ambient air pollution;
exposure assessment;
Pakistan;
land use regression;
vehicle workshops;
AIR-POLLUTION EXPOSURE;
ULTRAFINE PARTICLES;
PARTICULATE MATTER;
PM2.5;
SOUTH;
FINE;
D O I:
10.3390/su13094933
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Ambient air pollution and its exposure has been a worldwide issue and can increase the possibility of health risks especially in urban areas of developing countries having the mixture of different air pollution sources. With the increase in population, industrial development and economic prosperity, air pollution is one of the biggest concerns in Pakistan after the occurrence of recent smog episodes. The purpose of this study was to develop a land use regression (LUR) model to provide a better understanding of air exposure and to depict the spatial patterns of air pollutants within the city. Land use regression model was developed for Lahore city, Pakistan using the average seasonal concentration of NO2 and considering 22 potential predictor variables including road network, land use classification and local specific variable. Adjusted explained variance of the LUR models was highest for post-monsoon (77%), followed by monsoon (71%) and was lowest for pre-monsoon (70%). This is the first study conducted in Pakistan to explore the applicability of LUR model and hence will offer the application in other cities. The results of this study would also provide help in promoting epidemiological research in future.
机构:
Univ Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Young, Michael T.
Bechle, Matthew J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Civil & Environm Engn, Wilcox 268, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Bechle, Matthew J.
Sampson, Paul D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Stat, B313 Padelford Hall,Northeast Stevens Way, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Sampson, Paul D.
Szpiro, Adam A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Biostat, 1705 NE Pacific St, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Szpiro, Adam A.
Marshall, Julian D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Civil & Environm Engn, Wilcox 268, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Marshall, Julian D.
Sheppard, Lianne
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Biostat, 1705 NE Pacific St, Seattle, WA 98195 USA
Univ Washington, Dept Environm & Occupat Hlth Sci, 1959 Pacific St, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Sheppard, Lianne
Kaufman, Joel D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Univ Washington, Dept Environm & Occupat Hlth Sci, 1959 Pacific St, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
机构:
Univ New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Ingham Inst Med Res, Sydney, NSW, Australia
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Sydney, Woolcock Inst Med Res, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Cowie, Christine T.
Garden, Frances
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Ingham Inst Med Res, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Garden, Frances
Jegasothy, Edward
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Sydney Sch Publ Hlth, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Jegasothy, Edward
Knibbs, Luke D.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Queensland, Sch Publ Hlth, Brisbane, Qld, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Knibbs, Luke D.
Hanigan, Ivan
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Canberra, Canberra, ACT, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Hanigan, Ivan
Morley, David
论文数: 0引用数: 0
h-index: 0
机构:
Imperial Coll London, MRC PHE Ctr Environm & Hlth, London, EnglandUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Morley, David
Hansell, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Imperial Coll London, MRC PHE Ctr Environm & Hlth, London, EnglandUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Hansell, Anna
Hoek, Gerard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utrecht, IRAS, Utrecht, NetherlandsUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Hoek, Gerard
Marks, Guy B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Ingham Inst Med Res, Sydney, NSW, Australia
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Sydney, Woolcock Inst Med Res, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
机构:
Imperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, EnglandImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England
Gulliver, John
de Hoogh, Kees
论文数: 0引用数: 0
h-index: 0
机构:
Swiss Trop & Publ Hlth Inst, Dept Epidemiol & Publ Hlth, Socinstr 57, CH-4002 Basel, Switzerland
Univ Basel, Peterspl 1, CH-4003 Basel, SwitzerlandImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England
de Hoogh, Kees
Hoek, Gerard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utrecht, Inst Risk Assessment Sci, Yalelaan 2, NL-3584 CM Utrecht, NetherlandsImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England
Hoek, Gerard
Vienneau, Danielle
论文数: 0引用数: 0
h-index: 0
机构:
Swiss Trop & Publ Hlth Inst, Dept Epidemiol & Publ Hlth, Socinstr 57, CH-4002 Basel, Switzerland
Univ Basel, Peterspl 1, CH-4003 Basel, SwitzerlandImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England
机构:
Univ Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Young, Michael T.
Bechle, Matthew J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Civil & Environm Engn, Wilcox 268, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Bechle, Matthew J.
Sampson, Paul D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Stat, B313 Padelford Hall,Northeast Stevens Way, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Sampson, Paul D.
Szpiro, Adam A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Biostat, 1705 NE Pacific St, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Szpiro, Adam A.
Marshall, Julian D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Civil & Environm Engn, Wilcox 268, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Marshall, Julian D.
Sheppard, Lianne
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Biostat, 1705 NE Pacific St, Seattle, WA 98195 USA
Univ Washington, Dept Environm & Occupat Hlth Sci, 1959 Pacific St, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Sheppard, Lianne
Kaufman, Joel D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
Univ Washington, Dept Environm & Occupat Hlth Sci, 1959 Pacific St, Seattle, WA 98195 USAUniv Washington, Dept Epidemiol, 4225 Roosevelt Way NE, Seattle, WA 98105 USA
机构:
Univ New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Ingham Inst Med Res, Sydney, NSW, Australia
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Sydney, Woolcock Inst Med Res, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Cowie, Christine T.
Garden, Frances
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Ingham Inst Med Res, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Garden, Frances
Jegasothy, Edward
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Sydney Sch Publ Hlth, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Jegasothy, Edward
Knibbs, Luke D.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Queensland, Sch Publ Hlth, Brisbane, Qld, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Knibbs, Luke D.
Hanigan, Ivan
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Canberra, Canberra, ACT, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Hanigan, Ivan
Morley, David
论文数: 0引用数: 0
h-index: 0
机构:
Imperial Coll London, MRC PHE Ctr Environm & Hlth, London, EnglandUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Morley, David
Hansell, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Imperial Coll London, MRC PHE Ctr Environm & Hlth, London, EnglandUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Hansell, Anna
Hoek, Gerard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utrecht, IRAS, Utrecht, NetherlandsUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Hoek, Gerard
Marks, Guy B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
Ingham Inst Med Res, Sydney, NSW, Australia
Ctr Air Pollut Energy & Hlth Res CAR, Glebe, NSW, Australia
Univ Sydney, Woolcock Inst Med Res, Sydney, NSW, AustraliaUniv New South Wales, South West Sydney Clin Sch, Sydney, NSW, Australia
机构:
Imperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, EnglandImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England
Gulliver, John
de Hoogh, Kees
论文数: 0引用数: 0
h-index: 0
机构:
Swiss Trop & Publ Hlth Inst, Dept Epidemiol & Publ Hlth, Socinstr 57, CH-4002 Basel, Switzerland
Univ Basel, Peterspl 1, CH-4003 Basel, SwitzerlandImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England
de Hoogh, Kees
Hoek, Gerard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utrecht, Inst Risk Assessment Sci, Yalelaan 2, NL-3584 CM Utrecht, NetherlandsImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England
Hoek, Gerard
Vienneau, Danielle
论文数: 0引用数: 0
h-index: 0
机构:
Swiss Trop & Publ Hlth Inst, Dept Epidemiol & Publ Hlth, Socinstr 57, CH-4002 Basel, Switzerland
Univ Basel, Peterspl 1, CH-4003 Basel, SwitzerlandImperial Coll London, UK Small Area Hlth Stat Unit SAHSU, MRC PHE Ctr Environm Hlth, Norfolk Pl, London W2 1PG, England