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Network Modelling and Visualisation Analysis of the Undergraduate Dental Curriculum System in China
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作者 Qian Ren Xiao Peng +5 位作者 Xiaoyu Liu Qiao Zheng Ting He Die Hu Xuelian Jiang Linglin Zhang 《Journal of Computer and Communications》 2021年第6期38-51,共14页
<strong>Objectives:</strong> This study aims to present the characteristics of the undergraduate dental curriculum system using network modelling and visualisation analysis based on complex network theory,... <strong>Objectives:</strong> This study aims to present the characteristics of the undergraduate dental curriculum system using network modelling and visualisation analysis based on complex network theory, thus providing a theoretical foundation for the course development and curriculum reform. <strong>Methods:</strong> The correlation coefficient was used to quantify the intensity of the correlation between courses, and a visualisation complex network of the dental curriculum was built to explore the curriculum pattern from a dynamic perspective. Further, the statistical measurements of curriculum network were adopted to express the most relevant topological features. Subsequently, the minimum spanning tree and parallel coordinates plot were drawn to explore the curriculum community structure, quantify the key courses, and present different courses in time and space relationships. <strong>Results:</strong> The correlation analysis results show that the courses are closely related to each other. The main courses focus on pathology, pathophysiology, oral anatomy and physiology, closely connecting almost all medicine-related courses. The whole course network has an average degree value of 41.53, and a clustering coefficient of 0.78, indicating an obvious small-world characteristic. From the perspective of curriculum attributes, the number of public and theoretical courses was more than that of skills and practical courses. Moreover, the academic performance of skills and practical courses was lower than that of public and theoretical courses. <strong>Conclusion:</strong> The undergraduate dental courses have a progressive structure from basic professional knowledge to professional skills, which is reasonable for the dental education in China. However, some efforts towards curriculum reform based on this study are needed. 展开更多
关键词 Complex Network Dental Education CURRICULUM Data visualisation Educational Data Mining
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Oil Streak Visualisation of Fluid Flow Over Single D-Type Cylinder
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作者 Astu Pudjanarsa Herman Sasongko 《World Journal of Mechanics》 2012年第4期197-202,共6页
An experimental study on the effect of cut angle on circular cylinders to the drag force is performed. Six cylinders were cut at different angles and the air flow impinges perpendicular to the cut surface of the cylin... An experimental study on the effect of cut angle on circular cylinders to the drag force is performed. Six cylinders were cut at different angles and the air flow impinges perpendicular to the cut surface of the cylinder. The cut angles applied include: 0°, 30°, 45°, 53°, 55°, and 75°. The shear layer visualisation on the surface of cylinder was conducted as well. Drag force was measured using a wind tunnel force balance and the wind speed was set so that a corresponding Rey-nolds number of 5.3 × 104 was achieved. Visualisation was carried out by covering the cylinder with paper wetted by mixture of oil and titanium dioxide powder. Experimental results show that drag force has similar trend to that of previous experiment results. The minimum drag coefficient is attained at the cut angle of 53°. From oil streak visualisation the streamlines pattern of the flow over the cylinder could be reconstructed. 展开更多
关键词 CUT Angle Drag Force visualisation STREAMLINE
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Visualisation and Heat Transfer Performance of Mini-Channel Flat Heat Pipe with a Binary Mixture
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作者 FAN Gaoting TANG Aikun +3 位作者 CAI Tao SHAN Chunxian PAN Jun JIN Yi 《Journal of Thermal Science》 SCIE EI CAS CSCD 2024年第5期1712-1725,共14页
To unravel the intricacies of two-phase gas-liquid flow characteristics and heat transfer behavior,an array mini-channel gravity plate heat pipe(AMGPHP)is proposed in this work,which allows for observing the internal ... To unravel the intricacies of two-phase gas-liquid flow characteristics and heat transfer behavior,an array mini-channel gravity plate heat pipe(AMGPHP)is proposed in this work,which allows for observing the internal changes in the state of the working fluids.The flow patterns such as pool flow,columnar flow,and slug flow,are experimentally explored and analyzed in detail.It is found that the optimal volume fill ratio is 20%by utilizing start-up time and thermal resistance as performance evaluation metrics.With this fill ratio,a medium optimization strategy by blending ethanol within R141b is proposed and evaluated.In comparison to pure working fluids,the heat transfer performance of AMGFHP in the binary fluid has been significantly augmented due to temperature and concentration shifts resulting from disparate boiling points.Under the 10%volume fraction ethanol blending condition,the equivalent thermal conductivity of the heat pipe is dramatically elevated,with a value of 3110 W/(m·℃),along with the reduction of the minimum start-up power to 4 W.In general,applying such a medium to heat pipes has considerable potential in practical applications. 展开更多
关键词 flat heat pipe MINI-CHANNEL visualisation two-phase flow binary mixtures thermal performance
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The Data Visualisation and Immersive Analytics Research Lab at Monash University
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作者 Tim Dwyer Maxime Cordeil +6 位作者 Tobias Czauderna Pari Delir Haghighi Barrett Ens Sarah Goodwin Bernhard Jenny Kim Marriott Michael Wybrow 《Visual Informatics》 EI 2020年第4期41-49,共9页
This article reviews two decades of research in topics in Information Visualisation emerging from the Data Visualisation and Immersive Analytics Lab at Monash University Australia(Monash IA Lab).The lab has been influ... This article reviews two decades of research in topics in Information Visualisation emerging from the Data Visualisation and Immersive Analytics Lab at Monash University Australia(Monash IA Lab).The lab has been influential with contributions in algorithms,interaction techniques and experimental results in Network Visualisation,Interactive Optimisation and Geographic and Cartographic visualisation.It has also been a leader in the emerging topic of Immersive Analytics,which explores natural interactions and immersive display technologies in support of data analytics.We reflect on advances in these areas but also sketch our vision for future research and developments in data visualisation more broadly. 展开更多
关键词 Immersive Analytics Data visualisation Network visualisation Cartographic visualisation Interactive optimisation
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Design and development of a web-based 3D cadastral visualisation prototype 被引量:2
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作者 Davood Shojaei Abbas Rajabifard +2 位作者 Mohsen Kalantari Ian D.Bishop Ali Aien 《International Journal of Digital Earth》 SCIE EI CSCD 2015年第7期538-557,共20页
Three-dimensional(3D)developments of land,such as complex high-rises,put enormous pressure on current land administration systems that have ad hoc approaches to 3D property management.These approaches are unable to su... Three-dimensional(3D)developments of land,such as complex high-rises,put enormous pressure on current land administration systems that have ad hoc approaches to 3D property management.These approaches are unable to support effective 3D storage,analysis and visualisation of property information.Effective visualisation is one of the essential components in realisation of a truly 3D cadastre.Currently,several 3D visualisation applications and cadastral prototypes have been developed around the world.However,they do not effectively represent ownership information in 3D because they have not been developed based on 3D cadastral visualisation requirements.After candidate 3D visualisation solutions were compared with user-derived visualisation criteria,a web-based 3D visualisation prototype was designed and developed.The functionality,usability and efficiency of the prototype were evaluated by potential users involved in the registration and management of property.While there was a high level of enthusiasm for the features of the prototype,the results also suggest further directions for development of 3D cadastral visualisation. 展开更多
关键词 3D visualisation 3D cadastre WEBGL legal objects physical objects 3D cadastral visualisation
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Exploring the limits of complexity: A survey of empirical studies on graph visualisation 被引量:3
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作者 Vahan Yoghourdjian Daniel Archambault +4 位作者 Stephan Diehl Tim Dwyer Karsten Klein Helen C.Purchase Hsiang-Yun Wu 《Visual Informatics》 EI 2018年第4期264-282,共19页
For decades,researchers in information visualisation and graph drawing have focused on developing techniques for the layout and display of very large and complex networks.Experiments involving human participants have ... For decades,researchers in information visualisation and graph drawing have focused on developing techniques for the layout and display of very large and complex networks.Experiments involving human participants have also explored the readability of different styles of layout and representations for such networks.In both bodies of literature,networks are frequently referred to as being‘large’or‘complex’,yet these terms are relative.From a human-centred,experiment point-of-view,what constitutes‘large’(for example)depends on several factors,such as data complexity,visual complexity,and the technology used.In this paper,we survey the literature on human-centred experiments to understand how,in practice,different features and characteristics of node–link diagrams affect visual complexity. 展开更多
关键词 Graph visualisation Network visualisation node-link diagrams Cognitive scalability EVALUATIONS Empirical studies
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Fundamental error in tree-based machine learning model selection for reservoir characterisation
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作者 Daniel Asante Otchere 《Energy Geoscience》 EI 2024年第2期214-224,共11页
Over the past two decades,machine learning techniques have been extensively used in predicting reservoir properties.While this approach has significantly contributed to the industry,selecting an appropriate model is s... Over the past two decades,machine learning techniques have been extensively used in predicting reservoir properties.While this approach has significantly contributed to the industry,selecting an appropriate model is still challenging for most researchers.Relying solely on statistical metrics to select the best model for a particular problem may not always be the most effective approach.This study encourages researchers to incorporate data visualization in their analysis and model selection process.To evaluate the suitability of different models in predicting horizontal permeability in the Volve field,wireline logs were used to train Extra-Trees,Ridge,Bagging,and XGBoost models.The Random Forest feature selection technique was applied to select the relevant logs as inputs for the models.Based on statistical metrics,the Extra-Trees model achieved the highest test accuracy of 0.996,RMSE of 19.54 mD,and MAE of 3.18 mD,with XGBoost coming in second.However,when the results were visualised,it was discovered that the XGBoost model was more suitable for the problem being tackled.The XGBoost model was a better predictor within the sandstone interval,while the Extra-Trees model was more appropriate in non-sandstone intervals.Since this study aims to predict permeability in the reservoir interval,the XGBoost model is the most suitable.These contrasting results demonstrate the importance of incorporating data visualisation techniques as an evaluation metric.Given the heterogeneity of the subsurface,relying solely on statistical metrics may not be sufficient to determine which model is best suited for a particular problem. 展开更多
关键词 Data visualisation PERMEABILITY Machine learning Statistical metrics
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Exploring the Applications of Digital Twin Technology in Enhancing Sustainability in Civil Engineering:A Review
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作者 Jiamin Huang Ping Wu +2 位作者 Wangxin Li Jun Zhang Yidong Xu 《Structural Durability & Health Monitoring》 EI 2024年第5期577-598,共22页
With the advent of the big data era and the rise of Industrial Revolution 4.0,digital twins(DTs)have gained sig-nificant attention in various industries.DTs offer the opportunity to combine the physical and digital wor... With the advent of the big data era and the rise of Industrial Revolution 4.0,digital twins(DTs)have gained sig-nificant attention in various industries.DTs offer the opportunity to combine the physical and digital worlds and aid the digital transformation of the civil engineering industry.In this paper,605 documents obtained from the search werefirst analysed using CiteSpace for literature visualisation,and an author co-occurrence network,a keyword co-occurrence network,and a keyword clustering set were obtained.Next,through a literature review of 86 papers,this paper summarises the current status of DT application in civil engineering based on a review of the origins,concepts,and implementation techniques of DTs,and it introduces the application of DTs in the full project lifecycle.This study shows that DTs have great potential to address many of the challenges faced by civil engineering.In this regard,the paper also presents some thoughts on the future directions of DT research. 展开更多
关键词 Digital twins civil engineering full lifecycle literature visualisation analysis
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3D visualisations in simulations of future land use:exploring the possibilities of new,standard visualisation tools 被引量:1
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作者 J.Rodrıguez Lloret N.Omtzigt +1 位作者 E.Koomen F.S.de Blois 《International Journal of Digital Earth》 SCIE 2008年第1期148-154,I0010,共8页
Three-dimensional(3D)visualisations are an interesting method for representing model outcomes.Most visualisation techniques require expensive software and a lot of time to create them.When the visualisations need to b... Three-dimensional(3D)visualisations are an interesting method for representing model outcomes.Most visualisation techniques require expensive software and a lot of time to create them.When the visualisations need to be adapted frequently,a faster and more flexible method is needed.The first step of the proposed model is to create the 3D elements.These elements are combined with the base map,and distributed to the public using Google Earth.Both freely available and commercial software are used in this process. 展开更多
关键词 three-dimensional visualisations visualisation techniques Google Earth
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Interactive labelling of a multivariate dataset for supervised machine learning using linked visualisations,clustering,and active learning 被引量:4
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作者 Mohammad Chegini Jürgen Bernard +3 位作者 Philip Berger Alexei Sourin Keith Andrews Tobias Schreck 《Visual Informatics》 EI 2019年第1期9-17,共9页
Supervised machine learning techniques require labelled multivariate training datasets.Many approaches address the issue of unlabelled datasets by tightly coupling machine learning algorithms with interactive visuali... Supervised machine learning techniques require labelled multivariate training datasets.Many approaches address the issue of unlabelled datasets by tightly coupling machine learning algorithms with interactive visualisations.Using appropriate techniques,analysts can play an active role in a highly interactive and iterative machine learning process to label the dataset and create meaningful partitions.While this principle has been implemented either for unsupervised,semi-supervised,or supervised machine learning tasks,the combination of all three methodologies remains challenging.In this paper,a visual analytics approach is presented,combining a variety of machine learning capabilities with four linked visualisation views,all integrated within the mVis(multivariate Visualiser)system.The available palette of techniques allows an analyst to perform exploratory data analysis on a multivariate dataset and divide it into meaningful labelled partitions,from which a classifier can be built.In the workflow,the analyst can label interesting patterns or outliers in a semi-supervised process supported by active learning.Once a dataset has been interactively labelled,the analyst can continue the workflow with supervised machine learning to assess to what degree the subsequent classifier has effectively learned the concepts expressed in the labelled training dataset.Using a novel technique called automatic dimension selection,interactions the analyst had with dimensions of the multivariate dataset are used to steer the machine learning algorithms.A real-world football dataset is used to show the utility of mVis for a series of analysis and labelling tasks,from initial labelling through iterations of data exploration,clustering,classification,and active learning to refine the named partitions,to finally producing a high-quality labelled training dataset suitable for training a classifier.The tool empowers the analyst with interactive visualisations including scatterplots,parallel coordinates,similarity maps for records,and a new similarity map for partitions. 展开更多
关键词 Labelling CLUSTERING CLASSIFICATION Active learning Multivariate data visualisation
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Application of 3D Printing and WebGL-Based 3D Visualisation Technology in Imaging Teaching of Ankle Joints 被引量:3
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作者 LI Xiaomin DAI Xiaoqing +5 位作者 GUO Jiuhong QU Yang WU Bing LIU Siyu WAN Daqian AI Songtao 《Journal of Shanghai Jiaotong university(Science)》 EI 2021年第3期319-324,共6页
With the rapid development of medical technology,3D printing technology with realistic representation can perfectly display static human anatomy,while 3D visualisation technology based on Web Graphics Library(WebGL)ca... With the rapid development of medical technology,3D printing technology with realistic representation can perfectly display static human anatomy,while 3D visualisation technology based on Web Graphics Library(WebGL)can promote the rigid replication characteristics of traditional teaching models and express the dynamic spatial relationship between different anatomical structures.Medical students traditionally have less cognition of ankle ligament sprains.In this study,computed tomography(CT)and magnetic resonance imaging(MRI)data of the ankle joints of volunteers were used to print models of the ankle bone,tendon,and ligament using 3D printing technology,and a real-time interactive 3D digital model of the functional ankle joint was designed using 3D visualisation based on WebGL and 2D image real-time rendering technology for interactive teaching.The utility of the 3D printing model combined with the WebGL-based 3D digital teaching model was evaluated in comparison with traditional teaching methods in 24 medical students.The results showed that the total score of students in the experimental group(mean±SD,79.48±12.93)was significantly better than that of the control group(61.00±14.94)with P<0.05.The practical test scores of the experimental group(18.00±2.70)were significantly higher than those of the control group(13.67±4.96)with P<0.05.In the satisfaction survey,the feedback questionnaire showed that the interactive teaching model of 3D printing technology combined with WebGL-based 3D visualisation technology was recognised by students in terms of quality and overall satisfaction.In addition,female students who used 3D printing combined with WebGL-based 3D visualisation technology as learning aids had a greater difference in practical test scores from the control group than male students.This study has demonstrated that the interactive teaching mode of 3D printing combined with WebGL-based 3D visualisation technology is beneficial to the teaching of medical imaging,enriching the learning experience of students,and increasing the interaction between teachers and students. 展开更多
关键词 visualisation 3D printing Web Graphics Library(WebGL) medical imaging ankle ligaments medical education interactive teaching
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Simulation and Visualisation of Functional Landscapes:Effects of the Water Resource Competition Between Plants 被引量:2
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作者 Vincent Le Chevalier Marc Jaeger +1 位作者 梅兴 Paul-Henry Cournède 《Journal of Computer Science & Technology》 SCIE EI CSCD 2007年第6期835-845,共11页
Vegetation ecosystem simulation and visualisation are challenging topics involving multidisciplinary aspects. In this paper, we present a new generic frame for the simulation of natural phenomena through manageable an... Vegetation ecosystem simulation and visualisation are challenging topics involving multidisciplinary aspects. In this paper, we present a new generic frame for the simulation of natural phenomena through manageable and interacting models. It focuses on the functional growth of large vegetal ecosystems, showing coherence for scales ranging from the individual plant to communities and with a particular attention to the effects of water resource competition between plants. The proposed approach is based on a model of plant growth in interaction with the environmental conditions. These are deduced from the climatic data (light, temperature, rainfall) and a model of soil hydrological budget. A set of layers is used to store the water resources and to build the interfaces between the environmental data and landscape components: temperature, rain, light, altitude, lakes, plant positions, biomass, cycles, etc. At the plant level, the simulation is performed for each individual by a structural-functional growth model, interacting with the plant's environment. Temperature is spatialised, changing according to altitude, and thus locally controls plant growth speed. The competition for water is based on a soil hydrological model taking into account rainfalls, water runoff, absorption, diffusion, percolation in soil. So far, the incoming light radiation is not studied in detail and is supposed constant. However, competition for light between plants is directly taken into account in the plant growth model. In our implementation, we propose a simple architecture for such a simulator and a simulation scheme to synchronise the water resource updating (on a temporal basis) and the plant growth cycles (determined by the sum of daily temperatures). The visualisation techniques are based on sets of layers, allowing both morphological and functional landscape views and providing interesting tools for ecosystem management. The implementation of the proposed frame leads to encouraging results that are presented and illustrate simple academic cases. 展开更多
关键词 landscape visualisation plant growth models natural phenomena simulation water cycle models
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Visualisation techniques to support public interpretation of future climate change and land-use choices:a case study from N-E Scotland
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作者 Chen Wang David Miller +2 位作者 Iain Brown Yang Jiang Marie Castellazzi 《International Journal of Digital Earth》 SCIE EI CSCD 2016年第6期586-605,共20页
Mitigating and adapting to climate change includes a requirement to evaluate the role of future land uses in delivering robust integrated responses that are sensitive to local landscape contexts.In practice,this empha... Mitigating and adapting to climate change includes a requirement to evaluate the role of future land uses in delivering robust integrated responses that are sensitive to local landscape contexts.In practice,this emphasises the need for community engagement,planning and inclusive decision-making.Community engagement may be potentially facilitated by the use of spatially explicit quantitative scenarios of landuse change in combination with interactive visualisation.This requires a coherent framework to integrate spatial data modelling,analytical capabilities and visualisation tools in a format that will also engage diverse public audiences.These challenges were explored with a case study of virtual landscapes from N-E Scotland that was used to test preferences for scenarios of future land use.Visualisations employed texture-based rendering rather than full photo-realistic rendering to facilitate interactivity and this provided additional scope for audiences to explore multiple future scenarios compared to the present landscape.Interactive voting in a virtual landscape theatre suggested preferences for visual diversity,good stewardship and perceived naturalness that should be considered in developing planned responses to change.Further investigation of preferences was conducted using interactive 3D features located within the landscape.Study findings are reviewed against objectives for inclusive engagement in the Digital Earth agenda and used to make further recommendations on the use of scenarios and visualisation tools.In particular,technical advances in user engagement need to be developed in conjunction with emerging good practice that addresses ethical,behavioural and inclusion issues so that the content is presented in as transparent and unbiased format as possible. 展开更多
关键词 Landscape visualisation geographic information systems land-use scenarios public participation knowledge exchange
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A prediction-oriented optimal design for visualisation recommender systems
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作者 Yingyan Zeng Xinwei Deng +1 位作者 Xiaoyu Chen Ran Jin 《Statistical Theory and Related Fields》 2021年第2期134-148,共15页
A good visualisation method can greatly enhance human-machine collaboration in target contexts.To aid the optimal selection of visualisations for users,visualisation recommender systems have been developed to provide ... A good visualisation method can greatly enhance human-machine collaboration in target contexts.To aid the optimal selection of visualisations for users,visualisation recommender systems have been developed to provide the right visualisation method to the right person given specific contexts.A visualisation recommender system often relies on a user study to collect data and conduct analysis to provide personalised recommendations.However,a user study without employing an effective experimental design is typically expensive in terms of time and cost.In this work,we propose a prediction-oriented optimal design to determine the user-task allocation in the user study for the recommendation of visualisation methods.The proposed optimal design will not only encourage the learning of the similarity embedded in the recommendation responses(i.e.,users’preference),but also improve the modelling accuracy of the similarities captured by the covariates of contexts(i.e.,task attributes).A simulation study and a real-data case study are used to evaluate the proposed optimal design. 展开更多
关键词 Design of experiments space-filling design user-task allocation V-optimality visualisation recommender system
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Visualisation and personalisation of multi-representations city models
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作者 Jérémy Gaillard Adrien Peytavie Gilles Gesquiére 《International Journal of Digital Earth》 SCIE 2020年第5期627-644,共18页
City models have a wide variety of uses that require different kind of data representation or data models.Having a dynamic model that enables picking the right representations(meshes,volumetric data,point cloud,etc.)c... City models have a wide variety of uses that require different kind of data representation or data models.Having a dynamic model that enables picking the right representations(meshes,volumetric data,point cloud,etc.)can prove useful to adapt an application to each user’s needs.In this paper,we present an original method to create personalised visualisations of 3D city models on the fly.By organising the server data in a hierarchy of tiles,we are able to generate personalised models based on the user’s preferences.These preferences take the shape of a set of rules that apply to each tile or city object and allow the user to choose which representation of the object to use depending on its position or semantic information(classification,height,etc.).Our method is designed around existing standards,guaranteeing the interoperability of the produced models. 展开更多
关键词 3D visualisation WEB GEOSPATIAL city model
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Three trajectories for narrative visualisation
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作者 Cameron Edmond Tomasz Bednarz 《Visual Informatics》 EI 2021年第2期26-40,共15页
Narrative Visualisation(NarVis)is the pairing of data visualisation with narrative techniques.Due to its interdisciplinary applications and scholarship,NarVis presentations often feature vastly different interpretatio... Narrative Visualisation(NarVis)is the pairing of data visualisation with narrative techniques.Due to its interdisciplinary applications and scholarship,NarVis presentations often feature vastly different interpretations of"narrative"and"visualisation",which is echoed in NarVis authoring tools.To map the morphology of how the narratives of NarVis manifest,we identify three different trajectories for the field.These trajectories are identified through an analysis of selected NarVis presentations and tools,with an emphasis on identifying how traditional narrative techniques are adopted,transposed or indeed challenged by NarVis examples.We then populate our categories with additional examples and tools,providing a foundational point of reference for NarVis scholars,authors and tool developers. 展开更多
关键词 visualisation Narrative techniques COMMUNICATION STORYTELLING Interaction design
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A bibliometric analysis and visualization of osteochondral lesions of talus (2004-2021)
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作者 Xiao-Jie Sun Shu-Long Wang +1 位作者 Zi-Dong Wang Zhao-Jun Chen 《Medical Data Mining》 2024年第3期17-25,共9页
Background:Osteochondral lesions of the talus(OLTs)are a significant challenge for foot and ankle specialists,which could cause pain and decrease patient function.Researchers can use the findings of this study to shap... Background:Osteochondral lesions of the talus(OLTs)are a significant challenge for foot and ankle specialists,which could cause pain and decrease patient function.Researchers can use the findings of this study to shape future directions for research by exploring global trends and hotspots in OLT.Methods:Web of Science Core Collection was used to retrieve literature related to OLT between 2004 and 2021.This report covers the current state of OLTs,such as publications,journals,trends,hotspots,and the performances of relevant countries,institutions and authors.The co-citation analysis,the coauthorship analysis,the cooccurrence analysis,and the bibliographic coupling analysis were conducted with the Bibliometrix R package,VOSviewer v1.6.10.0,and CiteSpace 5.8.R3.Results:During an 18-year review,717 articles and 76 review articles on OLT published from 2004 to 2021 were reviewed.The USA has made the largest contribution to the OLT-related literature,and a significant contribution has been made by Kennedy JG(48/6.05%)and van Dijk CN(30/3.78%).In terms of total link strength,Foot&Ankle International was the leading journal.Analysis showed that the global research hotspots of OLTs focused on the pathogenesis,diagnosis,clinical research,and surgical treatment of OLT.It would be significant to pay close attention to future research on osteochondral autograft transplantation and management,surgery,multidisciplinary integration and mechanisms of OLT,and its related diseases.Conclusions:The study provides information about the current status and hotspots of research in the domain of OLT over the past 18 years that will assist researchers in identifying potential perspectives on hot topics and research frontiers. 展开更多
关键词 bibliometric analysis HOTSPOTS osteochondral lesions of the talus TRENDS visualised analysis
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A machine learning approach for accelerated design of magnesium alloys. Part A:Alloy data and property space 被引量:3
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作者 M.Ghorbani M.Boley +1 位作者 P.N.H.Nakashima N.Birbilis 《Journal of Magnesium and Alloys》 SCIE EI CAS CSCD 2023年第10期3620-3633,共14页
Typically, magnesium alloys have been designed using a so-called hill-climbing approach, with rather incremental advances over the past century. Iterative and incremental alloy design is slow and expensive, but more i... Typically, magnesium alloys have been designed using a so-called hill-climbing approach, with rather incremental advances over the past century. Iterative and incremental alloy design is slow and expensive, but more importantly it does not harness all the data that exists in the field. In this work, a new approach is proposed that utilises data science and provides a detailed understanding of the data that exists in the field of Mg-alloy design to date. In this approach, first a consolidated alloy database that incorporates 916 datapoints was developed from the literature and experimental work. To analyse the characteristics of the database, alloying and thermomechanical processing effects on mechanical properties were explored via composition-process-property matrices. An unsupervised machine learning(ML) method of clustering was also implemented, using unlabelled data, with the aim of revealing potentially useful information for an alloy representation space of low dimensionality. In addition, the alloy database was correlated to thermodynamically stable secondary phases to further understand the relationships between microstructure and mechanical properties. This work not only introduces an invaluable open-source database, but it also provides, for the first-time data, insights that enable future accelerated digital Mg-alloy design. 展开更多
关键词 MAGNESIUM Alloy design Mg-alloy database Data analysis Data visualisation Unsupervised machine learning
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Visualising data distributions with kernel density estimation and reduced chi-squared statistic 被引量:8
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作者 C.J.Spencer C.Yakymchuk M.Ghaznavi 《Geoscience Frontiers》 SCIE CAS CSCD 2017年第6期1247-1252,共6页
The application of frequency distribution statistics to data provides objective means to assess the nature of the data distribution and viability of numerical models that are used to visualize and interpret data.Two c... The application of frequency distribution statistics to data provides objective means to assess the nature of the data distribution and viability of numerical models that are used to visualize and interpret data.Two commonly used tools are the kernel density estimation and reduced chi-squared statistic used in combination with a weighted mean.Due to the wide applicability of these tools,we present a Java-based computer application called KDX to facilitate the visualization of data and the utilization of these numerical tools. 展开更多
关键词 Data visualisation KERNEL DENSITY estimation REDUCED chi-squared statistic Mean SQUARE WEIGHTED deviation GEOSTATISTICS
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BIM-based construction technologies for precast foamed lightweight concrete wallboards 被引量:1
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作者 Lin Jiankang Chen Zhongfan +2 位作者 Ding Xiaomeng Feng Yan Zhang Jiaheng 《Journal of Southeast University(English Edition)》 EI CAS 2022年第3期270-277,共8页
To promote the visualisation and informatisation of the construction process of precast foamed lightweight concrete wallboards(PFLCWs),from the analysis of the construction requirements of PFLCWs,three key constructio... To promote the visualisation and informatisation of the construction process of precast foamed lightweight concrete wallboards(PFLCWs),from the analysis of the construction requirements of PFLCWs,three key construction technologies based on building information modelling(BIM),namely,parameterised modelling for the PFLCW layout design,drawing generation to draw the PFLCW layout and quantity statistics for extracting PFLCW quantities,are proposed.Then,a reinforced concrete(RC)frame infilled with PFLCW is considered the test model to verify the feasibility of the aforementioned technologies.The results show that PFLCW layout design can be accomplished rapidly and visually using parameterised modelling technology.The PFLCW layout diagram can be generated directly using drawing generation technology.The proposed quantity statistics technology enables the automatic export of PFLCW bills of quantities.The built parameterised model helps construction workers rapidly and intuitively understand the specific layout details of PFLCWs.Moreover,the generated layout drawing and the bills of quantities based on the parameterised model can guide the production and on-site installation of PFLCWs.The research conclusions can serve as a practical guide and technical support for PFLCW engineering applications. 展开更多
关键词 building information modelling(BIM) precast foamed lightweight concrete wallboard(PFLCW) construction visualisation and informatisation parameterised modelling quantity statistics
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