于我们无法实现的转化诊断应用和预防性或早期治疗性干预措施的发展。
    This review presents the changes that the imaging of articular cartilage has undergone throughout the last decades. It highlights that the expectation is no longer to image the structure and associated functions of articular cartilage but, instead, to devise methods for generating non-invasive, function-depicting images with quantitative information that is useful for detecting the early, pre-clinical stage of diseases such as primary or post-traumatic osteoarthritis (OA/PTOA). In this context, this review summarizes (a) the structure and function of articular cartilage as a molecular imaging target, (b) quantitative MRI for non-invasive assessment of articular cartilage composition, microstructure, and function with the current state of medical diagnostic imaging, (c), non-destructive imaging methods, (c) non-destructive quantitative articular cartilage live-imaging methods, (d) artificial intelligence (AI) classification of degeneration and prediction of OA progression, and (e) our contribution to this field, which is an AI-supported, non-destructive quantitative optical biopsy for early disease detection that operates on a digital tissue architectural fingerprint. Collectively, this review shows that articular cartilage imaging has undergone profound changes in the purpose and expectations for which cartilage imaging is used; the image is becoming an AI-usable biomarker with non-invasive quantitative functional information. This may aid in the development of translational diagnostic applications and preventive or early therapeutic interventions that are yet beyond our reach.
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  • 文章类型: Journal Article
    传统的获取土壤重金属含量的方法是昂贵的,低效,监测范围有限。为了满足土壤环境质量评价和健康状况评价的需要,可见近红外光谱和XRF光谱监测土壤重金属含量备受关注,因为他们的快速,非破坏性的,经济,和环保功能。单独使用这两种光谱都不能满足传统测量的精度要求,两种光谱的协同使用可以进一步提高土壤重金属铅含量监测的准确性。因此,本研究将各种光谱变换和预处理应用于Vis-NIR和XRF光谱;使用鲸鱼优化算法(WOA)和竞争自适应重加权采样(CARS)算法识别特征光谱;设计了基于多层光谱数据融合的组合变量模型(CVM),改进了光谱预处理和光谱特征筛选过程,提高了光谱融合效率;利用偏最小二乘回归(PLSR)建立了土壤Pb浓度定量模型。三种频谱融合策略的估计性能,CVM,外积分析(OPA),和格兰杰-拉马纳森平均(GRA),进行了讨论。结果表明,CARS算法在融合谱估计模型中的精度和效率均优于WOA算法,平均决定系数(R2)值为0.9226,平均均方根误差(RMSE)为0.1984。建立的估计模型的准确性,根据不同的光谱类型,预测土壤中铅的含量排序如下:CVM模型>XRF光谱模型>vis-NIR光谱模型。在CVM融合策略中,基于CARS和PLSR(CARS_D1+D2)的估计模型表现最好,R2和RMSE值分别为0.9546和0.2035。在三种光谱融合策略中,CVM的准确度最高,OPA的错误最小,GRA表现出更平衡的表现。本研究为基于多源光谱融合的现场快速估算Pb含量提供了技术手段,实时,利用高光谱遥感影像对土壤重金属污染进行大规模定量监测。
    Traditional methods for obtaining soil heavy metal content are expensive, inefficient, and limited in monitoring range. In order to meet the needs of soil environmental quality evaluation and health status assessment, visible near-infrared spectroscopy and XRF spectroscopy for monitoring heavy metal content in soil have attracted much attention, because of their rapid, nondestructive, economical, and environmentally friendly features. The use of either of these spectra alone cannot meet the accuracy requirements of traditional measurements, while the synergistic use of the two spectra can further improve the accuracy of monitoring heavy metal lead content in soil. Therefore, this study applied various spectral transformations and preprocessing to vis-NIR and XRF spectra; used the whale optimization algorithm (WOA) and competitive adaptive re-weighted sampling (CARS) algorithms to identify feature spectra; designed a combination variable model (CVM) based on multi-layer spectral data fusion, which improved the spectral preprocessing and spectral feature screening process to increase the efficiency of spectral fusion; and established a quantitative model for soil Pb concentration using partial least squares regression (PLSR). The estimation performance of three spectral fusion strategies, CVM, outer-product analysis (OPA), and Granger-Ramanathan averaging (GRA), was discussed. The results showed that the accuracy and efficiency of the CARS algorithm in the fused spectra estimation model were superior to those of the WOA algorithm, with an average coefficient of determination (R2) value of 0.9226 and an average root mean square error (RMSE) of 0.1984. The accuracy of the estimation models established, based on the different spectral types, to predict the Pb content of the soil was ranked as follows: the CVM model > the XRF spectral model > the vis-NIR spectral model. Within the CVM fusion strategy, the estimation model based on CARS and PLSR (CARS_D1+D2) performed the best, with R2 and RMSE values of 0.9546 and 0.2035, respectively. Among the three spectral fusion strategies, CVM had the highest accuracy, OPA had the smallest errors, and GRA showed a more balanced performance. This study provides technical means for on-site rapid estimation of Pb content based on multi-source spectral fusion and lays the foundation for subsequent research on dynamic, real-time, and large-scale quantitative monitoring of soil heavy metal pollution using high-spectral remote sensing images.
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