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Erschienen in: Journal of Visualization 1/2019

26.09.2018 | Regular Paper

Visual analysis of haze evolution and correlation in Beijing

verfasst von: Wenting Zhang, Yinqiao Wang, Qiong Zeng, Yunhai Wang, Guoning Chen, Tao Niu, Changhe Tu, Yi Chen

Erschienen in: Journal of Visualization | Ausgabe 1/2019

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Abstract

Haze is a hazardous atmospheric phenomenon that threatens human health and leads to severe economic problems. A number of weather factors are relevant to the emergence and evolvement of haze. In this paper, we present a visual analytics system for haze study, including its evolution and correlations to a number of weather factors. Specifically, we introduce a haze event detection algorithm based on common haze identification rules in meteorology using the PM2.5 concentration data. We develop a comparative visualization to consistently overview trends of scalar variables and wind directions, in which wind patterns are extracted via clustering streamlines at user-given sampling time. To study the correlation between wind and PM2.5, we decompose time steps into time intervals according to the temporal similarity of streamlines. Additionally, we develop a 1D function dissimilarity measurement to study the temporal correlation between PM2.5 concentrations and relevant weather factors, such as wind strength, relatively humidity and planetary boundary layer. Furthermore, we employ particle advection using pathline computation within the wind field to locate the origins and destinations of particles seeded in user-interested areas. We applied our system to study of a number of hazes occurring in January 2013 in Beijing, (China). Interpretations and evaluations from domain experts demonstrate the effectiveness of our system in facilitating haze study.

Graphical abstract

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Literatur
Zurück zum Zitat Berman F, Chien A, Cooper K, Dongarra J, Foster I, Gannon D, Johnsson L, Kennedy K, Kesselman C, Mellor-Crumme J (2001) The grads project: software support for high-level grid application development. Int J High Perform Comput Appl 15(4):327–344CrossRef Berman F, Chien A, Cooper K, Dongarra J, Foster I, Gannon D, Johnsson L, Kennedy K, Kesselman C, Mellor-Crumme J (2001) The grads project: software support for high-level grid application development. Int J High Perform Comput Appl 15(4):327–344CrossRef
Zurück zum Zitat Chen LWA, Chow JC, Doddridge BG, Dickerson RR, Ryan WF, Mueller PK (2003) Analysis of a summertime PM2. 5 and haze episode in the mid-atlantic region. J Air Waste Manag Assoc 53(8):946–956CrossRef Chen LWA, Chow JC, Doddridge BG, Dickerson RR, Ryan WF, Mueller PK (2003) Analysis of a summertime PM2. 5 and haze episode in the mid-atlantic region. J Air Waste Manag Assoc 53(8):946–956CrossRef
Zurück zum Zitat Chen Y, Cohen JD, Krolik JH (2007) Similarity-guided streamline placement with error evaluation. IEEE Trans Vis Comput Graph 13(6):1448–1455CrossRef Chen Y, Cohen JD, Krolik JH (2007) Similarity-guided streamline placement with error evaluation. IEEE Trans Vis Comput Graph 13(6):1448–1455CrossRef
Zurück zum Zitat Ferreira N, Klosowski JT, Scheidegger CE, Silva CT (2013) Vector field k-means: clustering trajectories by fitting multiple vector fields. In: Proceedings of the 15th eurographics conference on visualization, EuroVis ’13, pp 201–210 Ferreira N, Klosowski JT, Scheidegger CE, Silva CT (2013) Vector field k-means: clustering trajectories by fitting multiple vector fields. In: Proceedings of the 15th eurographics conference on visualization, EuroVis ’13, pp 201–210
Zurück zum Zitat Günther T, Kuhn A, Kutz B, Theisel H (2013) Mass-dependent integral curves in unsteady vector fields. In: Proceedings of the 15th eurographics conference on visualization. EuroVis '13, vol 32. The Eurographs Association & John Wiley & Sons, Ltd., Chichester, UK, pp 211–220. https://doi.org/10.1111/cgf.12108 Günther T, Kuhn A, Kutz B, Theisel H (2013) Mass-dependent integral curves in unsteady vector fields. In: Proceedings of the 15th eurographics conference on visualization. EuroVis '13, vol 32. The Eurographs Association & John Wiley & Sons, Ltd., Chichester, UK, pp 211–220. https://​doi.​org/​10.​1111/​cgf.​12108
Zurück zum Zitat Guo H, Yuan X, Huang J, Zhu X (2013) Coupled ensemble flow line advection and analysis. IEEE Trans Vis Comput Graph 19(12):2733–2742CrossRef Guo H, Yuan X, Huang J, Zhu X (2013) Coupled ensemble flow line advection and analysis. IEEE Trans Vis Comput Graph 19(12):2733–2742CrossRef
Zurück zum Zitat Guo H, Hong F, Shu Q, Zhang J, Huang J, Yuan X (2014) Scalable Lagrangian-based attribute space projection for multivariate unsteady flow data. In: Pacific visualization symposium (PacificVis), 2014 IEEE, pp 33–40. IEEE Guo H, Hong F, Shu Q, Zhang J, Huang J, Yuan X (2014) Scalable Lagrangian-based attribute space projection for multivariate unsteady flow data. In: Pacific visualization symposium (PacificVis), 2014 IEEE, pp 33–40. IEEE
Zurück zum Zitat Hankin S, Harrison D, Osborne J, Davison J, O’Brien K (1996) A strategy and a tool, ferret, for closely integrated visualization and analysis. J Vis Comput Animat 7(3):149–157CrossRef Hankin S, Harrison D, Osborne J, Davison J, O’Brien K (1996) A strategy and a tool, ferret, for closely integrated visualization and analysis. J Vis Comput Animat 7(3):149–157CrossRef
Zurück zum Zitat Hibbard WL (1986) Computer-generated imagery for 4-d meteorological data. Bull Am Meteorol Soc 67(11):1362–1369CrossRef Hibbard WL (1986) Computer-generated imagery for 4-d meteorological data. Bull Am Meteorol Soc 67(11):1362–1369CrossRef
Zurück zum Zitat Hibbard B, Paul B (1998) vis5d. GNU Public Licenced software, University of Wisconsin Space Science and Engineering Center Hibbard B, Paul B (1998) vis5d. GNU Public Licenced software, University of Wisconsin Space Science and Engineering Center
Zurück zum Zitat Houze RA Jr (2014) Cloud dynamics, vol 104. Academic press, San Diego Houze RA Jr (2014) Cloud dynamics, vol 104. Academic press, San Diego
Zurück zum Zitat Janicke H, Bottinger M, Mikolajewicz U, Scheuermann G (2009) Visual exploration of climate variability changes using wavelet analysis. IEEE Trans Vis Comput Graph 15(6):1375–1382CrossRef Janicke H, Bottinger M, Mikolajewicz U, Scheuermann G (2009) Visual exploration of climate variability changes using wavelet analysis. IEEE Trans Vis Comput Graph 15(6):1375–1382CrossRef
Zurück zum Zitat Kang CM, Lee HS, Kang BW, Lee SK, Sunwoo Y (2004) Chemical characteristics of acidic gas pollutants and PM2.5 species during hazy episodes in seoul, South Korea. Atmos Environ 38(28):4749–4760CrossRef Kang CM, Lee HS, Kang BW, Lee SK, Sunwoo Y (2004) Chemical characteristics of acidic gas pollutants and PM2.5 species during hazy episodes in seoul, South Korea. Atmos Environ 38(28):4749–4760CrossRef
Zurück zum Zitat Kehrer J, Ladstadter F, Muigg P, Doleisch H, Steiner A, Hauser H (2008) Hypothesis generation in climate research with interactive visual data exploration. IEEE Trans Vis Comput Graph 14(6):1579–1586CrossRef Kehrer J, Ladstadter F, Muigg P, Doleisch H, Steiner A, Hauser H (2008) Hypothesis generation in climate research with interactive visual data exploration. IEEE Trans Vis Comput Graph 14(6):1579–1586CrossRef
Zurück zum Zitat Kehrer J, Muigg P, Doleisch H, Hauser H (2011) Interactive visual analysis of heterogeneous scientific data across an interface. IEEE Trans Vis Comput Graph 17(7):934–946CrossRef Kehrer J, Muigg P, Doleisch H, Hauser H (2011) Interactive visual analysis of heterogeneous scientific data across an interface. IEEE Trans Vis Comput Graph 17(7):934–946CrossRef
Zurück zum Zitat Ladstadter F, Steiner AK, Lackner BC, Pirscher B, Kirchengast G, Kehrer J, Hauser H, Muigg P, Doleisch H (2010) Exploration of climate data using interactive visualization. J Atmos Ocean Technol 27(4):667–679CrossRef Ladstadter F, Steiner AK, Lackner BC, Pirscher B, Kirchengast G, Kehrer J, Hauser H, Muigg P, Doleisch H (2010) Exploration of climate data using interactive visualization. J Atmos Ocean Technol 27(4):667–679CrossRef
Zurück zum Zitat Li J, Xiao Z, Zhao HQ, Meng ZP, Zhang K (2016) Visual analytics of smogs in China. J Vis 19(3):461–474CrossRef Li J, Xiao Z, Zhao HQ, Meng ZP, Zhang K (2016) Visual analytics of smogs in China. J Vis 19(3):461–474CrossRef
Zurück zum Zitat Lu K, Chaudhuri A, Lee TY, Shen HW, Wong PC (2013) Exploring vector fields with distribution-based streamline analysis. In: Proceeding of PacificVis ’13: IEEE pacific visualization symposium, Sydney, Australia Lu K, Chaudhuri A, Lee TY, Shen HW, Wong PC (2013) Exploring vector fields with distribution-based streamline analysis. In: Proceeding of PacificVis ’13: IEEE pacific visualization symposium, Sydney, Australia
Zurück zum Zitat Malm WC (1992) Characteristics and origins of haze in the continental United States. Earth Sci Rev 33(1):1–36CrossRef Malm WC (1992) Characteristics and origins of haze in the continental United States. Earth Sci Rev 33(1):1–36CrossRef
Zurück zum Zitat McLoughlin T, Jones MW, Laramee RS, Malki R, Masters I, Hansen CD (2013) Similarity measures for enhancing interactive streamline seeding. IEEE TVCG 19(8):1342–1353 McLoughlin T, Jones MW, Laramee RS, Malki R, Masters I, Hansen CD (2013) Similarity measures for enhancing interactive streamline seeding. IEEE TVCG 19(8):1342–1353
Zurück zum Zitat Michalakes J, Dudhia J, Gill D, Henderson T, Klemp J, Skamarock W, Wang W (2004) The weather research and forecast model: software architecture and performance. In: Proceedings of the 11th ECMWF workshop on the use of high performance computing in meteorology, vol 25, p 29 Michalakes J, Dudhia J, Gill D, Henderson T, Klemp J, Skamarock W, Wang W (2004) The weather research and forecast model: software architecture and performance. In: Proceedings of the 11th ECMWF workshop on the use of high performance computing in meteorology, vol 25, p 29
Zurück zum Zitat Nocke T, Sterzel T, Bottinger M, Wrobel M (2008) Visualization of climate and climate change data: an overview. In: Digital earth summit on geoinformatics, pp 226–232 Nocke T, Sterzel T, Bottinger M, Wrobel M (2008) Visualization of climate and climate change data: an overview. In: Digital earth summit on geoinformatics, pp 226–232
Zurück zum Zitat Pobitzer A, Lez A, Matkovic K, Hauser H (2012) A statistics-based dimension reduction of the space of path line attributes for interactive visual flow analysis. In: PacificVis, pp 113–120 Pobitzer A, Lez A, Matkovic K, Hauser H (2012) A statistics-based dimension reduction of the space of path line attributes for interactive visual flow analysis. In: PacificVis, pp 113–120
Zurück zum Zitat Potter K, Wilson A, Bremer PT, Williams D, Doutriaux C, Pascucci V, Johhson CR (2009) Visualization of uncertainty and ensemble data: Exploration of climate modeling and weather forecast data with integrated visus-cdat systems. In: Proceedings of SciDAC 2009, journal of physics: conference series, vol 180, p (published online) Potter K, Wilson A, Bremer PT, Williams D, Doutriaux C, Pascucci V, Johhson CR (2009) Visualization of uncertainty and ensemble data: Exploration of climate modeling and weather forecast data with integrated visus-cdat systems. In: Proceedings of SciDAC 2009, journal of physics: conference series, vol 180, p (published online)
Zurück zum Zitat Qu H, Chan WY, Xu A, Chung KL, Lau KH, Guo P (2007) Visual analysis of the air pollution problem in Hong Kong. IEEE Trans Vis Comput Graph 13(6):1408–1415CrossRef Qu H, Chan WY, Xu A, Chung KL, Lau KH, Guo P (2007) Visual analysis of the air pollution problem in Hong Kong. IEEE Trans Vis Comput Graph 13(6):1408–1415CrossRef
Zurück zum Zitat RenHe Z, Li Q, Zhang R (2014) Meteorological conditions for the persistent severe fog and haze event over eastern China in January 2013. Sci China Earth Sci 57(1):26–35CrossRef RenHe Z, Li Q, Zhang R (2014) Meteorological conditions for the persistent severe fog and haze event over eastern China in January 2013. Sci China Earth Sci 57(1):26–35CrossRef
Zurück zum Zitat Sanyal J, Zhang S, Dyer J, Mercer A, Amburn P, Moorhead RJ (2010) Noodles: a tool for visualization of numerical weather model ensemble uncertainty. IEEE Trans Vis Comput Graph 16(6):1421–1430CrossRef Sanyal J, Zhang S, Dyer J, Mercer A, Amburn P, Moorhead RJ (2010) Noodles: a tool for visualization of numerical weather model ensemble uncertainty. IEEE Trans Vis Comput Graph 16(6):1421–1430CrossRef
Zurück zum Zitat Schichtel BA, Husar RB, Falke SR, Wilson WE (2001) Haze trends over the United States, 1980–1995. Atmos Environ 35(30):5205–5210CrossRef Schichtel BA, Husar RB, Falke SR, Wilson WE (2001) Haze trends over the United States, 1980–1995. Atmos Environ 35(30):5205–5210CrossRef
Zurück zum Zitat Shi K, Theisel H, Hauser H, Weinkauf T, Matkovic K, Hege HC, Seidel HP (2009) Path line attributes - an information visualization approach to analyzing the dynamic behavior of 3D time-dependent flow fields. In: Hege H-C, Polthier K, Scheuermann G (eds) Topology-based methods in visualization II. Springer, Berlin, pp 75–88CrossRef Shi K, Theisel H, Hauser H, Weinkauf T, Matkovic K, Hege HC, Seidel HP (2009) Path line attributes - an information visualization approach to analyzing the dynamic behavior of 3D time-dependent flow fields. In: Hege H-C, Polthier K, Scheuermann G (eds) Topology-based methods in visualization II. Springer, Berlin, pp 75–88CrossRef
Zurück zum Zitat Sun Y, Zhuang G, Tang A, Wang Y, An Z (2006) Chemical characteristics of PM2. 5 and PM10 in haze-fog episodes in Beijing. Environ Sci Technol 40(10):3148–3155CrossRef Sun Y, Zhuang G, Tang A, Wang Y, An Z (2006) Chemical characteristics of PM2. 5 and PM10 in haze-fog episodes in Beijing. Environ Sci Technol 40(10):3148–3155CrossRef
Zurück zum Zitat Sun Y, Jiang Q, Wang Z, Fu P, Li J, Yang T, Yin Y (2014) Investigation of the sources and evolution processes of severe haze pollution in Beijing in January 2013. J Geophys Res Atmos 119(7):4380–4398CrossRef Sun Y, Jiang Q, Wang Z, Fu P, Li J, Yang T, Yin Y (2014) Investigation of the sources and evolution processes of severe haze pollution in Beijing in January 2013. J Geophys Res Atmos 119(7):4380–4398CrossRef
Zurück zum Zitat Tominski C, Donges JF, Nocke T (2011) Information visualization in climate research. In: 2011 15th international conference on information visualisation (IV), pp 298–305. IEEE Tominski C, Donges JF, Nocke T (2011) Information visualization in climate research. In: 2011 15th international conference on information visualisation (IV), pp 298–305. IEEE
Zurück zum Zitat Treinish LA (1994) Severe rainfall events in northwestern peru (visualization of scattered meteorological data). In: IEEE conference on visualization, 1994., Visualization’94, Proceedings., pp 350–354, CP38. IEEE Treinish LA (1994) Severe rainfall events in northwestern peru (visualization of scattered meteorological data). In: IEEE conference on visualization, 1994., Visualization’94, Proceedings., pp 350–354, CP38. IEEE
Zurück zum Zitat Wang X, Bi X, Sheng G, Fu J (2006) Chemical composition and sources of PM10 and PM2. 5 aerosols in Guangzhou, China. Environ Monitor Assess 119(1–3):425–439CrossRef Wang X, Bi X, Sheng G, Fu J (2006) Chemical composition and sources of PM10 and PM2. 5 aerosols in Guangzhou, China. Environ Monitor Assess 119(1–3):425–439CrossRef
Zurück zum Zitat Wang L, Zhang N, Liu Z, Sun Y, Ji D, Wang Y (2014a) The influence of climate factors, meteorological conditions, and boundary-layer structure on severe haze pollution in the Beijing–Tianjin–Hebei region during January 2013. Adv Meteorol 2014:1–14 Wang L, Zhang N, Liu Z, Sun Y, Ji D, Wang Y (2014a) The influence of climate factors, meteorological conditions, and boundary-layer structure on severe haze pollution in the Beijing–Tianjin–Hebei region during January 2013. Adv Meteorol 2014:1–14
Zurück zum Zitat Wang Y, Yao L, Wang L, Liu Z, Ji D, Tang G, Zhang J, Sun Y, Hu B, Xin J (2014b) Mechanism for the formation of the January 2013 heavy haze pollution episode over Central and Eastern China. Sci China Earth Sci 57(1):14–25CrossRef Wang Y, Yao L, Wang L, Liu Z, Ji D, Tang G, Zhang J, Sun Y, Hu B, Xin J (2014b) Mechanism for the formation of the January 2013 heavy haze pollution episode over Central and Eastern China. Sci China Earth Sci 57(1):14–25CrossRef
Zurück zum Zitat Wang YH, Fan CR, Zhang J, Niu T, Zhang S, Jiang JR (2015) Forecast verification and visualization based on Gaussian mixture model co-estimation. Comput Graph Forum 34(6):99–110CrossRef Wang YH, Fan CR, Zhang J, Niu T, Zhang S, Jiang JR (2015) Forecast verification and visualization based on Gaussian mixture model co-estimation. Comput Graph Forum 34(6):99–110CrossRef
Zurück zum Zitat Wang F, Chen W, Zhao Y, Gu T, Gao S, Bao H (2017) Adaptively exploring population mobility patterns in flow visualization. IEEE Trans Intell Transp Syst 18(8):2250–2259CrossRef Wang F, Chen W, Zhao Y, Gu T, Gao S, Bao H (2017) Adaptively exploring population mobility patterns in flow visualization. IEEE Trans Intell Transp Syst 18(8):2250–2259CrossRef
Zurück zum Zitat Yu H, Wang C, Shene CK, Chen JH (2012) Hierarchical streamline bundles. IEEE Trans Vis Comput Graph 18(8):1353–1367CrossRef Yu H, Wang C, Shene CK, Chen JH (2012) Hierarchical streamline bundles. IEEE Trans Vis Comput Graph 18(8):1353–1367CrossRef
Zurück zum Zitat Zhou Z, Ye Z, Liu Y, Liu F, Tao Y, Su W (2017) Visual analytics for spatial clusters for air-quality data. IEEE Comput Graph Appl 37(5):98–105CrossRef Zhou Z, Ye Z, Liu Y, Liu F, Tao Y, Su W (2017) Visual analytics for spatial clusters for air-quality data. IEEE Comput Graph Appl 37(5):98–105CrossRef
Metadaten
Titel
Visual analysis of haze evolution and correlation in Beijing
verfasst von
Wenting Zhang
Yinqiao Wang
Qiong Zeng
Yunhai Wang
Guoning Chen
Tao Niu
Changhe Tu
Yi Chen
Publikationsdatum
26.09.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Visualization / Ausgabe 1/2019
Print ISSN: 1343-8875
Elektronische ISSN: 1875-8975
DOI
https://doi.org/10.1007/s12650-018-0516-0

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