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New interpretation methods for rockhead determination using passive seismic surface wave data:Insights from Singapore
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作者 Yu Zhang Jian Chu +1 位作者 Shifan Wu Kiefer Chiam 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第7期4008-4019,共12页
Accurate determination of rockhead is crucial for underground construction.Traditionally,borehole data are mainly used for this purpose.However,borehole drilling is costly,time-consuming,and sparsely distributed.Non-i... Accurate determination of rockhead is crucial for underground construction.Traditionally,borehole data are mainly used for this purpose.However,borehole drilling is costly,time-consuming,and sparsely distributed.Non-invasive geophysical methods,particularly those using passive seismic surface waves,have emerged as viable alternatives for geological profiling and rockhead detection.This study proposes three interpretation methods for rockhead determination using passive seismic surface wave data from Microtremor Array Measurement(MAM)and Horizontal-to-Vertical Spectral Ratio(HVSR)tests.These are:(1)the Wavelength-Normalized phase velocity(WN)method in which a nonlinear relationship between rockhead depth and wavelength is established;(2)the Statistically Determined-shear wave velocity(SD-V_(s))method in which the representative V_(s) value for rockhead is automatically determined using a statistical method;and(3)the empirical HVSR method in which the rockhead is determined by interpreting resonant frequencies using a reliably calibrated empirical equation.These methods were implemented to determine rockhead depths at 28 locations across two distinct geological formations in Singapore,and the results were evaluated using borehole data.The WN method can determine rockhead depths accurately and reliably with minimal absolute errors(average RMSE=3.11 m),demonstrating robust performance across both geological formations.Its advantage lies in interpreting dispersion curves alone,without the need for the inversion process.The SD-V_(s) method is practical in engineering practice owing to its simplicity.The empirical HVSR method reasonably determines rockhead depths with moderate accuracy,benefiting from a reliably calibrated empirical equation. 展开更多
关键词 Rockhead Microtremor array measurement Horizontal-to-vertical spectral ratio Site investigation GEOPHYSICS interpretation methods
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Magnetic Structure of Agadem Petroleum Block(Termit Basin,Eastern Niger):Analysis and Interpretation of Aeromagnetic Data
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作者 Abdourhamane Halidou Amadou 《Journal of Environmental & Earth Sciences》 2025年第5期492-506,共15页
The Agadem block is an area of major oil interest located in the large sedimentary basin of Termit,in the south-east of the Republic of Niger.Since the 1950s,this basin has known geological and geophysical research ac... The Agadem block is an area of major oil interest located in the large sedimentary basin of Termit,in the south-east of the Republic of Niger.Since the 1950s,this basin has known geological and geophysical research activities.However,despite the extensive research carried out,we believe that a geophysical contribution in terms of magnetic properties and their repercussions on the structure of the Agadem block allowing the improvement of existing knowledge is essential.The present study aims to study the structural characteristics of the Agadem block associated with magnetic anomalies.For this,after data shaping,several filtering techniques were applied to the aeromagnetic data to identify and map deep geological structures.The reduction to the pole map shows large negative wavelength anomalies in the southeast half of the block and short positive wavelength anomalies in the northwest part embedded in a large positive anomaly occupying the lower northern half of the block.The maps of the total horizontal derivative and tilt angle show lineaments globally distributed along the NW-SE direction in accordance with the structural style of the study area.The resulting map highlights numerous lineaments that may be associated with faults hidden by the sedimentary cover.The calculation of the Euler deconvolution allowed us to locate and estimate the depths of magnetic sources at variable depths of up to 4000 m.The compilation of the results obtained allowed us to locate zones of high and low intensities which correspond respectively to horsts and grabens as major structures of the Agadem block. 展开更多
关键词 Magnetic Structure Reduction to the Pole Magnetic Lineaments Filtering interpretation Agadem Block
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Dynamic interpretation of stress adjustment types in high geostress hard rock tunnels based on microseismic monitoring
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作者 Weihao Xu Chunchi Ma +4 位作者 Tianbin Li Shoudong Shi Feng Peng Ziquan Chen Hang Zhang 《International Journal of Mining Science and Technology》 2025年第5期801-816,共16页
Dynamic stress adjustment in deep-buried high geostress hard rock tunnels frequently triggers catastrophic failures such as rockbursts and collapses.While a comprehensive understanding of this process is critical for ... Dynamic stress adjustment in deep-buried high geostress hard rock tunnels frequently triggers catastrophic failures such as rockbursts and collapses.While a comprehensive understanding of this process is critical for evaluating surrounding rock stability,its dynamic evolution are often overlooked in engineering practice.This study systematically summarizes a novel classification framework for stress adjustment types—stabilizing(two-zoned),shallow failure(three-zoned),and deep failure(four-zoned)—characterized by distinct stress adjustment stages.A dynamic interpretation technology system is developed based on microseismic monitoring,integrating key microseismic parameters(energy index EI,apparent stressσa,microseismic activity S),seismic source parameter space clustering,and microseismic paths.This approach enables precise identification of evolutionary stages,stress adjustment types,and failure precursors,thereby elucidating the intrinsic linkage between geomechanical processes(stress redistribution)and failure risks.The study establishes criteria and procedures for identifying stress adjustment types and their associated failure risks,which were successfully applied in the Grand Canyon Tunnel of the E-han Highway to detect 50 instances of disaster risks.The findings offer invaluable insights into understanding the evolution process of stress adjustment and pinpointing the disaster risks linked to hard rock in comparable high geostress tunnels. 展开更多
关键词 High geostress tunnels Stress adjustment types Microseismic monitoring Dynamic interpretation Risk identification
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Bayesian interpretation of Husimi function and Wehrl entropy
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作者 Chen Xu Yiqi Yu Peng Zhang 《Communications in Theoretical Physics》 2025年第9期35-42,共8页
The Husimi function(Q-function)of a quantum state is the distribution function of the density operator in the coherent state representation.It is widely used in theoretical research,such as in quantum optics.The Wehrl... The Husimi function(Q-function)of a quantum state is the distribution function of the density operator in the coherent state representation.It is widely used in theoretical research,such as in quantum optics.The Wehrl entropy is the Shannon entropy of the Husimi function,and is nonzero even for pure states.This entropy has been extensively studied in mathematical physics.Recent research also suggests a significant connection between the Wehrl entropy and manybody quantum entanglement in spin systems.We investigate the statistical interpretation of the Husimi function and the Wehrl entropy,taking the system of N spin-1/2 particles as an example.Due to the completeness of coherent states,the Husimi function and Wehrl entropy can be explained via the positive operator-valued measurement(POVM)theory,although the coherent states are not a set of orthonormal basis.Here,with the help of the Bayes’theorem,we provide an alternative probabilistic interpretation for the Husimi function and the Wehrl entropy.This interpretation is based on direct measurements of the system,and thus does not require the introduction of an ancillary system as in the POVM theory.Moreover,under this interpretation the classical correspondences of the Husimi function and the Wehrl entropy are just phase-space probability distribution function of N classical tops,and its associated entropy,respectively.Therefore,this explanation contributes to a better understanding of the relationship between the Husimi function,Wehrl entropy,and classical-quantum correspondence.The generalization of this statistical interpretation to continuous-variable systems is also discussed. 展开更多
关键词 Bayesian interpretation Husimi function Wehrl entropy classical-quantum correspondence
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A CNN-Based Method for Sparse SAR Target Classification with Grad-CAM Interpretation
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作者 JI Zhongyuan ZHANG Jingjing +1 位作者 LIU Zehao LI Guoxu 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第4期525-540,共16页
In recent years,deeps learning has been widely applied in synthetic aperture radar(SAR)image processing.However,the collection of large-scale labeled SAR images is challenging and costly,and the classification accurac... In recent years,deeps learning has been widely applied in synthetic aperture radar(SAR)image processing.However,the collection of large-scale labeled SAR images is challenging and costly,and the classification accuracy is often poor when only limited SAR images are available.To address this issue,we propose a novel framework for sparse SAR target classification under few-shot cases,termed the transfer learning-based interpretable lightweight convolutional neural network(TL-IL-CNN).Additionally,we employ enhanced gradient-weighted class activation mapping(Grad-CAM)to mitigate the“black box”effect often associated with deep learning models and to explore the mechanisms by which a CNN classifies various sparse SAR targets.Initially,we apply a novel bidirectional iterative soft thresholding(BiIST)algorithm to generate sparse images of superior quality compared to those produced by traditional matched filtering(MF)techniques.Subsequently,we pretrain multiple shallow CNNs on a simulated SAR image dataset.Using the sparse SAR dataset as input for the CNNs,we assess the efficacy of transfer learning in sparse SAR target classification and suggest the integration of TL-IL-CNN to enhance the classification accuracy further.Finally,Grad-CAM is utilized to provide visual explanations for the predictions made by the classification framework.The experimental results on the MSTAR dataset reveal that the proposed TL-IL-CNN achieves nearly 90%classification accuracy with only 20%of the training data required under standard operating conditions(SOC),surpassing typical deep learning methods such as vision Transformer(ViT)in the context of small samples.Remarkably,it even presents better performance under extended operating conditions(EOC).Furthermore,the application of Grad-CAM elucidates the CNN’s differentiation process among various sparse SAR targets.The experiments indicate that the model focuses on the target and the background can differ among target classes.The study contributes to an enhanced understanding of the interpretability of such results and enables us to infer the classification outcomes for each category more accurately. 展开更多
关键词 sparse synthetic aperture radar convolutional neural network(CNN) ensemble learning target classification SAR interpretation
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Interpretation of nursing guidelines for intravenous thrombolysis in acute ischemic stroke
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作者 Yawei YU Hong GUO +3 位作者 Ling TANG Jie ZHOU Guiying LIU Qingwen GENG 《Journal of Integrative Nursing》 2025年第1期54-61,共8页
The Interpretation of Nursing Guidelines for Intravenous Thrombolysis in Acute Ischemic Stroke offers comprehensive recommendations across five key domains:hospital organizational management,patient condition monitori... The Interpretation of Nursing Guidelines for Intravenous Thrombolysis in Acute Ischemic Stroke offers comprehensive recommendations across five key domains:hospital organizational management,patient condition monitoring,complication observation and management,positioning and mobility away from the bed,and quality assurance.These Guidelines encompass all the phases of intravenous thrombolysis care for patients experiencing acute ischemic stroke.This article aims to elucidate the Guidelines by discussing their developmental background,the designation process,usage recommendations,and the interpretation of evolving perspectives,thereby providing valuable insights for clinical practice. 展开更多
关键词 Acute ischemic stroke GUIDELINE guideline interpretation intravenous thrombolysis
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Accuracy of machine electrocardiogram interpretation and implementation of a de-prioritization protocol in the emergency department
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作者 Adam K Stanley Isobel Sonksen +2 位作者 Henry Morgan Nicola Hilton Sukhbir Bhullar 《World Journal of Emergency Medicine》 2025年第5期486-487,共2页
Computer analysis of electrocardiograms(ECGs)was introduced more than 50 years ago,with the aim to improve efficiency and clinical workflow.[1,2]However,inaccuracies have been documented in the literature.[3,4]Researc... Computer analysis of electrocardiograms(ECGs)was introduced more than 50 years ago,with the aim to improve efficiency and clinical workflow.[1,2]However,inaccuracies have been documented in the literature.[3,4]Research indicates that emergency department(ED)clinician interruptions occur every 4-10 min,which is significantly more common than in other specialties.[5]This increases the cognitive load and error rates and impacts patient care and clinical effi ciency.[1,2,5]De-prioritization protocols have been introduced in certain centers in the United Kingdom(UK),removing the need for clinician ECG interpretation where ECGs have been interpreted as normal by the machine. 展开更多
关键词 cognitive load de prioritization protocol improve efficiency clinical workflow howeverinaccuracies computer analysis electrocardiograms ecgs computer analysis electrocardiograms machine electrocardiogram interpretation emergency department error rates
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Automatic interpretation of geometric information of discontinuities and its influence on the stability of highly-jointed rock slopes
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作者 Yaping Wang Jiawen Zhou +3 位作者 Qin Chen Junlin Chen Chun Zhu Haibo Li 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第9期5479-5492,共14页
The discrete fracture system of a rock mass plays a crucial role in controlling the stability of rock slopes.To fully account for the geometric shape and distribution characteristics of jointed rock masses,terrestrial... The discrete fracture system of a rock mass plays a crucial role in controlling the stability of rock slopes.To fully account for the geometric shape and distribution characteristics of jointed rock masses,terrestrial laser scanning(TLS)was employed to acquire high-resolution point-cloud data,and a developed automatic discontinuity-identification technology was coupled to automatically interpret and characterize geometric information such as orientation,trace length,spacing,and set number of the discontinuities.The discrete element method(DEM)was applied to study the influence of the geometric morphology and distribution characteristics of discontinuities on slope stability by generating a discrete fracture network(DFN)with the same statistical characteristics as the actual discontinuities.Based on slope data from the Yebatan Hydropower Station,a simulation was conducted to verify the applicability of the automatic discontinuity identification technology and the discrete fracture network-discrete element method(DFN-DEM).Various geological parameters,including trace length,persistence,and density,were examined to investigate the morphological evolution and response characteristics of rock slope excavation under different joint combination conditions through simulation.The simulation results indicate that joint parameters affect slope stability,with density having the most significant impact.The impact of joint parameters on stability is relatively small within a reasonable range but becomes significant beyond a certain threshold,further validating that the accuracy of field geological surveys is critical for simulation.This study provides a scientific basis for the construction of complex rock slope models,engineering assessments,and disaster prevention and mitigation,which is of great value in both theory and engineering applications. 展开更多
关键词 Jointed rock mass Terrestrial laser scanning(TLS) Geometric information interpretation Discrete fracture network(DFN) Rock slope stability
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A Study on the Adaptation and Selection of Simultaneous Interpreters from the Prospective of Eco-Translatology--A Case Study on the Simultaneous Interpretation at A Recent Multidisciplinary Forum
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作者 YU Wan-jie JI Xiao-wen 《Journal of Literature and Art Studies》 2025年第2期92-97,共6页
The“First Multidisciplinary Forum on COVID-19,”as one of the pivotal medical forums organized by China during the initial outbreak of the pandemic,garnered significant attention from numerous countries worldwide.Ens... The“First Multidisciplinary Forum on COVID-19,”as one of the pivotal medical forums organized by China during the initial outbreak of the pandemic,garnered significant attention from numerous countries worldwide.Ensuring the seamless execution of the forum’s translation necessitated exceptionally high standards for simultaneous interpreters.This paper,through the lens of the Translation as Adaptation and Selection theory within Eco-Translatology,conducts an analytical study of the live simultaneous interpretation at the First Multidisciplinary Forum on COVID-19.It examines the interpreters’adaptations and selections across multiple dimensions-namely,linguistic,cultural,and communicative-with the aim of elucidating the guiding role and recommendations that Eco-Translatology can offer to simultaneous interpretation.Furthermore,it seeks to provide insights that may enhance the quality of interpreters’oral translations. 展开更多
关键词 ECO-TRANSLATOLOGY simultaneous interpretation COVID-19
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“两高”刑事司法解释冲突的现象、成因及其消解
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作者 洪浩 郑旺佳 《武汉大学学报(哲学社会科学版)》 北大核心 2026年第1期150-160,共11页
“两高”刑事司法解释冲突的现象时有发生,不仅因解释形式的不同可能导致的效力冲突,也存在解释对象、内容、方法等层面的冲突。表明冲突现象已从解释规范及其结论的冲突逐渐演变为解释起草者等认知视角的冲突,其本质源于司法解释主体... “两高”刑事司法解释冲突的现象时有发生,不仅因解释形式的不同可能导致的效力冲突,也存在解释对象、内容、方法等层面的冲突。表明冲突现象已从解释规范及其结论的冲突逐渐演变为解释起草者等认知视角的冲突,其本质源于司法解释主体之间的职能差异。究其原因,现行“二元一级”解释体制的局限性,决定了解释主体之间存在较大观点分歧;刑事诉讼中公诉权与审判权的职能互动关系,使得“两高”基于诉讼目的和治理责任的不同以发布司法解释;另有司法解释冲突解决的原则性条款虚置、司法解释冲突协调机制长期阙如等。故而,需构建以联合解释为主、遵循审判解释效力优先的解释体制,统一司法解释的普遍适用性,明确“两高”司法解释的内部效力位阶;建立司法解释冲突的内外协调机制,“两高”共同制定司法解释制发的工作规范,并确立“两高”司法解释冲突的备案审查机制,以激活立法解释对司法解释冲突的纠偏功能,进而达到消解“两高”刑事司法解释冲突之目的。 展开更多
关键词 司法解释冲突 二元一级制 审判解释 检察解释 联合解释 监察体制改革
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《ICU病人体位管理与早期活动指南》解读
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作者 蔡晶 谢铃莉 +3 位作者 张慧 张馨月 孙红 孙建华 《护理研究》 北大核心 2026年第1期1-8,共8页
目的:对“ICU病人体位管理与早期活动指南”(Guideline on positioning and early mobilisation in the critically ill by an expert panel)进行系统解读。方法:系统梳理该《指南》的制定背景、证据质量与推荐要点,重点解读其中关于体... 目的:对“ICU病人体位管理与早期活动指南”(Guideline on positioning and early mobilisation in the critically ill by an expert panel)进行系统解读。方法:系统梳理该《指南》的制定背景、证据质量与推荐要点,重点解读其中关于体位管理与早期活动的核心建议,并据此提出符合我国国情的临床实践思考。结果:《指南》共提出46条建议,包括体位管理23条、早期活动19条、辅助设备4条、神经肌肉电刺激2条。核心推荐:气管插管病人床头抬高≥40°;急性呼吸窘迫综合征(ARDS)病人氧合指数<150 mmHg时尽早实施俯卧位通气(至少12 h);ICU病人入院72 h内启动早期活动。结论:《指南》为ICU病人体位管理和早期活动提供循证依据。结合我国国情,建议加强医护人员培训、建立多学科协作机制、完善评估监测体系,确保规范实施。 展开更多
关键词 重症监护室 体位管理 俯卧位 早期活动 指南 解读
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Data mining and well logging interpretation: application to a conglomerate reservoir 被引量:8
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作者 石宁 李洪奇 罗伟平 《Applied Geophysics》 SCIE CSCD 2015年第2期263-272,276,共11页
Data mining is the process of extracting implicit but potentially useful information from incomplete, noisy, and fuzzy data. Data mining offers excellent nonlinear modeling and self-organized learning, and it can play... Data mining is the process of extracting implicit but potentially useful information from incomplete, noisy, and fuzzy data. Data mining offers excellent nonlinear modeling and self-organized learning, and it can play a vital role in the interpretation of well logging data of complex reservoirs. We used data mining to identify the lithologies in a complex reservoir. The reservoir lithologies served as the classification task target and were identified using feature extraction, feature selection, and modeling of data streams. We used independent component analysis to extract information from well curves. We then used the branch-and- bound algorithm to look for the optimal feature subsets and eliminate redundant information. Finally, we used the C5.0 decision-tree algorithm to set up disaggregated models of the well logging curves. The modeling and actual logging data were in good agreement, showing the usefulness of data mining methods in complex reservoirs. 展开更多
关键词 Data mining well logging interpretation independent component analysis branch-and-bound algorithm C5.0 decision tree
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美国运动医学会《成人体力活动与超重、肥胖共识声明》解读
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作者 张颖 杨梓钰 +4 位作者 刘力滴 廖晓阳 贾禹 沈灿 杨荣 《中国全科医学》 北大核心 2026年第3期293-298,310,共7页
超重和肥胖与多种慢性疾病的发病机制密切相关,为应对这一健康危机,美国运动医学会于2024年发布了《成人体力活动与超重、肥胖共识声明》,提倡在合适的医学场景下,将体力活动纳入超重和肥胖的医学治疗中,并对体力活动的应用给出指导。... 超重和肥胖与多种慢性疾病的发病机制密切相关,为应对这一健康危机,美国运动医学会于2024年发布了《成人体力活动与超重、肥胖共识声明》,提倡在合适的医学场景下,将体力活动纳入超重和肥胖的医学治疗中,并对体力活动的应用给出指导。共识特别指出:(1)对于减肥和预防体重增加,每周至少150 min的中等强度体力活动,效果可能最为显著;(2)高强度间歇训练在体重调控方面并不优于中高强度持续训练的体力活动效应;(3)低强度体力活动在保证能量消耗的前提下,可作为一种替代方式;(4)各种运动方式在体重管理方面具有等效性;为获得除控制体重和减脂之外的整体健康益处,建议采用多种模式的体力活动。该共识强调了体力活动在预防、治疗和管理超重与肥胖中的重要性。本指南解读旨在深入分析这一共识声明的核心要点,为我国通过体力活动防治超重/肥胖提供新的建议,帮助基层医生更有效地管理超重/肥胖患者。 展开更多
关键词 超重 肥胖症 体力活动 运动模式 运动强度 美国运动医学会 指南解读
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Cultural Interpretation of the Landscape Environment of "Five Zen-Mountains" 被引量:1
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作者 董军 何礼平 《Journal of Landscape Research》 2009年第12期71-76,共6页
'Five Zen-Mountains' are the five temples of Zen designated as the royal court of Southern Song Dynasty. As the typical representatives of South Temples, they play an important part in the history of Chinese B... 'Five Zen-Mountains' are the five temples of Zen designated as the royal court of Southern Song Dynasty. As the typical representatives of South Temples, they play an important part in the history of Chinese Buddhism. 'Five Mountains' are the masterpieces of landscape construction with beautiful and attractive landscape environment. On the basis of the in-depth study of the general rule of 'Five Mountains' landscape environment, this research sums up the geomancy concept, landscape worship concept, aesthetic concept and the inner ideology which are hidden behind the landscape environment. 展开更多
关键词 FIVE Zen-Mountains LANDSCAPE environment CULTURAL interpretation
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Satisfaction Evaluation on Tourism Interpretation of Cuihuashan National Geopark in Xi'an 被引量:2
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作者 董红梅 《Journal of Landscape Research》 2010年第12期89-92,99,共5页
Through questionnaire,satisfaction evaluation of tourism interpretation was obtained in Cuihuashan National Geopark in Xi'an.The result showed that tourists' evaluation of interpretation system was bad;the wor... Through questionnaire,satisfaction evaluation of tourism interpretation was obtained in Cuihuashan National Geopark in Xi'an.The result showed that tourists' evaluation of interpretation system was bad;the worst evaluation was that on tour guidance and visitor center;the worsen evaluation was that on advice brand,prints,audio-visual products and signboards.The reasons were:the guide quality was low and interpretation content was not scientific;signboards were few in quantity and unreasonable in arrangement;audio-visual products and guideposts were few in species,poor in practical applicability and not exquisite in design;visitor center of the scenic area provided less information services and convenient services.Finally,some suggestions were proposed to perfect tourism interpretation of Cuihuashan National Geopark. 展开更多
关键词 TOURISM interpretation NATIONAL GEOPARK SATISFACTION Cuihuashan
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2026年慢性阻塞性肺疾病全球倡议更新解读
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作者 申永春 高丽娟 《西部医学》 2026年第1期1-5,共5页
2026版慢性阻塞性肺疾病全球创议(GOLD)已发布,包括定义和概述、诊断、评估和监测、慢阻肺的预防和管理、慢阻肺急性加重的管理、慢阻肺合并症,以及新增的第六章慢阻肺病与新兴技术。较以往版本,2026版GOLD在多个方面做出重大更新,主要... 2026版慢性阻塞性肺疾病全球创议(GOLD)已发布,包括定义和概述、诊断、评估和监测、慢阻肺的预防和管理、慢阻肺急性加重的管理、慢阻肺合并症,以及新增的第六章慢阻肺病与新兴技术。较以往版本,2026版GOLD在多个方面做出重大更新,主要包括:更新慢阻肺疾病负担的流行病学数据,优化筛查与病例发现策略,更新呼吸道合胞病毒与流感疫苗接种建议,全面修订慢阻肺急性加重的定义、分级与治疗,调整GOLD ABE分组标准并降低急性加重风险阈值,首次引入“疾病活动度”概念,明确初始治疗与随访治疗的边界,新增生物制剂在特定表型患者中的应用证据,完善慢阻肺合并症评估与管理,系统阐述人工智能与新兴技术在慢阻肺诊治与管理中的应用与风险。基于此,本文对GOLD 2026的更新要点进行系统梳理与解读,旨在为临床实践提供结构化、前瞻性的理论参考。 展开更多
关键词 慢性阻塞性肺疾病 慢性阻塞性肺疾病全球创议 解读
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Part-level 3-D object classification with improved interpretation tree
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作者 邢薇薇 刘渭滨 袁保宗 《Journal of Southeast University(English Edition)》 EI CAS 2007年第2期221-225,共5页
For classifying unknown 3-D objects into a set of predetermined object classes, a part-level object classification method based on the improved interpretation tree is presented. The part-level representation is implem... For classifying unknown 3-D objects into a set of predetermined object classes, a part-level object classification method based on the improved interpretation tree is presented. The part-level representation is implemented, which enables a more compact shape description of 3-D objects. The proposed classification method consists of two key processing stages: the improved constrained search on an interpretation tree and the following shape similarity measure computation. By the classification method, both whole match and partial match with shape similarity ranks are achieved; especially, focus match can be accomplished, where different key parts may be labeled and all the matched models containing corresponding key parts may be obtained. A series of experiments show the effectiveness of the presented 3-D object classification method. 展开更多
关键词 3-D object classification shape match similarity measure interpretation tree
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On Listening Comprehension and Shorthand in the Process of Teaching Business English Interpretation 被引量:1
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作者 祖洁 《海外英语》 2012年第24期132-133,共2页
In recent years the market demand for interpreters is gradually increase. interpretation teaching make more and morepopular. How to improve students’abilities of listening comprehension and shorthand made interpretat... In recent years the market demand for interpreters is gradually increase. interpretation teaching make more and morepopular. How to improve students’abilities of listening comprehension and shorthand made interpretation teachers must face anda new subject. 展开更多
关键词 BUSINESS English interpretation TEACHING strategy
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开放环境下无监督跨模态概念自动提取
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作者 海峻嘉 景丽萍 +1 位作者 刘华锋 于剑 《计算机科学与探索》 北大核心 2026年第1期154-168,共15页
随着机器学习模型的复杂性不断增加,对其决策过程的可解释性需求也日益增长。概念学习作为一种能够提升模型透明度和可理解性的手段,在机器学习领域变得越来越重要,通过概念来帮助解释大语言模型等黑盒模型的推理过程也随之发展,如何准... 随着机器学习模型的复杂性不断增加,对其决策过程的可解释性需求也日益增长。概念学习作为一种能够提升模型透明度和可理解性的手段,在机器学习领域变得越来越重要,通过概念来帮助解释大语言模型等黑盒模型的推理过程也随之发展,如何准确、自动地提取概念是在这一解释过程中最为关键的一环。针对现有的概念提取方法中存在的依赖人工标注、粒度不一致、扩展性差等问题,设计了一套跨模态视觉概念自动提取框架。基于多模态大模型的问询方式,实现了图像中目标对象的自动提取,并通过CLIP模型和目标检测模型实现了区域对应机制,提高了提取的准确性。采用基于文本分割的大语言模型来提取目标对象的属性和关系,确保了概念与数据的一致性。引入ConceptNet概念网络扩展了提取到的概念的语义信息,增强了框架的灵活性和适用性。通过实现这些技术,展示了该框架在三种不同场景下的实际应用效果,证明了其在提升概念提取效率和准确性以及可扩展性方面的潜力。 展开更多
关键词 大语言模型 可解释性 概念提取 自动化 可扩展性
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