Currently, methodologies for the identification and apportionment of air pollution sources are not widely applied due to their high cost. We present a new approach, combining mobile measurements from multiple sensors collected from the daily walks of citizen scientists, in a high population density area of Birmingham, UK. The methodology successfully pinpoints the different sources affecting the local air quality in the area using only a handful of measurements. It was found that regional sources of pollution were mostly responsible for the PM2.5 and PM1 concentrations. In contrast, PM10 was mostly associated with local sources. The total particle number and the lung deposited surface area of PM were almost solely associated with traffic, while black carbon was associated with both the sources from the urban background and local traffic. Our analysis showed that while the effect of the hyperlocal sources, such as emissions from construction works or traffic, do not exceed the distance of a couple of hundred meters, they can influence the health of thousands of people in densely populated areas. Thus, using this novel approach we illustrate the limitations of the present measurement network paradigm and offer an alternative and versatile approach to understanding the hyperlocal factors that affect urban air quality. Mobile monitoring by citizen scientists is shown to have huge potential to enhance spatiotemporal resolution of air quality data without the need of extensive and expensive campaigns.
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Alexeeff, Stacey E.
;
Roy, Ananya
论文数: 0引用数: 0
h-index: 0
机构:
Environm Def Fund, New York, NY USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Roy, Ananya
;
Shan, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Shan, Jun
;
Liu, Xi
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Liu, Xi
;
Messier, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Environm Def Fund, New York, NY USA
Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Messier, Kyle
;
Apte, Joshua S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Apte, Joshua S.
;
Portier, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Environm Def Fund, New York, NY USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Portier, Christopher
;
Sidney, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Sidney, Stephen
;
Van Den Eeden, Stephen K.
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h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Anastasiou, Elle
;
Vilcassim, M. J. Ruzmyn
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Environm Hlth Sci, Sch Publ Hlth, Birmingham, AL 20593 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Vilcassim, M. J. Ruzmyn
;
Adragna, John
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h-index: 0
机构:
NYU, Dept Environm Sci, Grossman Sch Med, 341 East 25th St, New York, NY 10010 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Adragna, John
;
Gill, Emily
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Gill, Emily
;
Tovar, Albert
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Tovar, Albert
;
Thorpe, Lorna E.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Thorpe, Lorna E.
;
Gordon, Terry
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Environm Sci, Grossman Sch Med, 341 East 25th St, New York, NY 10010 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Alexeeff, Stacey E.
;
Roy, Ananya
论文数: 0引用数: 0
h-index: 0
机构:
Environm Def Fund, New York, NY USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Roy, Ananya
;
Shan, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Shan, Jun
;
Liu, Xi
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Liu, Xi
;
Messier, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Environm Def Fund, New York, NY USA
Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Messier, Kyle
;
Apte, Joshua S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Apte, Joshua S.
;
Portier, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Environm Def Fund, New York, NY USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Portier, Christopher
;
Sidney, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
Sidney, Stephen
;
Van Den Eeden, Stephen K.
论文数: 0引用数: 0
h-index: 0
机构:
Kaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USAKaiser Permanente Northern Calif, Div Res, 2000 Broadway, Oakland, CA 94612 USA
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Anastasiou, Elle
;
Vilcassim, M. J. Ruzmyn
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Environm Hlth Sci, Sch Publ Hlth, Birmingham, AL 20593 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Vilcassim, M. J. Ruzmyn
;
Adragna, John
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Environm Sci, Grossman Sch Med, 341 East 25th St, New York, NY 10010 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Adragna, John
;
Gill, Emily
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Gill, Emily
;
Tovar, Albert
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Tovar, Albert
;
Thorpe, Lorna E.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA
Thorpe, Lorna E.
;
Gordon, Terry
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Environm Sci, Grossman Sch Med, 341 East 25th St, New York, NY 10010 USANYU, Dept Populat Hlth, Grossman Sch Med, 180 Madison Ave, New York, NY 10016 USA