The COVID-19 pandemic brought about national restrictions on people's movements, in effect commencing a socially engineered transport emission reduction experiment. In New Zealand during the most restrictive alert level (Level 4), roadside concentrations of nitrogen dioxide (NO2) were reduced 48-54% compared to Businessas-usual (BAU) values. NO2 concentrations rapidly returned to near mean levels as the alert levels decreased and restrictions eased. PM10 and PM2.5 responded differently to NO2 during the different alert levels. This is due to particulates having multiple sources, many of natural origin and therefore less influenced by human activity. PM10 and PM2.5 concentrations were reduced during alert level 4 but to a lesser extent than NO2 and with more variability across regions. Particulate concentrations increased notably during alert level 2 when many airsheds reported concentrations above the BAU means. To provide robust BAU reference concentrations, simple 5-year means were calculated along with predictions from machine learning modelling that, in effect, removed the influence of meteorology on observed concentrations. The results of this study show that latter method was found to be more closely aligned to observed values for NO2 as well as PM2.5 and PM10 away from coastal regions.
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Univ Minnesota, Div Environm Hlth Sci, Sch Publ Hlth, 420 Delaware St SE, Minneapolis, MN 55455 USAUniv Minnesota, Div Environm Hlth Sci, Sch Publ Hlth, 420 Delaware St SE, Minneapolis, MN 55455 USA
Berman, Jesse D.
Ebisu, Keita
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CalEPA, Off Environm Hlth Hazard Assessment, Sacramento, CA USAUniv Minnesota, Div Environm Hlth Sci, Sch Publ Hlth, 420 Delaware St SE, Minneapolis, MN 55455 USA
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Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Feng, Rui
Zheng, Hui-jun
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Zhejiang Univ, Sch Med, Sir Run Run Shaw Hosp, Dept Intens Care Unit, Hangzhou 310020, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Zheng, Hui-jun
Gao, Han
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Zhejiang Construct Investment Environm Engn Co Lt, Hangzhou 310013, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Gao, Han
Zhang, An-ran
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Zhejiang Tongji Vocat Coll Sci & Technol, Hangzhou 311215, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Zhang, An-ran
Huang, Chong
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Hangzhou Netease Zaigu Technol Co Ltd, Hangzhou 310052, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Huang, Chong
Zhang, Jun-xi
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Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Zhang, Jun-xi
Luo, Kun
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Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Luo, Kun
Fan, Jian-ren
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Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
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Univ Minnesota, Div Environm Hlth Sci, Sch Publ Hlth, 420 Delaware St SE, Minneapolis, MN 55455 USAUniv Minnesota, Div Environm Hlth Sci, Sch Publ Hlth, 420 Delaware St SE, Minneapolis, MN 55455 USA
Berman, Jesse D.
Ebisu, Keita
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h-index: 0
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CalEPA, Off Environm Hlth Hazard Assessment, Sacramento, CA USAUniv Minnesota, Div Environm Hlth Sci, Sch Publ Hlth, 420 Delaware St SE, Minneapolis, MN 55455 USA
机构:
Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Feng, Rui
Zheng, Hui-jun
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h-index: 0
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Zhejiang Univ, Sch Med, Sir Run Run Shaw Hosp, Dept Intens Care Unit, Hangzhou 310020, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Zheng, Hui-jun
Gao, Han
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h-index: 0
机构:
Zhejiang Construct Investment Environm Engn Co Lt, Hangzhou 310013, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Gao, Han
Zhang, An-ran
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Tongji Vocat Coll Sci & Technol, Hangzhou 311215, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Zhang, An-ran
Huang, Chong
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h-index: 0
机构:
Hangzhou Netease Zaigu Technol Co Ltd, Hangzhou 310052, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Huang, Chong
Zhang, Jun-xi
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Zhang, Jun-xi
Luo, Kun
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Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China
Luo, Kun
Fan, Jian-ren
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h-index: 0
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Zhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Clean Energy Utilizat, Hangzhou 310027, Zhejiang, Peoples R China