Journal of Geo-information Science ›› 2017, Vol. 19 ›› Issue (3): 382-389.doi: 10.3724/SP.J.1047.2017.00382
• Orginal Article • Previous Articles Next Articles
LI Jialin1(), FAN Zide1,2, DENG Min1,*(
)
Received:
2016-05-09
Revised:
2016-09-22
Online:
2017-03-20
Published:
2017-03-20
Contact:
DENG Min
E-mail:garlic_lee@csu.edu.cn;dengmin208@tom.com
LI Jialin,FAN Zide,DENG Min. A Method of Spatial Interpolation of Air Pollution Concentration Considering WindDirection and Speed[J].Journal of Geo-information Science, 2017, 19(3): 382-389.DOI:10.3724/SP.J.1047.2017.00382
Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks
Tab. 1
Results of experiments by the four different spatial interpolation methods (Test 1)"
MAE/(μg/m3) | RMS/(μg/m3) | |
---|---|---|
IDW_1 | 7.2732 | 15.2666 |
IDW_2 | 7.4573 | 16.0977 |
IDW_3 | 7.6951 | 17.0742 |
DIDW_1 | 6.6000 | 14.5153 |
DIDW_2 | 6.8691 | 14.8112 |
DIDW_3 | 7.0291 | 15.0007 |
Kriging | 7.1302 | 15.0958 |
DVIDW_1 | 6.2557 | 14.5614 |
DVIDW_2 | 6.4666 | 14.6923 |
DVIDW_3 | 6.5208 | 14.7595 |
Tab. 2
Results of experiments by the four different spatial interpolation methods"
MAE/(μg/m3) | RMS/(μg/m3) | |
---|---|---|
IDW_1 | 15.6575 | 20.2964 |
IDW_2 | 14.5205 | 19.5501 |
IDW_3 | 13.8425 | 19.1654 |
DIDW_1 | 10.4757 | 14.5905 |
DIDW_2 | 10.6549 | 14.6874 |
DIDW_3 | 10.8367 | 14.8179 |
Kriging | 15.1735 | 19.8676 |
DVIDW_1 | 10.1501 | 14.6334 |
DVIDW_2 | 10.2418 | 14.6044 |
DVIDW_3 | 10.2829 | 14.5789 |
[1] | Yang H B, Zou X D, Wang H, et al.Study progress on PM2.5 in atmospheric environment[J]. Journal of Meteorology and Environment, 2012,28(3):77-82. |
[2] |
Guo X B, Wei H Y.Progress on the health effects of ambient PM2.5 pollution (in Chinese)[J]. Chin Sci Bull (Chin Ver). 2013,58:1171-1177.
doi: 10.1360/972013-147 |
[3] | Wang W, Tang D, Liu H, et al.Research on current pollution status and pollution characteristics of PM2.5 in China[J].Research of Environmental Sciences, 2000,13(1):17-18. |
[4] |
Li J, Heap A D.A review of comparative studies of spatial interpolation methods in environmental sciences: Performance and impact factors[J]. Ecological Informatics. 2011,6:228-241.
doi: 10.1016/j.ecoinf.2010.12.003 |
[5] |
Gao M, Cao J, Seto E.A distributed network of low-cost continuous reading sensors to measure spatiotemporal variations of PM2.5 in Xi'an, China[J]. Environmental Pollution, 2015,199:56-65.
doi: 10.1016/j.envpol.2015.01.013 pmid: 25618367 |
[6] |
Shiode N., Shiode S.Street-level Spatial Interpolation Using Network-based IDW and Ordinary Kriging[J]. Transactions in GIS, 2011,15(4):457-477.
doi: 10.1111/j.1467-9671.2011.01278.x |
[7] |
Xu C D, Wang J F, Hu M G, Li Q X.Interpolation of missing temperature data at meteorological stations using P-BSHADE[J]. Climate, 2013,26:7452-7463.
doi: 10.1175/JCLI-D-12-00633.1 |
[8] |
Simolo C, Brunetti M, Maugeri M, et al.Improving estimation of missing values in daily precipitation series by a probability density function-preserving approach[J]. International Journal of Climatology, 2010,30:1564-1576.
doi: 10.1002/joc.1992 |
[9] |
Yi L, Yuan L W, Luo W, et al.V-Neighbor structure based spatial interpolation algorithm[J]. Geomatics and Information Science of Wuhan University, 2012,37(11):1285-1288.
doi: 10.1007/s11783-011-0280-z |
[10] | Li S, Shu H, Xu Z Q.Interpolation of temperature based on Spatial-temporal Kriging[J]. Geomatics and Information Science of Wuhan University, 2012,37(2):237-241. |
[11] | 彭思岭. 气象要素时空插值方法研究[D].长沙:中南大学,2010. |
[Peng S L.Developments of spatio-temporal interpolation methods for meteorological elements[D]. Changsha: Central South University, 2010. ] | |
[12] |
Stachelek J, Madden C J.Application of Inverse Path Distance Weighting for high-density spatial mapping of coastal water quality patterns[J]. International Journal of Geographical Information Science, 2015.
doi: 10.1080/13658816.2015.1018833 |
[13] |
Nalder I. A., Wein R. W. Spatial interpolation of climatic normals: test of a new method in the Canadian boreal forest[J]. Agricultural and forest meteorology, 1998,92(4):211-225.
doi: 10.1016/S0168-1923(98)00102-6 |
[14] |
Rivera-González L O, Zhang Z, Sánchez B N, et al. An assessment of air pollutant exposure methods in Mexico City, Mexico[J]. Journal of the Air & Waste Management Association, 2015:581-591.
doi: 10.1080/10962247.2015.1020974 pmid: 25947316 |
[15] |
Reyes J M, Serre M L.An LUR/BME framework to estimate PM2.5 explained by on road mobile and stationary sources[J]. Environmental Science & Technology, 2014,48(3):1736-1744.
doi: 10.1021/es4040528 pmid: 24387222 |
[16] |
Li L, Gong J, Zhou J.Spatial interpolation of fine particulate matter concentrations using the shortest wind-field path distance[J]. Plos One, 2014,9(5):e96111.
doi: 10.1371/journal.pone.0096111 pmid: 24798197 |
[17] |
Blair R, Finkelstein N, Brook J.The use of wind fields in a land use regression model to predict air pollution concentrations for health exposure studies[J]. Atmospheric Environment, 2007,41(16):3453-3464.
doi: 10.1016/j.atmosenv.2006.11.063 |
[18] |
Seaman N L.Meteorological modeling for air-quality assessments[J]. Atmospheric Environment, 2000,34(12):2231-2259.
doi: 10.1016/S1352-2310(99)00466-5 |
[19] |
Mesnard L D.Pollution models and inverse distance weighting: Some critical remarks[J]. Computers & Geosciences, 2013,52(1):459-469.
doi: 10.1016/j.cageo.2012.11.002 |
[20] | Dijkstra E W.A note on two problems in connexion with graphs[J]. Numerische Mathematik, 1959,1(1):269-271. |
[21] | Shepard D.A two-dimensional interpolation function for irregularly-spaced data[C]// Proceedings of the 1968 23rd ACM national conference. ACM, 1968: 517-52. |
[1] | LIU Mingjie, XU Zhuokui, GAO Yunbing, YANG Jing, PAN Yuchun, GAO Bingbo, ZHOU Yanbing, ZHOU Wanpeng, WANG Ling. Estimating Soil Organic Matter based on Machine Learning Under Sparse Sample [J]. Journal of Geo-information Science, 2020, 22(9): 1799-1813. |
[2] | ZHANG Lili,ZHAO Mingwei,ZHAO Na,YUE Tianxiang. Modeling the Spatial Distribution of XCO2 with High Accuracy Based on OCO-2's Observations [J]. Journal of Geo-information Science, 2018, 20(9): 1316-1326. |
[3] | CUI Xiaolin,CHENG Yun,ZHANG Lu,WEI Xiaoqing. Spatial Interpolation of MODIS Land Surface Temperature Products Based on DEM Correction [J]. Journal of Geo-information Science, 2018, 20(12): 1768-1776. |
[4] | WANG Mengyi,SHENG Yehua,HUANG Yiyun,LV Haiyang,HUANG Yi. Spatial Interpolation Method of Electromagnetic Geographical Environment Monitoring Data [J]. Journal of Geo-information Science, 2017, 19(7): 872-879. |
[5] | ZHANG Tao,LI Baolin,ZHAO Na,XU Lili. Analysis on High Accuracy Surface Modeling in Regional Rainfall Estimation Combined with TRMM Data [J]. Journal of Geo-information Science, 2015, 17(8): 895-901. |
[6] | DONG Zhinan,ZHENG Shuanning,ZHAO Huibing,DONG Rencai. Comparative Analysis of Methods of Wind Field Simulation Based on Spatial Interpolation [J]. Journal of Geo-information Science, 2015, 17(1): 37-44. |
[7] | LIN Bing-Xian, ZHOU Liang-Chen, LV Guo-Nian. A 3D Geological Model Construction Approach Based on Virtual Boreholes [J]. , 2013, 15(5): 672-679. |
[8] | WANG Chen-Liang, YUE Tian-Xiang-*, FAN Ze-Meng, DIAO Na, SUN Xiao-Fang. HASM-based Climatic Downscaling Model over China [J]. , 2012, 14(5): 599-610. |
[9] | YU Wanli, LI Baolin. A Study on Soil Property Mapping at National Scale Based on Sparse Grid Soil Samples [J]. , 2012, 14(1): 49-54. |
[10] | JIA Yini, TANG Guoan, LIU Xuejun. The Impact of Elevation Interpolation on the Accuracy of Gradient and Aspect from DEMs [J]. , 2009, 11(1): 36-42. |
[11] | SONG Liqiong, TIAN Yuan, WU Lun, ZHANG Hui. On Comparison of Spatial Interpolation Methods of Daily Rainfall Data:A Case Study of Shenzhen [J]. , 2008, 10(5): 566-572. |
[12] | XU Chengdong, KONG Yunfeng, TONG Wenwei. A Weighted Linear Regression Model for Precipitation Spatial Interpolation in Altiplano and Mountain Area [J]. , 2008, 10(1): 14-19. |
|