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基于SENet-MultiHead-BiTCN的轴承故障诊断方法
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作者 崔吉强 高军伟 吴文凯 《噪声与振动控制》 北大核心 2025年第6期190-195,227,共7页
针对电动机滚动轴承故障诊断需要提取大量特征,且单方向特征提取不充分导致故障识别准确率低的问题,提出一种双注意力机制和双向时间卷积网络的轴承故障诊断模型。首先,对振动信号进行预处理;然后,将处理好的信号输入压缩激励网络选取... 针对电动机滚动轴承故障诊断需要提取大量特征,且单方向特征提取不充分导致故障识别准确率低的问题,提出一种双注意力机制和双向时间卷积网络的轴承故障诊断模型。首先,对振动信号进行预处理;然后,将处理好的信号输入压缩激励网络选取对故障诊断有效的特征,减小模型运算量;再将选取的特征输入双向时间卷积网络从正反两个方向提取振动信号在时间序列上的依赖关系;再使用多头注意力机制对提取出的特征重新分配权重;最后,将特征送入全连接层进行故障分类,并使用江南大学轴承故障数据集验证该方法的有效性。实验结果表明,基于SENetMultiHead-BiTCN的轴承故障诊断方法在数据集上的准确率为99.49%,满足故障诊断的要求,为轴承故障诊断提供一种新方法。 展开更多
关键词 故障诊断 轴承 BiTCN 多头注意力机制 SENet
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基于Multi-Head Attention机制优化的Bi-LSTM模型河道汇流模拟
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作者 程帅 张娟 +2 位作者 李晓琳 杨默远 沈建明 《水文》 北大核心 2025年第2期80-87,共8页
为有效提取河道径流时间序列信息特征,提高河道汇流过程模拟预测的非线性拟合能力,构建一种融合双向长短期记忆网络(Bi-LSTM)、多头注意力机制(Multi-Head Attention)、前馈神经网络(FFNN)的河道汇流预测模型(MABLFN)。为验证MABLFN模... 为有效提取河道径流时间序列信息特征,提高河道汇流过程模拟预测的非线性拟合能力,构建一种融合双向长短期记忆网络(Bi-LSTM)、多头注意力机制(Multi-Head Attention)、前馈神经网络(FFNN)的河道汇流预测模型(MABLFN)。为验证MABLFN模型有效性,以永定河山峡段典型站点实测数据开展实例验证,并将预测结果与单一的LSTM、Bi-LSTM模型和具有物理机制的MIKE11模型预测结果进行对比分析,评估模型不同预报时长径流过程预测性能。结果表明:MABLFN模型能够较好地预测河道径流,MABLFN模型相比于LSTM模型、Bi-LSTM模型和MIKE11模型的RMSE降低了1%~52%,NSE提高了8%~9%;在计算效率方面MABLFN模型相比于LSTM模型、Bi-LSTM模型计算耗时由0.26 s增加至1.2 s,相比于MIKE11模型(360 s)计算耗时明显降低。 展开更多
关键词 河道汇流演算 双向长短期记忆网络 多头注意力机制 深度学习
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Coupling Multi-Source Satellite Remote Sensing and Meteorological Data to Discriminate Yellow Rust and Fusarium Head Blight in Winter Wheat 被引量:1
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作者 Qi Sheng Huiqin Ma +4 位作者 Jingcheng Zhang Zhiqin Gui Wenjiang Huang Dongmei Chen Bo Wang 《Phyton-International Journal of Experimental Botany》 2025年第2期421-440,共20页
Yellow rust(Puccinia striiformis f.sp.Tritici,YR)and fusarium head blight(Fusarium graminearum,FHB)are the two main diseases affecting wheat in the main grain-producing areas of East China,which is common for the two ... Yellow rust(Puccinia striiformis f.sp.Tritici,YR)and fusarium head blight(Fusarium graminearum,FHB)are the two main diseases affecting wheat in the main grain-producing areas of East China,which is common for the two diseases to appear simultaneously in some main production areas.It is necessary to discriminate wheat YR and FHB at the regional scale to accurately locate the disease in space,conduct detailed disease severity monitoring,and scientific control.Four images on different dates were acquired from Sentinel-2,Landsat-8,and Gaofen-1 during the critical period of winter wheat,and 22 remote sensing features that characterize the wheat growth status were then calculated.Meanwhile,6 meteorological parameters that reflect the wheat phenological information were also obtained by combining the site meteorological data and spatial interpolation technology.Then,the principal components(PCs)of comprehensive remote sensing and meteorological features were extracted with principal component analysis(PCA).The PCs-based discrimination models were established to map YR and FHB damage using the random forest(RF)and backpropagation neural network(BPNN).The models’performance was verified based on the disease field truth data(57 plots during the filling period)and 5-fold cross-validation.The results revealed that the PCs obtained after PCA dimensionality reduction outperformed the initial features(IFs)from remote sensing and meteorology in discriminating between the two diseases.Compared to the IFs,the average area under the curve for both micro-average and macro-average ROC curves increased by 0.07 in the PCs-based RF models and increased by 0.16 and 0.13,respectively,in the PCs-based BPNN models.Notably,the PCs-based BPNN discrimination model emerged as the most effective,achieving an overall accuracy of 83.9%.Our proposed discrimination model for wheat YR and FHB,coupled with multi-source remote sensing images and meteorological data,overcomes the limitations of a single-sensor and single-phase remote sensing information in multiple stress discrimination in cloudy and rainy areas.It performs well in revealing the damage spatial distribution of the two diseases at a regional scale,providing a basis for detailed disease severity monitoring,and scientific prevention and control. 展开更多
关键词 Winter wheat yellow rust(YR) fusarium head blight(FHB) DISCRIMINATION remote sensing and meteorology
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Face-Pedestrian Joint Feature Modeling with Cross-Category Dynamic Matching for Occlusion-Robust Multi-Object Tracking
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作者 Qin Hu Hongshan Kong 《Computers, Materials & Continua》 2026年第1期870-900,共31页
To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework ba... To address the issues of frequent identity switches(IDs)and degraded identification accuracy in multi object tracking(MOT)under complex occlusion scenarios,this study proposes an occlusion-robust tracking framework based on face-pedestrian joint feature modeling.By constructing a joint tracking model centered on“intra-class independent tracking+cross-category dynamic binding”,designing a multi-modal matching metric with spatio-temporal and appearance constraints,and innovatively introducing a cross-category feature mutual verification mechanism and a dual matching strategy,this work effectively resolves performance degradation in traditional single-category tracking methods caused by short-term occlusion,cross-camera tracking,and crowded environments.Experiments on the Chokepoint_Face_Pedestrian_Track test set demonstrate that in complex scenes,the proposed method improves Face-Pedestrian Matching F1 area under the curve(F1 AUC)by approximately 4 to 43 percentage points compared to several traditional methods.The joint tracking model achieves overall performance metrics of IDF1:85.1825%and MOTA:86.5956%,representing improvements of 0.91 and 0.06 percentage points,respectively,over the baseline model.Ablation studies confirm the effectiveness of key modules such as the Intersection over Area(IoA)/Intersection over Union(IoU)joint metric and dynamic threshold adjustment,validating the significant role of the cross-category identity matching mechanism in enhancing tracking stability.Our_model shows a 16.7%frame per second(FPS)drop vs.fairness of detection and re-identification in multiple object tracking(FairMOT),with its cross-category binding module adding aboute 10%overhead,yet maintains near-real-time performance for essential face-pedestrian tracking at small resolutions. 展开更多
关键词 Cross-category dynamic binding joint feature modeling face-pedestrian association multi object tracking occlusion robustness
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AI-driven integration of multi-omics and multimodal data for precision medicine
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作者 Heng-Rui Liu 《Medical Data Mining》 2026年第1期1-2,共2页
High-throughput transcriptomics has evolved from bulk RNA-seq to single-cell and spatial profiling,yet its clinical translation still depends on effective integration across diverse omics and data modalities.Emerging ... High-throughput transcriptomics has evolved from bulk RNA-seq to single-cell and spatial profiling,yet its clinical translation still depends on effective integration across diverse omics and data modalities.Emerging foundation models and multimodal learning frameworks are enabling scalable and transferable representations of cellular states,while advances in interpretability and real-world data integration are bridging the gap between discovery and clinical application.This paper outlines a concise roadmap for AI-driven,transcriptome-centered multi-omics integration in precision medicine(Figure 1). 展开更多
关键词 high throughput transcriptomics multi omics single cell multimodal learning frameworks foundation models omics data modalitiesemerging ai driven precision medicine
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Intelligent integration and advancement of multi-organ-on-a-chip
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作者 Chen-Xi Song Lu Huang 《Biomedical Engineering Communications》 2026年第1期1-3,共3页
Multi-organ-on-a-chip(MOOC)technology represents a pivotal direction in the organ-on-a-chip field,seeking to emulate the complex interactions of multiple human organs in vitro through microfluidic systems.This technol... Multi-organ-on-a-chip(MOOC)technology represents a pivotal direction in the organ-on-a-chip field,seeking to emulate the complex interactions of multiple human organs in vitro through microfluidic systems.This technology overcomes the limitations of traditional single-organ models,providing a novel platform for investigating complex disease mechanisms and evaluating drug efficacy and toxicity.Although it demonstrates broad application prospects,its development still faces critical bottlenecks,including inadequate physiological coupling between organs,short functional maintenance durations,and limited real-time monitoring capabilities.Contemporary research is advancing along three key directions,including functional coupling,sensor integration,and full-process automation systems,to propel the technology toward enhanced levels of physiological relevance and predictive accuracy. 展开更多
关键词 investigating complex disease mechanisms emulate complex interactions multiple human organs vitro sensor integration intelligent integration predictive accuracy physiological coupling multi organ chip microfluidic systemsthis
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基于Multi-head Attention和Bi-LSTM的实体关系分类 被引量:12
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作者 刘峰 高赛 +1 位作者 于碧辉 郭放达 《计算机系统应用》 2019年第6期118-124,共7页
关系分类是自然语言处理领域的一项重要任务,能够为知识图谱的构建、问答系统和信息检索等提供技术支持.与传统关系分类方法相比较,基于神经网络和注意力机制的关系分类模型在各种关系分类任务中都获得了更出色的表现.以往的模型大多采... 关系分类是自然语言处理领域的一项重要任务,能够为知识图谱的构建、问答系统和信息检索等提供技术支持.与传统关系分类方法相比较,基于神经网络和注意力机制的关系分类模型在各种关系分类任务中都获得了更出色的表现.以往的模型大多采用单层注意力机制,特征表达相对单一.因此本文在已有研究基础上,引入多头注意力机制(Multi-head attention),旨在让模型从不同表示空间上获取关于句子更多层面的信息,提高模型的特征表达能力.同时在现有的词向量和位置向量作为网络输入的基础上,进一步引入依存句法特征和相对核心谓词依赖特征,其中依存句法特征包括当前词的依存关系值和所依赖的父节点位置,从而使模型进一步获取更多的文本句法信息.在SemEval-2010 任务8 数据集上的实验结果证明,该方法相较之前的深度学习模型,性能有进一步提高. 展开更多
关键词 关系分类 Bi-LSTM 句法特征 self-attention multi-head ATTENTION
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Fatal complications in a patient with severe multi-space infections in the oral and maxillofacial head and neck regions: A case report 被引量:18
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作者 Tian-Guo Dai Hong-Bing Ran +3 位作者 Yin-Xiu Qiu Bo Xu Jin-Qiang Cheng Ying-Kai Liu 《World Journal of Clinical Cases》 SCIE 2019年第23期4150-4156,共7页
BACKGROUND Odontogenic infection is one of the common infectious diseases in oral and maxillofacial head and neck regions.Clinically,if early odontogenic infections such as acute periapical periodontitis,alveolar absc... BACKGROUND Odontogenic infection is one of the common infectious diseases in oral and maxillofacial head and neck regions.Clinically,if early odontogenic infections such as acute periapical periodontitis,alveolar abscess,and pericoronitis of wisdom teeth are not treated timely,effectively and correctly,the infected tissue may spread up to the skull and brain,down to the thoracic cavity,abdominal cavity and other areas through the natural potential fascial space in the oral and maxillofacial head and neck.Severe multi-space infections are formed and can eventually lead to life-threatening complications(LTCs),such as intracranial infection,pleural effusion,empyema,sepsis and even death.CASE SUMMARY We report a rare case of death in a 41-year-old man with severe odontogenic multi-space infections in the oral and maxillofacial head and neck regions.One week before admission,due to pain in the right lower posterior teeth,the patient placed a cigarette butt dipped in the pesticide"Miehailin"into the"dental cavity"to relieve the pain.Within a week,the infection gradually spread bilaterally to the floor of the mouth,submandibular space,neck,chest,waist,back,temporal and other areas.The patient had difficulty breathing,swallowing and eating,and was transferred to our hospital as an emergency admission.Following admission,oral and maxillofacial surgeons immediately organized consultations with doctors in otolaryngology,thoracic surgery,general surgery,hematology,anesthesia and the intensive care unit to assist with treatment.The patient was treated with the highest level of antibiotics(vancomycin)and extensive abscess incision and drainage in the oral,maxillofacial,head and neck,chest and back regions.Unfortunately,the patient died of septic shock and multiple organ failure on the third day after admission.CONCLUSION Odontogenic infection can cause serious multi-space infections in the oral and maxillofacial head and neck regions,which can result in multiple LTCs.The management and treatment of LTCs such as multi-space infections should be multidisciplinary led by oral and maxillofacial surgeons. 展开更多
关键词 ODONTOGENIC infection multi-space INFECTIONS COMPLICATION Oral MAXILLOFACIAL head and NECK Case report
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Spermiogram and sperm head morphometry assessed by multivariate cluster analysis results during adolescence (12-18 years) and the effect of varicocele 被引量:5
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作者 Fernando Vasquez Caries Soler +2 位作者 Patricia Camps Anthony Valverde Almudena Garcia-Molina 《Asian Journal of Andrology》 SCIE CAS CSCD 2016年第6期824-830,共7页
This work evaluates sperm head morphometric characteristics in adolescents from 12 to 18 years of age, and the effect of varicocele. Volunteers between 150 and 224 months of age (mean 191, n = 87), who had reached o... This work evaluates sperm head morphometric characteristics in adolescents from 12 to 18 years of age, and the effect of varicocele. Volunteers between 150 and 224 months of age (mean 191, n = 87), who had reached oigarche by 12 years old, were recruited in the area of Barranquilla, Colombia. Morphometric analysis of sperm heads was performed with principal component (PC) and discriminant analysis, Combining seminal fluid and sperm parameters provided five PCs: two related to sperm morphometry, one to sperm motility, and two to seminal fluid components. Discriminant analysis on the morphometric results of varicocele and nonvaricocele groups did not provide a useful classification matrix. Of the semen-related PCs, the most explanatory (40%) was related to sperm motility. Two PCs, including sperm head elongation and size, were sufficient to evaluate sperm morphometric characteristics. Most of the morphometric variables were correlated with age, with an increase in size and decrease in the elongation of the sperm head. For head size, the entire sperm population could be divided into two morphometric subpopulations, SP1 and SP2, which did not change during adolescence. In general, for varicocele individuals, SP1 had larger and more elongated sperm heads than SP2, which had smaller and more elongated heads than in nonvaricocele men. In summary, sperm head morphometry assessed by CASA-Morph and multivariate cluster analysis provides a better comprehension of the ejaculate structure and possibly sperm function. Morphometric analysis provides much more information than data obtained from conventional semen analysis. 展开更多
关键词 ADOLESCENCE CASA-Morph system seminal quality sperm head morphometry spermiogram SUBPOPULATION
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Multi-objective optimization of stamping forming process of head using Pareto-based genetic algorithm 被引量:10
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作者 周杰 卓芳 +1 位作者 黄磊 罗艳 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第9期3287-3295,共9页
To obtain the optimal process parameters of stamping forming, finite element analysis and optimization technique were integrated via transforming multi-objective issue into a single-objective issue. A Pareto-based gen... To obtain the optimal process parameters of stamping forming, finite element analysis and optimization technique were integrated via transforming multi-objective issue into a single-objective issue. A Pareto-based genetic algorithm was applied to optimizing the head stamping forming process. In the proposed optimal model, fracture, wrinkle and thickness varying are a function of several factors, such as fillet radius, draw-bead position, blank size and blank-holding force. Hence, it is necessary to investigate the relationship between the objective functions and the variables in order to make objective functions varying minimized simultaneously. Firstly, the central composite experimental(CCD) with four factors and five levels was applied, and the experimental data based on the central composite experimental were acquired. Then, the response surface model(RSM) was set up and the results of the analysis of variance(ANOVA) show that it is reliable to predict the fracture, wrinkle and thickness varying functions by the response surface model. Finally, a Pareto-based genetic algorithm was used to find out a set of Pareto front, which makes fracture, wrinkle and thickness varying minimized integrally. A head stamping case indicates that the present method has higher precision and practicability compared with the "trial and error" procedure. 展开更多
关键词 stamping forming headS finite element analysis central composite experimental design response surface methodology multi-objective genetic algorithm
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First-line cisplatin,docetaxel,and cetuximab for patients with recurrent or metastatic head and neck cancer:A multicenter cohort study 被引量:2
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作者 Agustin Falco Mariano Leiva +10 位作者 Albano Blanco Guido Cefarelli Andres Rodriguez Juan Melo Federico Cayol Manglio Miguel Rizzo Alejandro Sola Hernan Rodriguez Montani Matias Chacon Diego Enrico Federico Waisberg 《World Journal of Clinical Oncology》 CAS 2022年第2期147-158,共12页
BACKGROUND The targeted therapy cetuximab[directed at the epidermal growth factor receptor(EGFR)]in combination with 5-fluorouracil and platinum-based chemotherapy(the EXTREME regimen)has shown substantial efficacy fo... BACKGROUND The targeted therapy cetuximab[directed at the epidermal growth factor receptor(EGFR)]in combination with 5-fluorouracil and platinum-based chemotherapy(the EXTREME regimen)has shown substantial efficacy for patients with recurrent or metastatic squamous cell carcinoma of the head and neck(R/M SCCHN).Thus,this scheme has been established as the preferred first-line option for these patients.However,more recently,a new strategy combining platinum,taxanes,and cetuximab(the TPEx regimen)has demonstrated similar efficacy with a more favorable toxicity profile in clinical trials.AIM To evaluate the safety and efficacy of the TPEx scheme as first-line therapy in advanced SCCHN in a multicenter cohort study.METHODS This retrospective multicenter cohort study included patients with histologically confirmed recurrent or metastatic SCCHN treated with first-line TPEx at five medical centers in Argentina between January 1,2017 and April 31,2020.Chemotherapy consisted of four cycles of docetaxel,cisplatin,and cetuximab followed by cetuximab maintenance therapy.Clinical outcomes and toxicity profiles were collected from medical charts.Treatment response was assessed by the investigator in accordance with Response Evaluation Criteria in Solid Tumors(version 1.1).Adverse events were graded according to the National Cancer Institute Common Terminology Criteria for Adverse Events(version 4.0).RESULTS Twenty-four patients were included.The median age at diagnosis was 58 years(range:36-77 years).The majority of patients(83.3%)received at least four chemotherapy cycles in the initial phase.In the included group,the overall response rate was 62.5%,and 3 patients achieved a complete response(12.5%).The median time to response was 2.4 mo[95% confidence interval(CI):1.3-3.5].With a median follow-up of 12.7 mo(95%CI:8.8-16.6),the median progression-free survival(PFS)was 6.9 mo(95%CI:6.5-7.3),and the overall survival rate at 12 mo was 82.4%.Patients with documented tumor response showed a better PFS than those with disease stabilization or progression[8.5 mo(95%CI:5.5-11.5)and 4.5 mo(95%CI:2.5-6.6),respectively;P=0.042].Regarding the safety analysis,two-thirds of patients reported at least one treatment-related adverse event,and 25% presented grade 3 toxicities.Of note,no patient experienced grade 4 adverse events.CONCLUSION TPEx was an adequately tolerated regimen in our population,with low incidence of grade 3-4 adverse events.The median PFS were consistent with those in recent reports of clinical trials evaluating this treatment combination.This regimen may be considered an attractive therapeutic strategy due to its simplified administration,decreased total number of chemotherapy cycles,and treatment tolerability. 展开更多
关键词 Recurrent and/or metastatic head and neck cancer TPEx schema CETUXIMAB DOCETAXEL CISPLATIN FIRST-LINE
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Fibroblast activation protein (FAP) as a prognostic biomarker in multiple tumors and its therapeutic potential in head and neck squamous cell carcinoma 被引量:1
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作者 RUIFANG LI XINRONG NAN +1 位作者 MING LI OMAR RAHHAL 《Oncology Research》 SCIE 2024年第8期1323-1334,共12页
Background:Fibroblast activation protein(FAP),a cell surface serine protease,plays roles in tumor invasion and immune regulation.However,there is currently no pan-cancer analysis of FAP.Objective:We aimed to assess th... Background:Fibroblast activation protein(FAP),a cell surface serine protease,plays roles in tumor invasion and immune regulation.However,there is currently no pan-cancer analysis of FAP.Objective:We aimed to assess the pan-cancer expression profile of FAP,its molecular function,and its potential role in head and neck squamous cell carcinoma(HNSC).Methods:We analyzed gene expression,survival status,immune infiltration,and molecular functional pathways of FAP in The Cancer Genome Atlas(TCGA)and Genotype Tissue Expression(GTEx)tumors.Furthermore,to elucidate the role of FAP in HNSC,we performed proliferation,migration,and invasion assays post-FAP overexpression or knock-down.Results:FAP expression was elevated in nine tumor types and was associated with poor survival in eight of them.In the context of immune infiltration,FAP expression negatively correlated with CD8+T-cell infiltration infive tumor types and positively with regulatory T-cell infiltration in four tumor types.Our enrichment analysis highlighted FAP’s involvement in the PI3K-Akt signaling pathway.In HNSC cells,FAP overexpression activated the PI3K-Akt pathway,promoting tumor proliferation,migration,and invasion.Conversely,FAP knockdown showed inhibitory effects.Conclusion:Our study unveils the association of FAP with poor tumor prognosis across multiple cancers and highlights its potential as a therapeutic target in HNSC. 展开更多
关键词 FAP head and neck squamous cell carcinoma CANCER PROGNOSIS Tumor microenvironment Molecular function
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Multimodality functional imaging using DW-MRI and 18F-FDG-PET/CT during radiation therapy for human papillomavirus negative head and neck squamous cell carcinoma:Meixoeiro Hospital of Vigo Experience 被引量:2
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作者 David Aramburu Núnez Antonio Lopez Medina +8 位作者 Moisés Mera Iglesias Francisco Salvador Gomez Abhay Dave Vaios Hatzoglou Ramesh Paudyal Alfonso Calzado Joseph O Deasy Amita Shukla-Dave Victor M Munoz 《World Journal of Radiology》 CAS 2017年第1期17-26,共10页
AIMTo noninvasively investigate tumor cellularity measured using diffusion-weighted magnetic resonance imaging(DW-MRI)and glucose metabolism measured by<sup>18</sup>F-labeled fluorodeoxyglucose positron em... AIMTo noninvasively investigate tumor cellularity measured using diffusion-weighted magnetic resonance imaging(DW-MRI)and glucose metabolism measured by<sup>18</sup>F-labeled fluorodeoxyglucose positron emission tomography/computed tomography(<sup>18</sup>F-FDG-PET/CT)during radiation therapy(RT)for human papillomavirus negative(HPV-)head and neck squamous cell carcinoma(HNSCC).METHODSIn this prospective study,6 HPV-HNSCC patients underwent a total of 34 multimodality imaging examinations DW-MRI at 1.5 T Philips MRI scanner[(n=24)pre-,during-(2-3 wk),and post-treatment(Tx),and<sup>18</sup>F-FDG PET/CT pre-and post-Tx(n=10)].All patients received RT.Monoexponential modeling of the DW-MRI data yielded the imaging metric apparent diffusion coefficient(ADC)and the mean of standardized uptake value(SUV)was measured from<sup>18</sup>F-FDG PET uptake.All patients had a clinical follow-up as the standard of care and survival status was documented at 1 year.RESULTSThere was a strong negative correlation between the mean of pretreatment ADC(ρ=-0.67,P=0.01)and the pretreatment<sup>18</sup>F-FDG PET SUV.The percentage(%)change in delta(∆)ADC for primary tumors and neck nodal metastases between pre-and Wk<sub>2-3</sub>Tx were as follows:75.4%and 61.6%,respectively,for the patient with no evidence of disease,27.5%and 32.7%,respectively,for those patients who were alive with disease,and 26.9%and 7.31%,respectively,for those who were dead with disease.CONCLUSIONThese results are preliminary in nature and are indicative,and not definitive,trends rendered by the imaging metrics due to the small sample size of HPV-HNSCC patients in a Meixoeiro Hospital of Vigo Experience. 展开更多
关键词 Diffusion-weighted magnetic resonance imaging Human papillomavirus negative head and neck squamous cell carcinoma 18F-labeled fluorodeoxyglucose positron emission tomography/computed tomography
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Competing Causes of Death in 138 Patients with Loco-Regionally Advanced Head and Neck Cancer Treated with Multi-Modality Treatment
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作者 D. Dequanter M. Shahla +2 位作者 C. Aubert Y. Deniz P. Lothaire 《Journal of Cancer Therapy》 2015年第5期423-427,共5页
Introduction: The goal of this study was to analyze the causes of death in patients with loco-regionally advanced squamous cell carcinoma (HNSCC) of the head and neck treated with multimodality treatment. Materiel: Th... Introduction: The goal of this study was to analyze the causes of death in patients with loco-regionally advanced squamous cell carcinoma (HNSCC) of the head and neck treated with multimodality treatment. Materiel: The mortality records of 138 advanced head and neck patients treated in our department with surgery and adjuvant (chemo) radiotherapy from 2007 to 2013 were collected and reviewed in this study.?Results: From May 2007 to January 2013, 138 patients were followed up with a median follow-up duration of 25 months. The 5-year overall survival (OS), disease-free survival (DFS) were 45%, and 56.1%, respectively. A total of 39 patients (28%) died during the follow-up period. Clearly, in this population, loco-regional relapse accounted for one of the most cause of death but acute and late or chronic treatment-associated causes leading to death occurred in almost 8% of the patients. Furthermore, the risk of death from head and neck squamous cell carcinoma (HNSCC) was greater in patients with hypopharynx cancer. Univariate analysis indicated that patients with N2b disease and above and vascular tumor embolism had a lower overall survival (p = 0.001 and p = 0.007 respectively). The multivariate analysis showed that N2b disease and above was an independent prognostic factor for poorer loco-regional control (p = 0.001). Conclusions: Patients with locally advanced head and neck cancer treated with surgery and adjuvant (chemo) radiotherapy are potentially curable but face significant risks of mortality from causes other than disease progression. 展开更多
关键词 Mortality in Treated head and NECK PATIENTS ADVANCED head and NECK Disease Surgical Resection (Chemo) Radiotherapy
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Strategies for multi-step-ahead available parking spaces forecasting based on wavelet transform 被引量:6
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作者 JI Yan-jie GAO Liang-peng +1 位作者 CHEN Xiao-shi GUO Wei-hong 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第6期1503-1512,共10页
A new methodology for multi-step-ahead forecasting was proposed herein which combined the wavelet transform(WT), artificial neural network(ANN) and forecasting strategies based on the changing characteristics of avail... A new methodology for multi-step-ahead forecasting was proposed herein which combined the wavelet transform(WT), artificial neural network(ANN) and forecasting strategies based on the changing characteristics of available parking spaces(APS). First, several APS time series were decomposed and reconstituted by the wavelet transform. Then, using an artificial neural network, the following five strategies for multi-step-ahead time series forecasting were used to forecast the reconstructed time series: recursive strategy, direct strategy, multi-input multi-output(MIMO) strategy, DIRMO strategy(a combination of the direct and MIMO strategies), and newly proposed recursive multi-input multi-output(RECMO) strategy which is a combination of the recursive and MIMO strategies. Finally, integrating the predicted results with the reconstructed time series produced the final forecasted available parking spaces. Three findings appear to be consistently supported by the experimental results. First, applying the wavelet transform to multi-step ahead available parking spaces forecasting can effectively improve the forecasting accuracy. Second, the forecasting resulted from the DIRMO and RECMO strategies is more accurate than that of the other strategies. Finally, the RECMO strategy requires less model training time than the DIRMO strategy and consumes the least amount of training time among five forecasting strategies. 展开更多
关键词 available PARKING SPACES multi-STEP Ahead time series forecasting wavelet transform forecasting STRATEGIES recursive multi-input multi-OUTPUT strategy
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Cancer of head and neck:a multidisciplinary approach
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作者 Bin Zhang 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2017年第3期171-171,共1页
The head and neck region encompasses structures from the base of the skull to the clavicles which include nasopharynx,oropharynx,hypopharynx,larynx and oral cavity.Tobacco,alcohol,and human papilloma virus(HPV)infecti... The head and neck region encompasses structures from the base of the skull to the clavicles which include nasopharynx,oropharynx,hypopharynx,larynx and oral cavity.Tobacco,alcohol,and human papilloma virus(HPV)infection are the three major risk factors for head and neck squamous cell carcinoma(HNSCC)in different countries. 展开更多
关键词 head Cancer of head and neck a multidisciplinary approach
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LOH-profiling by SNP-mapping in a case of multifocal head and neck cancer
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作者 Jens Pfeiffer Wolfgang Maier +2 位作者 Gerd J Ridder Karim Zaoui Ralf Birkenhger 《World Journal of Clinical Oncology》 CAS 2012年第2期24-28,共5页
AIM: To introduce an approach for the detection of putative genetic host factors that predispose patients to develop head and neck squamous cell carcinomas(HNSCC).METHODS: HNSCC most often result from the accumulation... AIM: To introduce an approach for the detection of putative genetic host factors that predispose patients to develop head and neck squamous cell carcinomas(HNSCC).METHODS: HNSCC most often result from the accumulation of somatic gene alterations found in tumor cells. A cancer-predisposing genetic background must be expected in individuals who develop multiple cancers, starting at an unexpectedly young age or with little carcinogen exposure. Genome-wide loss of heterozygosity(LOH) profiling by single nucleotide polymorphism microarray mapping was performed in a patient with a remarkable history of multifocal HNSCC.RESULTS: Regions of genomic deletions in germline DNA were identified on several chromosomes with a remarkable size between 1.6 Mb and 8.1 Mb(mega base-pair). No LOH was detected at the genomic location of the tumor suppressor gene P53.CONCLUSION: Specific patterns of germline DNA deletions may be responsible for susceptibility to HNSCC and should be further analyzed. 展开更多
关键词 GENOME-WIDE analysis head and neck CANCER Loss of HETEROZYGOSITY multiFOCAL CANCER Single NUCLEOTIDE polymorphism microarray SQUAMOUS cell carcinoma
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便携式拉曼光谱仪结合CGAN-Multi-CNN模型的矿物精确识别方法研究
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作者 向艳芳 石红 +1 位作者 张家臣 蔡耀仪 《分析测试学报》 北大核心 2025年第6期1075-1085,共11页
野外环境下天然未知矿物的快速识别受限于不同光谱设备分辨率差异、样本量不足导致的模型泛化能力弱以及高维复杂光谱特征的提取能力有限这三个难题。为了解决上述难题,该文设计并实现了一种多尺度卷积神经网络结合光谱样本生成的拉曼... 野外环境下天然未知矿物的快速识别受限于不同光谱设备分辨率差异、样本量不足导致的模型泛化能力弱以及高维复杂光谱特征的提取能力有限这三个难题。为了解决上述难题,该文设计并实现了一种多尺度卷积神经网络结合光谱样本生成的拉曼光谱分类模型,并联立便携式拉曼光谱仪实现了野外未知矿物的快速识别。首先,三次样条曲线拟合算法被用于实现不同设备所采集光谱的维数匹配,从而消除不同光谱设备之间采样分辨率的差异。其次,全球矿物光谱库包含1648类矿物的5668个光谱样本被送入生成对抗网络进行训练并产生15000个扩增样本,从而缓解了数据稀缺性对模型分类性能的制约。此外,一种新的多尺度深度卷积网络被用于同步提取拉曼光谱的宽峰与窄峰特征,从而增强复杂光谱的表征能力。实验中将所提出的模型与k-近邻(k-NN)、支持向量机(SVM)和随机森林(RF)等几类经典机器学习模型对未知矿物的识别性能进行对比。结果表明,所提出的多尺度卷积神经网络结合光谱样本生成的分类模型对未知矿物拉曼光谱的判别准确率远超其他传统机器学习模型,其top-1和top-3的准确率值分别为93.26%和98.94%。使用所提出的模型结合便携式拉曼光谱系统对50类未知天然矿石样本进行了识别,其准确率达到100%,单个样本的识别时间仅为1~2 min,体现了该方法快速、精确和无需取样制样的优势。 展开更多
关键词 拉曼光谱 矿物识别 重采样方法 多尺度卷积网络 条件生成对抗网络(CGAN)样本生成
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A Cooperative Security Monitoring Mechanism Aided by Optimal Multiple Slave Cluster Heads for UASNs
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作者 Yougan Chen Wei Wang +3 位作者 Xiang Sun Yi Tao Zhenwen Liu Xiaomei Xu 《China Communications》 SCIE CSCD 2023年第5期148-169,共22页
As each cluster head(CH)sensor node is used to aggregate,fuse,and forward data from different sensor nodes in an underwater acoustic sensor network(UASN),guaranteeing the data security in a CH is very critical.In this... As each cluster head(CH)sensor node is used to aggregate,fuse,and forward data from different sensor nodes in an underwater acoustic sensor network(UASN),guaranteeing the data security in a CH is very critical.In this paper,a cooperative security monitoring mechanism aided by multiple slave cluster heads(SCHs)is proposed to keep track of the data security of a CH.By designing a low complexity“equilateral triangle algorithm(ETA)”,the optimal SCHs(named as ETA-based multiple SCHs)are selected from the candidate SCHs so as to improve the dispersion and coverage of SCHs and achieve largescale data security monitoring.In addition,by analyzing the entire monitoring process,the close form expression of the probability of the failure attack identification for the SCHs with respect to the probability of attack launched by ordinary nodes is deduced.The simulation results show that the proposed optimal ETA-based multiple SCH cooperation scheme has lower probability of the failure attack identification than that of the existing schemes.In addition,the numerical simulation results are consistent with the theoretical analysis results,thus verifying the effectiveness of the proposed scheme. 展开更多
关键词 underwater acoustic sensor networks data security cluster head nodes optimal location distribution of multiple slave cluster head nodes
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Multi-functional roles of TaSSI2 involved in Fusarium head blight and powdery mildew resistance and drought tolerance
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作者 HU Li-qin MU Jing-jing +9 位作者 SU Pei-sen WU Hong-yan YU Guang-hui WANG Gui-ping WANG Liang MA Xin LI An-fei WANG Hong-wei ZHAO Lan-fei KONG Ling-rang 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2018年第2期368-380,共13页
The mutation of the gene encoding a stearoyl-acyl carrier protein fatty acid desaturase(ssi2) has been proved to enhance pathogen resistance in several plants, while it's potential to regulate biotic and abiotic st... The mutation of the gene encoding a stearoyl-acyl carrier protein fatty acid desaturase(ssi2) has been proved to enhance pathogen resistance in several plants, while it's potential to regulate biotic and abiotic stresses in wheat is still unclear. In this study, we cloned TaSSI2 gene in wheat and provided several evidences of its involvement in multiple biological functions. By using barley stripe mosaic virus(BSMV)-induced gene silencing(VIGS) in wheat, it was found that TaSSI2 negatively regulated both powdery mildew and Fusarium head blight(FHB) resistance, which was consistent with the phenotype observed in knock-out mutants of Kronos. The expression of TaSSI2 was down-regulated by in vitro treatments of methyl jasmonate(Me JA), but positively regulated by salicylic acid(SA) and abscisic acid(ABA), implying the cross-talk between different hormone signaling pathways involved in wheat to regulate biotic stresses is still to be elucidated. Furthermore, the up-regulated expression of PR4 and PR5 indicated that TaSSI2 probably regulated FHB resistance by depressing the SA signaling pathway in wheat. In addition, the over-expression of TaSSI2 increased the content of linolenic acid(18:3) and subsequently enhanced drought tolerance of transgenic Brachypodium. This phenomenon might be associated with its subcellular localization in the whole cytosol, partly overlapping with Golgi apparatus and the secreted vesicles. As a stearoyl-acyl carrier protein fatty acid desaturase, TaSSI2 was proposed to be involved in cell lipid metabolism and carried targets out of the cell from membrane or wax synthesis, resulting in enhanced drought tolerance in plant. 展开更多
关键词 TaSSI2 powdery mildew Fusarium head blight drought
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