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題名:結合土地利用迴歸與極限梯度提升演算法發展高雄都會區二氧化氮之推估模型
書刊名:航測及遙測學刊
作者:翁佩詒吳治達蘇慧貞
作者(外文):Wong, Pei-yiWu, Chih-daSu, Huey-jen
出版日期:2021
卷期:26:1
頁次:頁1-12
主題關鍵詞:空氣污染二氧化氮土地利用迴歸極限梯度提升演算法Air pollutionNitrogen dioxideNO₂Land-use regressionLURExtreme gradient boostingXGBoost
原始連結:連回原系統網址new window
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  • 點閱點閱:4
期刊論文
1.Brunekreef, B.、Holgate, S. T.(2002)。Air pollution and health。The Lancet,360(9341),1233-1242。  new window
2.Liu, C.、Henderson, B. H.、Wang, D. F.、Yang, X. Y.、Peng, Z.-R.(2016)。A land use regression application into assessing spatial variation of intra-urban fine particulate matter (PM2.5) and nitrogen dioxide (NO2) concentrations in City of Shanghai, China。Science of The Total Environment,565,607-615。  new window
3.Chan, T. C.、Chen, M. L.、Lin, I. F.、Lee, C. H.、Chiang, P. H.、Wang, D. W.、Chuang, J. H.(2009)。Spatiotemporal analysis of air pollution and asthma patient visits in Taipei, Taiwan。International Journal of Health Geographics,8(1)。  new window
4.Wu, C. D.、Chen, Y. C.、Pan, W. C.、Zeng, Y. T.、Chen, M. J.、Guo, Y. L.、Lung, S. C. C.(2017)。Landuse regression with long-term satellite-based greenness index and culture-specific sources to model PM2.5 spatial-temporal variability。Environmental Pollution,224,148-157。  new window
5.Beelen, R.、Hoek, G.、Vienneau, D.、Eeftens, M.、Dimakopoulou, K.、Pedeli, X.、Tsai, M. Y.、Kunzli, N.、Schikowski, T.、Marcon, A.、Eriksen, K. T.、Raaschou-Nielsen, O.、Stephanou, E.、Patelarou, E.、Lanki, T.、Yli-Tuomi, T.、Declercq, C.、Falq, G.、Stempfelet, M.、Birk, M.、Cyrys, J.、von Klot, S.、Nador, G.、Varro, M. J.、Dedele, A.、Grazuleviciene, R.、Molter, A.、Lindley, S.、Madsen, C.、Cesaroni, G.、Ranzi, A.、Badaloni, C.、Hoffmann, B.、Nonnemacher, M.、Kraemer, U.、Kuhlbusch, T.、Cirach, M.、de Nazelle, A.、Nieuwenhuijsen, M.、Bellander, T.、Korek, M.、Olsson, D.、Stromgren, M.、Dons, E.、Jerrett, M.、Fischer, P.、Wang, M.、Brunekreef, B.、de Hoogh, K.(2013)。Development of NO2 and NOx land use regression models for estimating air pollution exposure in 36 study areas in Europe-The ESCAPE project。Atmospheric Environment,72,10-23。  new window
6.Chauhan, A. J.、Krishna, M. T.、Frew, A. J.、Holgate, S. T.(1998)。Exposure to nitrogen dioxide (NO2) and respiratory disease risk。Reviews on Environmental Health,13(1/2),73-90。  new window
7.Frampton, M. W.、Smeglin, A. M.、Roberts, N. J.、Finkelstein, J. N.、Morrow, P. E.、Utell, M. J.(1989)。Nitrogen dioxide exposure in vivo and human alveolar macrophage inactivation of influenza virus in vitro。Environmental Research,48(2),179-192。  new window
8.Peters, A.、Liu, E.、Verrier, R. L.、Schwartz, J.、Gold, D. R.、Mittleman, M.、Baliff, J.、Oh, J. A.、Allen, G.、Monahan, K.、Dockery, D. W.(2000)。Air pollution and incidence of cardiac arrhythmia。Epidemiology,11(1),11-17。  new window
9.Kampa, M.、Castanas, E.(2008)。Human health effects of air pollution。Environmental Pollution,151(2),362-367。  new window
10.Chen, R. J.、Yin, P.、Meng, X.、Liu, C.、Wang, L. J.、Xu, X. H.、Ross, J. A.、Tse, L. A.、Zhao, Z. H.、Kan, H. D.、Zhou, M. G.(2017)。Fine particulate air pollution and daily mortality. A nationwide analysis in 272 Chinese cities。American Journal of Respiratory and Critical Care Medicine,196(1),73-81。  new window
11.Di, Q.、Amini, H.、Shi, L.、Kloog, I.、Silvern, R.、Kelly, J.、Sabath, M. B.、Choirat, C.、Koutrakis, P.、Lyapustin, A.、Wang, Y. J.、Mickley, L. J.、Schwartz, J.(2019)。Assessing NO2 concentration and model uncertainty with high spatiotemporal resolution across the contiguous United States using ensemble model averaging。Environmental Science & Technology,54(3),1372-1384。  new window
12.Eeftens, M.、Beelen, R.、de Hoogh, K.、Bellander, T.、Cesaroni, G.、Cirach, M.、Declercq, C.、Dedele, A.、Dons, E.、de Nazelle, A.、Dimakopoulou, K.、Eriksen, K.、Falq, G.、Fischer, P.、Galassi, C.、Grazuleviciene, R.、Heinrich, J.、Hoffmann, B.、Jerrett, M.、Keidel, D.、Korek, M.、Lanki, T.、Lindley, S.、Madsen, C.、Molter, A.、Nador, G.、Nieuwenhuijsen, M.、Nonnemacher, M.、Pedeli, X.、Raaschou-Nielsen, O.、Patelarou, E.、Quass, U.、Ranzi, A.、Schindler, C.、Stempfelet, M.、Stephanou, E.、Sugiri, D.、Tsai, M. Y.、Yli-Tuomi, T.、Varro, M. J.、Vienneau, D.、von Klot, S.、Wolf, K.、Brunekreef, B.、adn Hoek, G.(2012)。Development of land use regression models for PM2.5, PM2.5 absorbance, PM10 and PMcoarse in 20 European study areas; Results of the ESCAPE project。Environmental Science Technology,46(20),11195-11205。  new window
13.Ierodiakonou, D.、Zanobetti, A.、Coull, B. A.、Melly, S.、Postma, D. S.、Boezen, H. M.、Vonk, J. M.、Williams, P. V.、Shapiro, G. G.、McKone, E. F.、Hallstrand, T. S.、Koenig, J. Q.、Schildcrout, J. S.、Lumley, T.、Fuhlbrigge, A. N.、Koutrakis, P.、Schwartz, J.、Weiss, S. T.、Gold, D. R.(2016)。Ambient air pollution, lung function, and airway responsiveness in asthmatic children。Journal of Allergy Clinical Immunology,137(2),390-399。  new window
14.Joharestani, M. Z.、Cao, C. X.、Ni, X. L.、Bashir, B.、Talebiesfandarani, S.(2019)。PM2.5 prediction based on random forest, XGBoost, and deep learning using multisource remote sensing data。Atmosphere,10(7)。  new window
15.Kenagy, H. S.、Lin, C.、Wu, H.、Heal, M. R.(2016)。Greater nitrogen dioxide concentrations at child versus adult breathing heights close to urban main road kerbside。Air Quality, Atmosphere & Health,9(6),589-595。  new window
16.Ma, J.、Cheng, J. C. P.、Xu, Z. R.、Chen, K. Y.、Lin, C.、Jiang, F.(2020)。Identification of the most influential areas for air pollution control using XGBoost and Grid Importance Rank。Journal of Cleaner Production,274。  new window
17.Moore, D. K.、Jerrett, M.、Mack, W. J.、Künzli, N.(2007)。A land use regression model for predicting ambient fine particulate matter across Los Angeles, CA。Journal of Environmental Monitoring,9(3),246-252。  new window
18.Shtein, A.、Kloog, I.、Schwartz, J.、Silibello, C.、Michelozzi, P.、Gariazzo, C.、Viegi, G.、Forastiere, F.、Karnieli, A.、Just, A. C.、Stafoggia, M.(2019)。Estimating daily PM2.5 and PM10 over Italy using an ensemble model。Environmental Science & Technology,54(1),120-128。  new window
19.Stafoggia, M.、Bellander, T.、Bucci, S.、Davoli, M.、DeHoogh, K.、De'Donato, F.、Gariazzo, C.、Lyapustin, A.、Michelozzi, P.、Renzi, M.、Scortichini, M.、Shtein, A.、Viegi, G.、Kloog, I.、Schwartz, J.(2019)。Estimation of daily PM10 and PM2.5 concentrations in Italy 2013-2015, using a spatiotemporal land-use randomforest model。Environment International,124,170-179。  new window
20.Wu, S. W.、Ni, Y.、Li, H. Y.、Pan, L.、Yang, D.、Baccarelli, A. A.、Deng, F. R.、Chen, Y. H.、Shima, M.、Guo, X. B.(2016)。Short-term exposure to high ambient air pollution increases airway inflammation and respiratory symptoms in chronic obstructive pulmonary disease patients in Beijing, China。Environment International,94,76-82。  new window
21.Young, M. T.、Bechle, M. J.、Sampson, P. D.、Szpiro, A. A.、Marshall, J. D.、Sheppard, L.、Kaufman, J. D.(2016)。Satellite-based NO2 and model validation in a national prediction model based on universal kriging and land-use regression。Environmental Science Technology,50(7),3686-3694。  new window
會議論文
1.Chen, T. C.、Guestrin, C.(2016)。Xgboost: A scalable tree boosting system。The 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,(會議日期: 13-17 August, 2016)。ACM。785-794。  new window
研究報告
1.高雄市政府經濟發展局(2019)。108年經濟發展局經濟統計指標分析。  延伸查詢new window
學位論文
1.翁佩詒(2020)。結合土地利用迴歸與機械學習演算法發展二氧化氮之高時空解析度推估模型(碩士論文)。國立成功大學。  延伸查詢new window
 
 
 
 
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