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Chaston TB, Knibbs LD, Morgan G, Jalaludin B, Broome R, Dennekamp M, Johnston FH, Vardoulakis S. Air pollution mortality benefits of sustained COVID-19 mobility restrictions in Australian cities. Public Health 2024; 226:152-156. [PMID: 38064778 DOI: 10.1016/j.puhe.2023.10.050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 10/29/2023] [Accepted: 10/31/2023] [Indexed: 01/15/2024]
Abstract
OBJECTIVES Emissions from road traffic, power generation and industry were substantially reduced during pandemic lockdown periods globally. Thus, we analysed reductions in traffic-related air pollution in Australian capital cities during March-April 2020 and then modelled the mortality benefits that could be realised if similar reductions were sustained by structural policy interventions. STUDY DESIGN Satellite, air pollution monitor and land use observations were used to estimate ground-level nitrogen dioxide (NO2) concentrations in all Australian capital cities during: (a) a typical year with no prolonged air pollution events; (b) a hypothetical sustained reduction in NO2 equivalent to the COVID-19 lockdowns. METHODS We use the WHO recommended NO2 exposure-response coefficient for mortality (1.023, 95 % CI: 1.008-1.037, per 10 μg/m3 annual average) to assess gains in life expectancy and population-wide years of life from reduced exposure to traffic-related air pollution. RESULTS We attribute 1.1 % of deaths to anthropogenic NO2 exposures in Australian cities, corresponding to a total of 13,340 years of life lost annually. Although COVID-19-related reductions in NO2 varied widely between Australian cities during April 2020, equivalent and sustained reductions in NO2 emissions could reduce NO2-attributable deaths by 27 %, resulting in 3348 years of life gained annually. CONCLUSIONS COVID-19 mobility restrictions reduced NO2 emissions and population-wide exposures in Australian cities. When sustained to the same extent by policy interventions that reduce fossil fuel consumption by favouring the uptake of electric vehicles, active travel and public transport, the health, mortality and economic benefits will be measurable in Australian cities.
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Affiliation(s)
- T B Chaston
- Environment Protection Authority Victoria, Australia; The University of Sydney, University Centre for Rural Health, Australia; Centre for Safe Air, Australia
| | - L D Knibbs
- Public Health Unit, Sydney Local Health District, Australia; The University of Sydney, School of Public Health, Australia; Healthy Environments and Lives (HEAL) National Research Network, Australia; Centre for Safe Air, Australia
| | - G Morgan
- The University of Sydney, University Centre for Rural Health, Australia; Healthy Environments and Lives (HEAL) National Research Network, Australia; Centre for Safe Air, Australia
| | - B Jalaludin
- The University of New South Wales, Australia; Healthy Environments and Lives (HEAL) National Research Network, Australia; Centre for Safe Air, Australia
| | - R Broome
- Public Health Unit, Sydney Local Health District, Australia; Centre for Safe Air, Australia
| | - M Dennekamp
- Environment Protection Authority Victoria, Australia; Healthy Environments and Lives (HEAL) National Research Network, Australia; Centre for Safe Air, Australia
| | - F H Johnston
- Menzies Institute for Medical Research, University of Tasmania, Australia; Healthy Environments and Lives (HEAL) National Research Network, Australia; Centre for Safe Air, Australia
| | - S Vardoulakis
- Australian National University, National Centre for Epidemiology and Population Health, Australia; Healthy Environments and Lives (HEAL) National Research Network, Australia; Centre for Safe Air, Australia.
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Zhu J, Li X, Huang H, Yin X, Yao J, Liu T, Wu J, Chen Z. Spatiotemporal Evolution of Carbon Emissions According to Major Function-Oriented Zones: A Case Study of Guangdong Province, China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:2075. [PMID: 36767443 PMCID: PMC9916104 DOI: 10.3390/ijerph20032075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Revised: 01/18/2023] [Accepted: 01/19/2023] [Indexed: 06/18/2023]
Abstract
Studying the spatiotemporal evolution of carbon emissions from the perspective of major function-oriented zones (MFOZs) is crucial for making a carbon reduction policy. However, most previous research has ignored the spatial characteristics and MFOZ influence. Using statistical and spatial analysis tools, we explored the spatiotemporal characteristics of carbon emissions in Guangdong Province from 2001 to 2021. The following results were obtained: (1) Carbon emissions fluctuated from 2020 to 2021 because of COVID-19. (2) Over the last 20 years, the proportion of carbon emissions from urbanization development zones (UDZs) has gradually decreased, whereas those of the main agricultural production zones (MAPZs) and key ecological function zones (KEFZs) have increased. (3) Carbon emissions efficiency differed significantly among the three MFOZs. (4) Carbon emissions from coastal UDZs were increasingly apparent; however, the directional characteristics of MAPZ and KEFZ emissions were not remarkable. (5) Carbon transfer existed among the three kinds of MFOZs, resulting in the economy and carbon emissions being considerably misaligned across Guangdong Province. These results indicated that the MFOZ is noteworthy in revealing how carbon emissions evolved. Furthermore, spatiotemporal characteristics, especially spatial characteristics, can help formulate carbon reduction policies for realizing carbon peak and neutrality goals in Guangdong Province.
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Affiliation(s)
- Jiang Zhu
- Guangzhou Urban Planning and Design Survey Research Institute, Guangzhou 510060, China
- Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring, and Early Warning, Guangzhou 510060, China
- School of Architecture, South China University of Technology, Guangzhou 510641, China
| | - Xiang Li
- Guangzhou Urban Planning and Design Survey Research Institute, Guangzhou 510060, China
- Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring, and Early Warning, Guangzhou 510060, China
| | - Huiming Huang
- Guangzhou Urban Planning and Design Survey Research Institute, Guangzhou 510060, China
- Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring, and Early Warning, Guangzhou 510060, China
| | - Xiangdong Yin
- Guangzhou Urban Planning and Design Survey Research Institute, Guangzhou 510060, China
- Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring, and Early Warning, Guangzhou 510060, China
| | - Jiangchun Yao
- Guangzhou Urban Planning and Design Survey Research Institute, Guangzhou 510060, China
- Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring, and Early Warning, Guangzhou 510060, China
| | - Tao Liu
- Guangzhou Urban Planning and Design Survey Research Institute, Guangzhou 510060, China
- Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring, and Early Warning, Guangzhou 510060, China
| | - Jiexuan Wu
- Marine Academy of Zhejiang Province, Hangzhou 310012, China
| | - Zhangcheng Chen
- Guangzhou Urban Planning and Design Survey Research Institute, Guangzhou 510060, China
- Guangdong Enterprise Key Laboratory for Urban Sensing, Monitoring, and Early Warning, Guangzhou 510060, China
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Tan E. The Long-Term Impact of COVID-19 Lockdowns in Istanbul. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph192114235. [PMID: 36361120 PMCID: PMC9654864 DOI: 10.3390/ijerph192114235] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Revised: 10/19/2022] [Accepted: 10/28/2022] [Indexed: 06/03/2023]
Abstract
The World Health Organization (WHO) have set sustainability development goals to reduce diseases, deaths, and the environmental impact of cities due to air pollution. In Istanbul, although average pollutant concentrations have been on a downward trend in recent years, extreme values and their annual exceedance numbers are high based on the air quality standards of WHO and the EU. Due to COVID-19 lockdowns, statistically significant reductions in emissions were observed for short periods. However, how long the effect of the lockdowns will last is unknown. For this reason, this study aims to investigate the impact of long-term lockdowns on Istanbul's air quality. The restriction period is approximated to the same periods of the previous years to eliminate seasonal effects. A series of paired t-tests (p-value < 0.05) were applied to hourly data from 12 March 2016, until 1 July 2021, when quarantines were completed at 36 air quality monitoring stations in Istanbul. The findings reveal that the average air quality of Istanbul was approximately 17% improved during the long-term lockdowns. Therefore, the restriction-related changes in emission distributions continued in the long-term period of 476 days. However, it is unknown how long this effect will continue, which will be the subject of future studies. Moreover, it was observed that the emission probability density functions changed considerably during the lockdowns compared to the years before. Accordingly, notable decreases were detected in air quality limit exceedances in terms of both excessive pollutant concentrations and frequency of occurrence, respectively, for PM10 (-13% and -13%), PM2.5 (-16% and -30%), and NO2 (-3% and -8%), but not for O3 (+200% and +540%) and SO2 (-10% and +2.5%).
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Affiliation(s)
- Elçin Tan
- Department of Meteorological Engineering, Aeronautics and Astronautics Faculty, Istanbul Technical University, Maslak, 34469 Istanbul, Turkey
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Spatio-temporal analysis of air quality and its relationship with COVID-19 lockdown over Dublin. REMOTE SENSING APPLICATIONS: SOCIETY AND ENVIRONMENT 2022; 28:100835. [PMID: 36196454 PMCID: PMC9523949 DOI: 10.1016/j.rsase.2022.100835] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/24/2022] [Accepted: 09/06/2022] [Indexed: 11/23/2022]
Abstract
Air pollution has become one of the biggest challenges for human and environmental health. Major pollutants such as Nitrogen Dioxide (NO2), Sulphur Dioxide (SO2), Ozone (O3), Carbon Monoxide (CO), and Particulate matter (PM10 and PM2.5) are being ejected in a large quantity every day. Initially, authorities did not implement the strictest mitigation policies due to pressures of balancing the economic needs of people and public safety. Still, after realizing the effect of the COVID-19 pandemic, countries around the world imposed a complete lockdown to contain the outbreak, which had the unexpected benefit of causing a drastic improvement in air quality. The present study investigates the air pollution scenarios over the Dublin city through satellites (Sentinel-5P and Moderate Resolution Imaging Spectroradiometer) and ground-based observations. An average of 28% reduction in average NO2 level and a 27.7% improvement in AQI (Air Quality Index) was experienced in 2020 compared to 2019 during the lockdown period (27 March–05 June). We found that PM10 and PM2.5 are the most dominating factor in the AQI over Dublin.
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Speranza A, Caggiano R. Impacts of the COVID-19 lockdown measures on coarse and fine atmospheric aerosol particles (PM) in the city of Rome (Italy): compositional data analysis approach. AIR QUALITY, ATMOSPHERE, & HEALTH 2022; 15:2035-2050. [PMID: 35999835 PMCID: PMC9387888 DOI: 10.1007/s11869-022-01235-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 08/04/2022] [Indexed: 06/15/2023]
Abstract
In the year 2020, Italy faced a pandemic due to the virus SARS-CoV-2 for short COVID-19. Following this pandemic, a national lockdown period was imposed and throughout the year 2020 various measures were taken by the government to limit the mobility of people and contain the mortality associated with COVID-19. In Italy, pandemic measures led to a reduction in anthropogenic activities and provided an unprecedented opportunity to evaluate the possible effects that restrictions on anthropogenic activities may have on the air quality. Two background site (i.e., Cipro and Cinecittà) and a traffic sites (i.e., Corso Francia) were studied in the city of Rome. PM10 and PM2.5 were considered for the years 2019 and 2020. Moreover, the vehicular mobility, the emission classes of the vehicles, and the people mobility were taken into consideration along with meteorological variables. A compositional data analysis was used to evaluate the effect of pandemic measures on the fine- and coarse-size fractions of PM in the three considered sites. The results showed that in the traffic site (i.e., Corso Francia site) in 2020, there was a reduction of fine-size fraction of PM of about 10% when compared to the data of 2019, whereas in the background site (i.e., Cinecittà site) in 2020 there was an increase of fine-size fraction of PM of about 14% when compared to the data of 2019. No variation in the coarse- and fine-size fractions of PM were observed at the background site Cipro. This study showed how, in an urban context, PM can be influenced by strong changes in people's habits and in vehicular mobility such as those recorded during the investigated period and due to pandemic lockdown measures.
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Affiliation(s)
- Antonio Speranza
- IMAA, Istituto Di Metodologie Per L’Analisi Ambientale, CNR, C.da S. Loja—Zona Industriale, 85050 Tito Scalo, PZ Italy
| | - Rosa Caggiano
- IMAA, Istituto Di Metodologie Per L’Analisi Ambientale, CNR, C.da S. Loja—Zona Industriale, 85050 Tito Scalo, PZ Italy
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Impact of lockdowns on paediatric asthma hospital presentations over three waves of COVID-19 pandemic. Allergy Asthma Clin Immunol 2022; 18:53. [PMID: 35710455 PMCID: PMC9201802 DOI: 10.1186/s13223-022-00691-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Accepted: 05/30/2022] [Indexed: 11/25/2022] Open
Abstract
Public health measures to mitigate the COVID-19 pandemic have altered health care for chronic conditions. The impact of the COVID-19 pandemic on paediatric asthma, the most common chronic respiratory cause of childhood hospitalisation, in Australia, remains unknown. In a multicentre study, we examined the impact of three waves of COVID-19 on paediatric asthma in New South Wales Australia. Time series analysis was performed to determine trends in asthma hospital presentations in children aged 2–17 years before (2015–2019) and during the COVID-19 pandemic (2020–2021) using emergency department and hospital admission datasets from two large tertiary paediatric hospitals. In this first report from Australia, we observed a significant decrease in asthma hospital presentations during lockdown periods including April (68.85%), May (69.46%), December (49.00%) of 2020 and August (66.59%) of 2021 compared to pre-pandemic predictions. The decrease in asthma hospital presentations coincided with the lockdown periods during first, second and third waves of the COVID-19 pandemic and was potentially due to reduced transmission of other common respiratory viruses from restricted movement.
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Jasper B, Stillerova T, Anstey C, Weaver E. Reduction in preterm birth rates during and after the COVID-19 lockdown in Queensland Australia. Aust N Z J Obstet Gynaecol 2022; 62:851-858. [PMID: 35581948 PMCID: PMC9348165 DOI: 10.1111/ajo.13538] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2021] [Revised: 02/08/2022] [Accepted: 03/18/2022] [Indexed: 01/21/2023]
Abstract
BACKGROUND Preventative strategies for preterm birth are lacking. Recent evidence proposed COVID-19 lockdowns may have contributed to changes in preterm birth. AIMS To determine the prevalence of preterm birth and birth outcomes during and after the COVID-19 lockdown at the Sunshine Coast University Hospital and the overall state of Queensland, Australia. METHODS Retrospective cohort analysis of all births in Queensland including the Sunshine Coast University Hospital, during two epochs, April 1-May 31, 2020 (lockdown) and June 1-July 31, 2020 (post-lockdown), compared to antecedent calendar-matched periods in 2018-2019. Prevalence of preterm birth, stillbirth, and late terminations were examined. RESULTS There were 64 989 births in Queensland from April to July 2018-2020. At the Sunshine Coast University Hospital, there was a significantly higher chance of birth at term during both lockdown (odds ratio (OR) 1.81, 95% CI 1.17, 2.79; P = 0.007) and post-lockdown (OR 2.01, 95% CI 1.27, 3.18; P = 0.003). At the same centre, prevalence of preterm birth was 5.5% (30/547) during lockdown, compared to 9.1% (100/1095) in previous years, a 40.0% relative reduction (P = 0.016). At this centre during lockdown, emergency caesareans concurrently decreased (P < 0.01) and instrumental vaginal births increased (P < 0.01). In Queensland overall, there was a nonsignificant decrease in the prevalence of preterm birth during lockdown. CONCLUSIONS There is a link between lockdown and a reduction in the prevalence of preterm birth on the Sunshine Coast. The cause is speculative at present, although increased influenza vaccination rates, decreased transmission of infections, and improved air quality may have been favourable in reducing preterm birth. Further research is needed to determine a causal link.
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Affiliation(s)
- Brittany Jasper
- Department of Obstetrics and Gynaecology, Sunshine Coast University Hospital, Sunshine Coast, Queensland, Australia.,School of Medicine, Griffith University, Brisbane, Queensland, Australia.,North West Anglia Healthcare NHS Trust, Cambridgeshire, UK
| | - Tereza Stillerova
- Department of Obstetrics and Gynaecology, Sunshine Coast University Hospital, Sunshine Coast, Queensland, Australia.,School of Medicine, Griffith University, Brisbane, Queensland, Australia.,Department of Obstetrics and Gynaecology, Cairns Hospital, Cairns, Queensland, Australia
| | - Christopher Anstey
- School of Medicine, Griffith University, Brisbane, Queensland, Australia.,Faculty of Medicine, University of Queensland, Brisbane, Queensland, Australia
| | - Edward Weaver
- Department of Obstetrics and Gynaecology, Sunshine Coast University Hospital, Sunshine Coast, Queensland, Australia.,School of Medicine, Griffith University, Brisbane, Queensland, Australia.,Faculty of Medicine, University of Queensland, Brisbane, Queensland, Australia
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Impact of COVID-19 Pandemic on Air Quality: A Systematic Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19041950. [PMID: 35206139 PMCID: PMC8871899 DOI: 10.3390/ijerph19041950] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/01/2022] [Revised: 02/02/2022] [Accepted: 02/03/2022] [Indexed: 02/07/2023]
Abstract
With the emergence of the COVID-19 pandemic, several governments imposed severe restrictions on socio-economic activities, putting most of the world population into a general lockdown in March 2020. Although scattered, studies on this topic worldwide have rapidly emerged in the literature. Hence, this systematic review aimed to identify and discuss the scientifically validated literature that evaluated the impact of the COVID-19 pandemic and associated restrictions on air quality. Thus, a total of 114 studies that quantified the impact of the COVID-19 pandemic on air quality through monitoring were selected from three databases. The most evaluated countries were India and China; all the studies intended to evaluate the impact of the pandemic on air quality, mainly concerning PM10, PM2.5, NO2, O3, CO, and SO2. Most of them focused on the 1st lockdown, comparing with the pre- and post-lockdown periods and usually in urban areas. Many studies conducted a descriptive analysis, while others complemented it with more advanced statistical analysis. Although using different methodologies, some studies reported a temporary air quality improvement during the lockdown. More studies are still needed, comparing different lockdown and lifting periods and, in other areas, for a definition of better-targeted policies to reduce air pollution.
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Study of Planetary Boundary Layer, Air Pollution, Air Quality Models and Aerosol Transport Using Ceilometers in New South Wales (NSW), Australia. ATMOSPHERE 2022. [DOI: 10.3390/atmos13020176] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The planetary boundary layer height (PBLH) is one of the key factors in influencing the dispersion of the air pollutants in the troposphere and, hence, the air pollutant concentration on ground level. For this reason, accurate air pollutant concentration depends on the performance of PBLH prediction. Recently, ceilometers, a lidar instrument to measure cloud base height, have been used by atmospheric scientists and air pollution control authorities to determine the mixing level height (MLH) in improving forecasting and understanding the evolution of aerosol layers above ground at a site. In this study, ceilometer data at an urban (Lidcombe) and a rural (Merriwa) location in New South Wales, Australia, were used to investigate the relationship of air pollutant surface concentrations and surface meteorological variables with MLH, to validate the PBLH prediction from two air quality models (CCAM-CTM and WRF-CMAQ), as well as to understand the aerosol transport from sources to the receptor point at Merriwa for the three case studies where high PM10 concentration was detected in each of the three days. The results showed that surface ozone and temperature had a positive correlation with MLH, while relative humidity had negative correlation. For other pollutants (PM10, PM2.5, NO2), no clear results were obtained, and the correlation depended on the site and regional emission characteristics. The results also showed that the PBLH prediction by the two air quality models corresponded reasonably well with the observed ceilometer data and the cause and source of high PM10 concentration at Merriwa can be found by using ceilometer MLH data to corroborate back trajectory analysis of the transport of aerosols to the receptor point at Merriwa. Of the three case studies, one had aerosol sources from the north and north west of Merriwa in remote NSW, where windblown dust is the main source, and the other two had sources from the south and south east of Merriwa, where anthropogenic sources dominate.
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Hao X, Yuan Y, Wang H, Hu T, Ji S, Wang Y. Carbon Emission Variations for Plug-In Hybrid Electric Vehicles after Coronavirus Disease 19: An Empirical Case in Chongqing, China. INTERNATIONAL JOURNAL OF AUTOMOTIVE TECHNOLOGY 2022; 23:1337-1347. [PMCID: PMC9527385 DOI: 10.1007/s12239-022-0117-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 03/15/2022] [Accepted: 03/16/2022] [Indexed: 02/03/2024]
Abstract
Owing to the lockdowns associated with the Coronavirus Disease 2019(COVID-19) pandemic, carbon emissions were significantly reduced. However, the accurate impacts on the personal transport sector since then remain unclear. To further investigate the influence of sudden public health emergencies on actual carbon emissions from personal electric vehicles, this paper examined the travel patterns and corresponding carbon emissions of plug-in hybrid electric vehicles (PHEVs) operating in Chongqing, China, before and after COVID-19. The results revealed that the pandemic has reshaped the travel patterns of vehicle drivers, with a 9 % reduction in the postpandemic fleet average daily travel mileage. Currently, the total daily carbon emissions of a PHEV with a range of 80 km (PHEV80) are 6.24 kg, which is 13 % lower than emissions from conventional vehicles and 32 % higher than those from electric battery-powered vehicles before the pandemic. Since COVID-19, there has been a 24 % decrease in carbon emissions from PHEV80 vehicles for the fleet and a 30 % maximum increase for individuals. Furthermore, considering the integration of 50 % renewable energy into China’s power grid by 2025, PHEVs can better mitigate the fluctuations in carbon emissions associated with sudden public health emergencies compared with conventional vehicles.
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Affiliation(s)
- Xu Hao
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083 China
- State Key Laboratory of Automotive Safety and Energy, Tsinghua University, Beijing, 100084 China
| | - Yuebo Yuan
- State Key Laboratory of Automotive Safety and Energy, Tsinghua University, Beijing, 100084 China
| | - Hewu Wang
- State Key Laboratory of Automotive Safety and Energy, Tsinghua University, Beijing, 100084 China
| | - Tiegang Hu
- Chongqing CHANGAN Automobile Company, No.260 Jianxin East Rd., Jiangbei District, Chongqing, 400023 China
| | - Sisi Ji
- Chongqing CHANGAN Automobile Company, No.260 Jianxin East Rd., Jiangbei District, Chongqing, 400023 China
| | - Yin Wang
- Chongqing CHANGAN Automobile Company, No.260 Jianxin East Rd., Jiangbei District, Chongqing, 400023 China
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