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以媒体铺路,踏乐学之旅——Whose gloves第一课时教学设计
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作者 陆伟 《教师博览(下旬刊)》 2011年第8期41-41,共1页
一教材简解该课的核心是让学生初步熟悉、理解服饰类单词的单复数,由于学生对于单复数概念模糊,易混淆,所以安排第一课时不引入"a pair of"。同时本课时复习四个形容词"big、small、long、hort"能让学生学会句型&qu... 一教材简解该课的核心是让学生初步熟悉、理解服饰类单词的单复数,由于学生对于单复数概念模糊,易混淆,所以安排第一课时不引入"a pair of"。同时本课时复习四个形容词"big、small、long、hort"能让学生学会句型"The________is/are too_______.",并初步会用、会写单数句型"Whose…is this?It’s…" 展开更多
关键词 第一课 WHOSE gloves 乐学 数概念 单复 小学英语课程 CHANT SHOES 任务型教
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Performance of Prototype Pneumatic Boxing Gloves under Two Different Conditions of Target Padding
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作者 Paul Perkins Alex Jamieson +1 位作者 Wayne Spratford Allan Hahn 《World Journal of Engineering and Technology》 2018年第3期603-624,共22页
The impact damping capabilities of four different boxing gloves were assessed under two different conditions of target padding to determine whether target characteristics might influence previous conclusions concernin... The impact damping capabilities of four different boxing gloves were assessed under two different conditions of target padding to determine whether target characteristics might influence previous conclusions concerning potential for impact mitigation through novel glove design. A conventional 10?oz glove (Std 10?oz), a conventional 16?oz glove (Std 16?oz), a prototype pneumatic glove with a sealed bladder (SBLI) and a prototype pneumatic glove with a bladder allowing air exchange with the external environment (ARLI) were each dropped three times on to a force plate from six heights ranging from 2.5 to 5.0 metres. The force plate was covered by a 50 mm thick mat of EVA material and results obtained were compared with those of an earlier experiment involving use of a similar protocol but a 25 mm thick EVA force plate covering. The thicker mat greatly reduced peak impact forces for all gloves, with values for the Std 10?oz glove becoming much closer to those reported by other researchers for punches delivered by elite boxers to crash test manikins. Peak rates of force development were also substantially decreased. Protective effects provided by the ARLI glove relative to the Std 10?oz glove were diminished but still in the order of 17%?-?22% for peak impact force and 27%?-?49% for peak rate of force development across the range of drop heights. With the 50 mm mat thickness, the SBLI glove was as effective as the ARLI glove in reducing peak impact force, whereas this was not the case with the 25 mm mat. It was, however, always inferior to the ARLI glove in decreasing peak rate of force development. The ability of the ARLI glove to afford protection across a spectrum of impact conditions could yield important practical advantages. 展开更多
关键词 BOXING SAFETY Low-Impact BOXING gloves Modified BOXING Protective Equipment for BOXING SPORT Technology SPORT SAFETY
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Effect of Pneumatic Boxing Gloves on Impact Kinematics and Their Relationship to Impact Forces
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作者 Paul Perkins Alex Jamieson +1 位作者 Wayne Spratford Allan Hahn 《World Journal of Engineering and Technology》 2019年第3期472-512,共41页
This study was aimed at improved understanding of the mechanisms of previously reported protective effects of a pneumatic boxing glove. A Motion Capture System was used to obtain velocity data from four different boxi... This study was aimed at improved understanding of the mechanisms of previously reported protective effects of a pneumatic boxing glove. A Motion Capture System was used to obtain velocity data from four different boxing gloves dropped on to a force plate from nine heights ranging from 1 to 5 metres. Two gloves were of the conventional type but differed in mass. The other two were prototype pneumatic gloves. One of these (SBLI) had a sealed bladder while the other (ARLI) incorporated a port allowing air exchange with the external environment. The pneumatic gloves decelerated more slowly than the conventional gloves following impact and compressed through a greater absolute distance. Consequently, they took longer to reach zero velocity. As drop height increased, these trends became more pronounced for the ARLI glove than the SBLI glove. Increase in velocity during rebound was also slower for the pneumatic gloves. The ARLI glove had a lower coefficient of restitution than any of the other gloves at low to moderate drop heights but not at high drop heights. The SBLI glove had a higher coefficient of restitution than the other gloves at all drop heights from 2 metres upwards. This indicated that, overall, the ARLI glove was the most effective, and the SBLI glove the least effective, in dissipating the kinetic energy of impact through conversion to other energy forms. For all gloves at all drop heights, peak positive acceleration at the beginning of rebound was of lower absolute magnitude than peak negative acceleration at the end of compression. The influence of drop height on an index characterising this relationship differed between the conventional and pneumatic gloves, possibly reflecting structural changes to gloves as impact energy increased. The conventional and pneumatic gloves differed regarding temporal alignment between key kinematic and kinetic events, and there were some differences between the two pneumatic gloves in this respect. Nevertheless, peak glove deceleration correlated highly with peak impact force, not only for each glove individually but also when data for all gloves were combined. The findings confirmed the potential practical utility of the ARLI glove and identified air cushion thickness, glove compressibility and capacity for air release and subsequent reuptake as critical aspects of its design. 展开更多
关键词 PNEUMATIC BOXING gloves BOXING SAFETY Modified BOXING SPORT SAFETY SPORT Technology Sports Equipment Design Coefficient of RESTITUTION Elas-tic-Plastic Impacts
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Obstacle Avoidance Gloves for the Blind Based on Ultrasonic Sensor
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作者 Ruochuan Zhou 《Intelligent Control and Automation》 2019年第3期107-117,共11页
Ranging based on the reflection principle of ultrasonic wave propagating in the air has been widely used in modern life, such as car reversing radar, robot automatic obstacle avoidance etc. Aiming at the situation tha... Ranging based on the reflection principle of ultrasonic wave propagating in the air has been widely used in modern life, such as car reversing radar, robot automatic obstacle avoidance etc. Aiming at the situation that the blinds have no way to know whether there are obstacles or big safety risks in front of them when they are walking, this paper designed obstacle avoidance gloves for the blinds based on ultrasonic sensors. With Arduino Nano single chip microcomputer as main controller, combined with ultrasonic sensor module, bluetooth module and speaker module, the glove realized the function of obstacle detection and alarm. The main working principle is by using the ultrasonic sensors to transmit and receive ultrasonic, the time difference for transmitting and receiving to detect the distance of obstacles ahead. Besides, by means of voice module output audio signals with different frequency according to the obstacle distance, the blinds can judge the distance between them to the obstacles based on the sound with different frequencies they heard. In this way, they can make responses in advance to avoid the obstacles ahead and the happening of the risk. 展开更多
关键词 The BLIND AVOIDANCE gloves ARDUINO MICROCONTROLLER
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Evaluation of Ability of Two Different Pneumatic Boxing Gloves to Reduce Delivered Impact Forces and Improve Safety 被引量:3
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作者 Paul Perkins Alex Jamieson +1 位作者 Wayne Spratford Allan Hahn 《World Journal of Engineering and Technology》 2018年第2期457-491,共35页
Two prototype pneumatic boxing gloves of different design were compared against conventional 10?oz (Std 10?oz) and 16?oz (Std 16?oz) gloves in terms of ability to reduce impact forces delivered to a target. One of the... Two prototype pneumatic boxing gloves of different design were compared against conventional 10?oz (Std 10?oz) and 16?oz (Std 16?oz) gloves in terms of ability to reduce impact forces delivered to a target. One of the pneumatic gloves (SBLI) contained a sealed air bladder inflated to a pressure of 2?kPa. The other (ARLI) incorporated a bladder that allowed release of air to the external environment upon contact with a target, followed by rapid air reuptake. Each glove was placed on to a mechanical fist and dropped 10 times on to an in-floor force plate from each of nine heights ranging from 1.0 to 5.0 metres, with the 5-metre drop generating a peak pre-impact glove velocity close to the reported maximum for elite boxers. Compared to the conventional gloves, the ARLI glove substantially reduced peak impact forces at all drop heights, with the reduction exceeding 30% even at the 5-metre level. The SBLI glove was as effective as the ARLI glove in reducing peak impact forces at drop heights of up to 2.5 metres, but its performance then progressively diminished, and at drop heights of 4.0, 4.5 and 5.0 metres it produced peak force readings similar to those recorded for the Std 10?oz and Std 16?oz gloves. The superiority of the ARLI glove was even more evident in relation to peak rate of force development, with reductions relative to the Std 10?oz glove being ~60% at drop heights up to 3.5 metres and still ~47% at 5 metres. Peak rate of force development for the SBLI glove exceeded that for the ARLI glove for all drop heights of 2.0 metres and above, and at 4.0, 4.5 and 5.0 metres it was higher than the readings for the Std 10 oz and 16?oz gloves. The protective effect of the ARLI glove was?associated with an increase in impact compliance and prolongation of contact time between glove and target. It is concluded that a pneumatic boxing glove that provides for air exchange with the external environment can greatly reduce impact magnitudes across the whole range of pre-impact glove velocities likely to be encountered in boxing, thereby mitigating risks associated with the sport. While acceptance of the gloves by the boxing community is uncertain, opportunity may exist for almost immediate uptake in modified boxing programs. 展开更多
关键词 BOXING BOXING SAFETY Box’Tag Modifed BOXING ModBox PNEUMATIC Box-ing GLOVE SPORT Technology
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An advanced cost-efficient IoT method for stroke rehabilitation using smart gloves
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作者 A.Arivarasi D.Thiripurasundari +4 位作者 A.Arockia Selvakumar Bhuvan Kumaar T.Aghil S.Rahul Ramani Kannan 《Nanotechnology and Precision Engineering》 EI CAS CSCD 2023年第4期40-54,共15页
Stroke represents a severe,widespread,and widely acknowledged health crisis on both national and international levels.It is one of the most prevalent life-threatening conditions.Despite impressive advances in treating... Stroke represents a severe,widespread,and widely acknowledged health crisis on both national and international levels.It is one of the most prevalent life-threatening conditions.Despite impressive advances in treating stroke,in addition to a need for effective patient care services,many sufferers still rely solely on physical interventions.The present paper describes and explains the use of a newly designed gadget for stroke survivors who cannot move their fingers.This is a sophisticated mobile device that enables stroke patients to regain their muscle memory and thus their ability to perform repetitive actions by continuing to tighten and stretch their muscles without the intervention of a physiotherapist.Gamification methodology is used to encourage patients to become involved in the process of rehabilitation.The device also has sensors that take information and transmit it to an app through an ESP32 connection.This enables physicians to view glove usage information remotely and keep track of an individual patient’s health.Communication between app and glove is facilitated by a broker in the Amazon Web Service IoT.With the robotic glove presented here,the recovery rate is found to be 90.23%over four weeks’duration,which represents a significant improvement compared with existing hospital-based rehabilitation techniques. 展开更多
关键词 Stroke rehabilitation Smart glove ESP32 AWS cloud
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Effects of firefighters’protective gloves on physiological responses,psychological responses,and manual performance in a cold environment
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作者 Jie Yang Xiaoxue Yan 《Journal of Safety Science and Resilience》 2025年第1期48-57,共10页
This study aimed to investigate the effects of firefighters’protective gloves on physiological responses,psychological responses,and manual performance in a cold environment through human trials.Twelve participants w... This study aimed to investigate the effects of firefighters’protective gloves on physiological responses,psychological responses,and manual performance in a cold environment through human trials.Twelve participants wearing firefighter protective equipment were exposed to a 16℃ environment,while their hands were exposed to a small chamber of 0℃ with(FPG)and without(CON)firefighting protective gloves.During the trials,physiological responses(core temperature(Tc),the mean skin temperature(Tsk),and heart rate(HR)),psychological responses(thermal sensation vote(TSV)and pain sensation vote(PSV)),and manual performance(handgrip strength,manual dexterity,maximum finger flexion,and tactile sensitivity)were obtained.The results indicated a significant difference(p<0.05)between FPG and CON regarding Tsk.Furthermore,pain sensation occurred when the mean skin temperature of the hand was between 15℃ and 20℃.Gloves significantly(p<0.05)reduced handgrip strength,manual dexterity,and tactile sensitivity in the cold exposure.This study provides fundamental knowledge for cold strain assessment and high-performance protective glove development with the potential to improve firefighters’safety and health. 展开更多
关键词 gloves Physiological responses Psychological responses Manual performance Cold environment
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Comprehensive analysis of pyrolysis in medical rubber gloves:pyrolysis characteristics,kinetics,thermodynamics,volatile products,and pathways 被引量:1
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作者 Xianbo Qu Yanlong Li +1 位作者 Xiaojuan Zhang Rundong Li 《Waste Disposal and Sustainable Energy》 EI CSCD 2024年第3期297-308,共12页
The surge in medical waste,fueled by the impact of COVID-19 and the influenza A virus,poses substantial challenges to waste treatment.Nevertheless,pyrolysis technology introduces a novel approach to the treatment of m... The surge in medical waste,fueled by the impact of COVID-19 and the influenza A virus,poses substantial challenges to waste treatment.Nevertheless,pyrolysis technology introduces a novel approach to the treatment of medical waste.This study investigated the pyrolytic characteristics,kinetics,thermodynamic parameters,volatile gases,and pyrolytic pathways of medical rubber gloves(MRGs)in a N2 atmosphere utilizing Thermal Gravimetric Analyzer(TGA),Thermogravimetric-Fourier transform infrared spectroscopy(TG-FTIR)and Pyrolysis gas chrogams-mass spectrometry(Py-GC/MS)analyses.Pyrolysis of MRG predominantly occurs between 284-501℃ and 613-701℃.The initial stage is the primary reaction phase,exhibiting an average activation energy of 339.77 kJ/mol,following the reaction order model(Fn).The second pyrolysis stage has an average activation energy of 236.93 kJ/mol and adheres to the geometric contraction model(Rn).The volatile products from MRG pyrolysis primarily comprise olefins,alkanes,and aromatic hydrocarbons.The olefins consist primarily of 1,2-pentadiene and D-limonene,while the alkanes include cyclopropane,cyclohexane,and 1,4-dimethyl.Aromatic compounds are chiefly benzene,toluene,and xylene. 展开更多
关键词 Medical rubber gloves PYROLYSIS KINETICS Reaction mechanism
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基于TF-IDF和GloVe算法面向多种类别文本自动分类系统的优化研究
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作者 刘爱琴 王上丹 《新世纪图书馆》 2025年第10期40-46,共7页
通过检索关键词,指定一个或多个类别标签实现文本的高效组织和自动分类,是发现文档中的隐含关系、推动知识传播和创新的重要途径。然而,检索关键词的获取位置、词性以及选取是否全面等因素,会导致关键词语义信息缺失和关键词识别准确性... 通过检索关键词,指定一个或多个类别标签实现文本的高效组织和自动分类,是发现文档中的隐含关系、推动知识传播和创新的重要途径。然而,检索关键词的获取位置、词性以及选取是否全面等因素,会导致关键词语义信息缺失和关键词识别准确性较差;这两大问题,正是影响文档高效、精准自动分类的突出障碍。基于此,论文构建了一个融合TF-IDF(Term Frequency-Inverse Document Frequency)和GloVe(Global Vectors for Word Representation)的文本自动分类系统。该系统首先就词性影响因子和位置权重系数对TF-IDF算法进行改进,以弥补传统TF-IDF算法在关键词识别和语义分析上的不足;其次,使用GloVe模型对关键词集进一步扩充,使文本自动分类的准确率和召回率分别达到92.6%和90.9%;最后,通过实验比对,进一步验证该系统在处理多类别文本自动分类任务中的有效性。 展开更多
关键词 TF-IDF算法 GloVe模型 文本自动分类 关键词位置 词性 语义扩展
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笔墨之外寻平衡
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作者 胡庆玲 《疯狂英语(新读写)》 2025年第6期21-24,75,共5页
In the dim light of Studio A at the Jack Doyle Athletics and Recreation Centre,the air is thick with sweat and the sounds of focused concentrated effort.The rhythmic pounding of gloves hitting bags and the steady boun... In the dim light of Studio A at the Jack Doyle Athletics and Recreation Centre,the air is thick with sweat and the sounds of focused concentrated effort.The rhythmic pounding of gloves hitting bags and the steady bounce of jump ropes fill the room.This is my hideaway—a place where every strike and kick is a conversation with myself. 展开更多
关键词 jump ropes focused effort dim light SWEAT rhythmic pounding studio gloves BAGS
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Finger tracking for wearable VR glove using flexible rack mechanism
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作者 Roshan THILAKARATHNA Maroay PHLERNJAI 《虚拟现实与智能硬件(中英文)》 2025年第1期1-25,共25页
Background With the increasing prominence of hand and finger motion tracking in virtual reality(VR)applications and rehabilitation studies,data gloves have emerged as a prevalent solution.In this study,we developed an... Background With the increasing prominence of hand and finger motion tracking in virtual reality(VR)applications and rehabilitation studies,data gloves have emerged as a prevalent solution.In this study,we developed an innovative,lightweight,and detachable data glove tailored for finger motion tracking in VR environments.Methods The glove design incorporates a potentiometer coupled with a flexible rack and pinion gear system,facilitating precise and natural hand gestures for interaction with VR applications.Initially,we calibrated the potentiometer to align with the actual finger bending angle,and verified the accuracy of angle measurements recorded by the data glove.To verify the precision and reliability of our data glove,we conducted repeatability testing for flexion(grip test)and extension(flat test),with 250 measurements each,across five users.We employed the Gage Repeatability and Reproducibility to analyze and interpret the repeatable data.Furthermore,we integrated the gloves into a SteamVR home environment using the OpenGlove auto-calibration tool.Conclusions The repeatability analysis revealed an aggregate error of 1.45 degrees in both the gripped and flat hand positions.This outcome was notably favorable when compared with the findings from assessments of nine alternative data gloves that employed similar protocols.In these experiments,users navigated and engaged with virtual objects,underlining the glove's exact tracking of finger motion.Furthermore,the proposed data glove exhibited a low response time of 17-34 ms and back-drive force of only 0.19 N.Additionally,according to a comfort evaluation using the Comfort Rating Scales,the proposed glove system is wearable,placing it at the WL1 level. 展开更多
关键词 Finger tracking Virtual reality Data glove Hand gesture Rack and pinion
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A tactile glove for object recognition based on palmar pressure and joint bending strain sensing
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作者 ZHANG Xuefeng ZHANG Shaojie +1 位作者 CHEN Xin ZHANG Jinhua 《Journal of Measurement Science and Instrumentation》 2025年第2期173-185,共13页
With the rapid development of flexible electronics,the tactile systems for object recognition are becoming increasingly delicate.This paper presents the design of a tactile glove for object recognition,integrating 243... With the rapid development of flexible electronics,the tactile systems for object recognition are becoming increasingly delicate.This paper presents the design of a tactile glove for object recognition,integrating 243 palm pressure units and 126 finger joint strain units that are implemented by piezoresistive Velostat film.The palm pressure and joint bending strain data from the glove were collected using a two-dimensional resistance array scanning circuit and further converted into tactile images with a resolution of 32×32.To verify the effect of tactile data types on recognition precision,three datasets of tactile images were respectively built by palm pressure data,joint bending strain data,and a tactile data combing of both palm pressure and joint bending strain.An improved residual convolutional neural network(CNN)model,SP-ResNet,was developed by light-weighting ResNet-18 to classify these tactile images.Experimental results show that the data collection method combining palm pressure and joint bending strain demonstrates a 4.33%improvement in recognition precision compared to the best results obtained by using only palm pressure or joint bending strain.The recognition precision of 95.50%for 16 objects can be achieved by the presented tactile glove with SP-ResNet of less computation cost.The presented tactile system can serve as a sensing platform for intelligent prosthetics and robot grippers. 展开更多
关键词 tactile glove object recognition Velostat joint bending strain sensors palmar pressure sensors convolutional neural network
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Upholding Academic Integrity amidst Advanced Language Models: Evaluating BiLSTM Networks with GloVe Embeddings for Detecting AI-Generated Scientific Abstracts
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作者 Lilia-Eliana Popescu-Apreutesei Mihai-Sorin Iosupescu +1 位作者 Sabina Cristiana Necula Vasile-Daniel Pavaloaia 《Computers, Materials & Continua》 2025年第8期2605-2644,共40页
The increasing fluency of advanced language models,such as GPT-3.5,GPT-4,and the recently introduced DeepSeek,challenges the ability to distinguish between human-authored and AI-generated academic writing.This situati... The increasing fluency of advanced language models,such as GPT-3.5,GPT-4,and the recently introduced DeepSeek,challenges the ability to distinguish between human-authored and AI-generated academic writing.This situation is raising significant concerns regarding the integrity and authenticity of academic work.In light of the above,the current research evaluates the effectiveness of Bidirectional Long Short-TermMemory(BiLSTM)networks enhanced with pre-trained GloVe(Global Vectors for Word Representation)embeddings to detect AIgenerated scientific Abstracts drawn from the AI-GA(Artificial Intelligence Generated Abstracts)dataset.Two core BiLSTM variants were assessed:a single-layer approach and a dual-layer design,each tested under static or adaptive embeddings.The single-layer model achieved nearly 97%accuracy with trainable GloVe,occasionally surpassing the deeper model.Despite these gains,neither configuration fully matched the 98.7%benchmark set by an earlier LSTMWord2Vec pipeline.Some runs were over-fitted when embeddings were fine-tuned,whereas static embeddings offered a slightly lower yet stable accuracy of around 96%.This lingering gap reinforces a key ethical and procedural concern:relying solely on automated tools,such as Turnitin’s AI-detection features,to penalize individuals’risks and unjust outcomes.Misclassifications,whether legitimate work is misread as AI-generated or engineered text,evade detection,demonstrating that these classifiers should not stand as the sole arbiters of authenticity.Amore comprehensive approach is warranted,one which weaves model outputs into a systematic process supported by expert judgment and institutional guidelines designed to protect originality. 展开更多
关键词 AI-GA dataset bidirectional LSTM GloVe embeddings AI-generated text detection academic integrity deep learning OVERFITTING natural language processing
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基于GloVe词向量与卷积神经网络的文本类主观题自动评分算法
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作者 祁长生 张中锋 《移动信息》 2025年第12期141-143,共3页
在线考试是教育信息化发展的重要组成部分,当前其客观题自动评分已较为成熟,但主观题自动评分仍面临着诸多挑战。文中提出了一种基于GloVe词向量与卷积神经网络的文本类主观题自动评分算法。首先,利用GloVe模型对文本类作答主观题答案... 在线考试是教育信息化发展的重要组成部分,当前其客观题自动评分已较为成熟,但主观题自动评分仍面临着诸多挑战。文中提出了一种基于GloVe词向量与卷积神经网络的文本类主观题自动评分算法。首先,利用GloVe模型对文本类作答主观题答案进行词向量表示,然后使用CNN进行特征提取和语义建模,最后通过注意力机制进行加权融合得到最终评分。在真实考试数据集上的实验表明,该方法在准确性、鲁棒性等方面优于传统评分算法,为在线考试主观题自动评分提供了新的思路。 展开更多
关键词 GloVe词向量 卷积神经网络 注意力机制 在线考试
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基于专利文本语义距离的跨领域关键共性技术识别方法研究 被引量:8
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作者 苗红 张惠钊 +2 位作者 林昭颍 吴菲菲 沈蕾 《情报杂志》 CSSCI 北大核心 2023年第8期90-95,共6页
[研究目的]跨领域关键共性技术强调技术的跨领域关联与主导作用,对其识别将为政府推动跨产业跨领域创新、提前布局相关技术领域提供决策支持。[研究方法]首先,运用GloVe模型向量化专利文本,按照专利与技术领域的语义接近程度划分专利所... [研究目的]跨领域关键共性技术强调技术的跨领域关联与主导作用,对其识别将为政府推动跨产业跨领域创新、提前布局相关技术领域提供决策支持。[研究方法]首先,运用GloVe模型向量化专利文本,按照专利与技术领域的语义接近程度划分专利所属领域;其次,基于GMM算法提取各领域技术主题,依据技术主题之间的语义距离,构建技术主题关联网络;最后,利用漏斗模型,依据技术主题的共性指标、跨领域指标、关键性指标筛选出跨领域关键共性技术。[研究结论]运用养老科技领域专利数据进行实证研究,结果显示“智能控制辅助技术”“无接触式躯体感知技术”“沟通与信息辅助技术”“适用性技术”为跨领域关键共性技术,通过比对国家相关政策内容,验证了方法的有效性。 展开更多
关键词 跨领域关键共性技术 技术识别 GloVe模型 专利分析
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基于GloVe词向量的“技术——应用”发现研究 被引量:6
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作者 吉久明 施陈炜 +1 位作者 李楠 康健 《现代情报》 CSSCI 2019年第4期13-22,共10页
[目的/意义]本文探讨挖掘技术和应用间的关联关系,便于把握技术的目标应用场景和了解应用需求的可选技术方案,为技术转化提供基础。[方法/过程]首先,建立基于改进GloVe词向量的"技术——应用"发现模型,提出改进词向量的算法;... [目的/意义]本文探讨挖掘技术和应用间的关联关系,便于把握技术的目标应用场景和了解应用需求的可选技术方案,为技术转化提供基础。[方法/过程]首先,建立基于改进GloVe词向量的"技术——应用"发现模型,提出改进词向量的算法;然后,以机器学习技术为例,获取该领域学术论文文摘数据,预处理后建立训练文本集合,再使用改进GloVe模型训练获得词向量;最后,对词向量聚类获得"技术"和"应用"类词汇集,通过共现获得两者之间的关联并分析。[结果/结论]实验结果表明,本文改进GloVe模型后训练的词向量性能获得提升,聚类效果好,最终实现"技术——应用"的关联分析。 展开更多
关键词 词向量 GloVe模型 文本聚类 共现分析
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基于GloVe-BiLSTM的在线研讨信息分类模型研究 被引量:8
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作者 易明 李藿然 刘继月 《情报理论与实践》 CSSCI 北大核心 2022年第9期173-179,172,共8页
[目的/意义]把握并识别在线研讨信息类型,有助于研讨用户快速获取研讨信息、减轻认知负担、形成对研讨状态的正确判断,从而提升研讨效率。[方法/过程]基于深度学习的文本语义理解和挖掘,构建在线研讨信息分类识别的深度学习组合模型GloV... [目的/意义]把握并识别在线研讨信息类型,有助于研讨用户快速获取研讨信息、减轻认知负担、形成对研讨状态的正确判断,从而提升研讨效率。[方法/过程]基于深度学习的文本语义理解和挖掘,构建在线研讨信息分类识别的深度学习组合模型GloVe-BiLSTM,进行在线研讨信息的自动化分类预测。利用GloVe对待分类文本进行训练,以获得字词级别的向量,再将词向量输入BiLSTM层提取语义特征,最后输入新的在线研讨文本以得到分类预测的最终结果。[结果/结论]针对CMV社区在线研讨信息的实验表明,构建的GloVe-BiLSTM组合模型在分类准确率、精确率、召回率、F1值等方面均具有出色表现,能够有效实现在线研讨信息的类型分类,为在线研讨社区服务优化提供参考。 展开更多
关键词 在线研讨信息 深度学习 BiLSTM模型 GloVe模型 信息分类
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基于GloVe模型和注意力机制Bi-LSTM的文本分类方法 被引量:10
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作者 周燕 《电子测量技术》 北大核心 2022年第7期42-47,共6页
为了提高文本分类的准确性,扩展分类任务的多样性,提出一种结合一维卷积神经网络(1D-CNN)和双向长短期记忆网络(Bi-LSTM)的文本分类方法。首先,为了解决近义词、多义词的表征困难,采用GloVe模型表示词特征,充分利用全局信息和共现窗口... 为了提高文本分类的准确性,扩展分类任务的多样性,提出一种结合一维卷积神经网络(1D-CNN)和双向长短期记忆网络(Bi-LSTM)的文本分类方法。首先,为了解决近义词、多义词的表征困难,采用GloVe模型表示词特征,充分利用全局信息和共现窗口的优势。然后,利用1D-CNN进行特征提取,以降低分类器或预测模型的输入特征维数。最后,对分类模块Bi-LSTM进行优化,其隐藏层由两个残差块组成,并引入注意力机制进一步改善预测的准确度。在多个公开数据集中进行二元分类和多元主题分类实验。实验结果表明,与其他优秀方法相比,所提方法在准确率、召回率和F1得分方面的性能更优,最高准确度达92.5%,最高F1得分为91.3%。 展开更多
关键词 文本分类 GloVe模型 一维卷积神经网络 双向长短期记忆网络 注意力
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Simulated Microbe Removal around Finger Rings Using Different Hand Sanitation Methods 被引量:1
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作者 Archana A. Alur Madhavi J. Rane +2 位作者 James P. Scheetz Douglas J. Lorenz Lawrence Gettleman 《International Journal of Oral Science》 SCIE CAS CSCD 2009年第3期136-142,共7页
Aim It is our opinion that the CDC and the WHO have underestimated cross-contamination under examination gloves in dental clinics while wearing jewelry, such as finger rings. These agencies only "recommend" removing... Aim It is our opinion that the CDC and the WHO have underestimated cross-contamination under examination gloves in dental clinics while wearing jewelry, such as finger rings. These agencies only "recommend" removing jewelry, and only washing hands for 15 seconds with soap and warm water before donning gloves. This study examined several washing procedures and finger rings using simulated microbes. Methodology A gloved robber hand manikin was made and fitted with a flesh disposable vinyl glove. Four fingers were fitted with rings or no ring, dusted with simulated microbes, and washed with a scrub brush for 5, 15, and 25 seconds under 20℃ and 40℃ water alone, or with liquid hand soap. Light levels (in lux) of fluorescent powder before and after washing were measured and delta scores calculated for changes in light levels, equivalent to effectiveness of hand washing procedures. A full-factorial, 3-factor analysis of variance (ANOVA) was used to test for differences among levels of the three study factors-time, temperature, and soap use. Tukey's post hoc honestly significant difference (HSD) test was applied to significant factors to examine pair-wise differences between factor levels. Results It was found that the longer the hands with rings were washed with a scrub brush under flowing water, the more simulated microbes were removed. By 25 seconds, all methods were essentially the same. Simulated microbes were more difficult to remove from the palm compared to the back of the hand. The liquid hand soap used in this study was more effective with warm water than cold. When given a choice of washing with cold water up to 15 seconds, it would be preferable not to use soap to remove simulated microbes. Qualitatively, the outer surface of finger rings were more effectively cleaned than the crevice below the ring, and the ring with a stone setting appeared to accumulate and retain simulated microbes more than other rings. Conclusion The most effective treatment was washing with warm water and liquid soap. Longer times were more effective. Rings should not be worn under examination gloves due to difficulty cleaning in the crevice under the ring, and the well-known consequences of cross-contamination between the patient and the health care worker. 展开更多
关键词 dental exam gloves finger ring jewelry crosscontamination hand hygiene microbes fluorescent powder dental health care workers
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融合LDA和GloVe模型的病症文本聚类算法 被引量:2
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作者 吴迪 赵玉凤 《河北工程大学学报(自然科学版)》 CAS 2022年第1期92-98,共7页
针对隐含狄利克雷分布(LDA)模型特征提取时忽略语义信息的问题,提出一种融合LDA和全局文本表示(GloVe)模型的病症文本聚类算法LG&K-Medoide。首先,利用LDA对病症文本数据建模,采用JS(Jensen-Shannon)距离计算文本相似度;其次,利用Gl... 针对隐含狄利克雷分布(LDA)模型特征提取时忽略语义信息的问题,提出一种融合LDA和全局文本表示(GloVe)模型的病症文本聚类算法LG&K-Medoide。首先,利用LDA对病症文本数据建模,采用JS(Jensen-Shannon)距离计算文本相似度;其次,利用GloVe对病症文本数据建模获取词向量,根据病症词性贡献度,对词向量权重进行标注,采用余弦距离计算基于GloVe建模加权的文本相似度;最后,将两种相似度进行结合,改进距离公式,实现K-Medoide聚类。实验结果表明,LG&K-Medoide算法较基于LDA,LDA+TF-IDF,LDA+Word2Vec模型的聚类算法具有较高的精度。 展开更多
关键词 病症文本 LDA GLOVE 相似度结合 聚类
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