AirExplorer: visual exploration of air quality data based on time-series querying

作者: Dezhan Qu , Xiaoli Lin , Ke Ren , Quanle Liu , Huijie Zhang

DOI: 10.1007/S12650-020-00683-6

关键词: Air quality indexMultivariable calculusPerspective (graphical)Environmental issueAir pollutionData miningComputer scienceDynamic time warpingSeries (mathematics)Sketch

摘要: Air pollution has become an important environmental issue, attracting more and attention from many scholars experts recently. Understanding air quality patterns in urban areas is essential for prevention treatment. However, most existing studies usually cannot effectively capture large-scale data, due to lacking effective interaction approaches intuitive methods that reveal sequential multivariable information. In this paper, we present AirExplorer, a novel visual analysis system providing abundant interactive ways views help users explore the time-varying of data. We design time-embedded RadViz view not only shows relationship between data attributes, but also puts temporal variations among observation stations into perspective. Furthermore, suggest time-series querying algorithm, which combines hierarchical Piecewise Linear Representation Dynamic Time Warping, query interest accurately by sketch-based interaction. The experiment results based on real dataset demonstrate our method can understand spatial-temporal multi-dimensional characteristics discover some potential laws patterns. AirExplorer with easy-to-use interactions improve efficiency analyzing

参考文章(30)
D.H. Ballard, Generalizing the hough transform to detect arbitrary shapes Pattern Recognition. ,vol. 13, pp. 714- 725 ,(1987) , 10.1016/0031-3203(81)90009-1
James Clifford, Donald J. Berndt, Using dynamic time warping to find patterns in time series knowledge discovery and data mining. pp. 359- 370 ,(1994)
Rakesh Agrawal, Christos Faloutsos, Arun Swami, None, Efficient Similarity Search In Sequence Databases FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms. pp. 69- 84 ,(1993) , 10.1007/3-540-57301-1_5
Fangfang Zhou, Wei Huang, Juncai Li, Yezi Huang, Yang Shi, Ying Zhao, Extending Dimensions in Radviz based on mean shift ieee pacific visualization symposium. pp. 111- 115 ,(2015) , 10.1109/PACIFICVIS.2015.7156365
Luigi Di Caro, Vanessa Frias-Martinez, Enrique Frias-Martinez, Analyzing the role of dimension arrangement for data visualization in radviz knowledge discovery and data mining. pp. 125- 132 ,(2010) , 10.1007/978-3-642-13672-6_13
Dominik Jackle, Fabian Fischer, Tobias Schreck, Daniel A. Keim, Temporal MDS Plots for Analysis of Multivariate Data IEEE Transactions on Visualization and Computer Graphics. ,vol. 22, pp. 141- 150 ,(2016) , 10.1109/TVCG.2015.2467553
Manuel Rubio-Sanchez, Laura Raya, Francisco Diaz, Alberto Sanchez, A comparative study between RadViz and Star Coordinates IEEE Transactions on Visualization and Computer Graphics. ,vol. 22, pp. 619- 628 ,(2016) , 10.1109/TVCG.2015.2467324
Warren S. Torgerson, Multidimensional scaling: I. Theory and method Psychometrika. ,vol. 17, pp. 401- 419 ,(1952) , 10.1007/BF02288916
J. Illingworth, J. Kittler, A survey of the Hough transform Graphical Models \/graphical Models and Image Processing \/computer Vision, Graphics, and Image Processing. ,vol. 44, pp. 87- 116 ,(1988) , 10.1016/S0734-189X(88)80033-1
Lixin Li, Peter Revesz, Interpolation Methods for Spatio-Temporal Geographic Data Computers, Environment and Urban Systems. ,vol. 28, pp. 201- 227 ,(2004) , 10.1016/S0198-9715(03)00018-8