IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2020i21p9277-d441811.html
   My bibliography  Save this article

Sustainable Ambient Environment to Prevent Future Outbreaks: How Ambient Environment Relates to COVID-19 Local Transmission in Lima, Peru

Author

Listed:
  • Tsai-Chi Kuo

    (Department of Industrial Management, National Taiwan University of Science and Technology, Taipei 10607, Taiwan
    Artificial Intelligence for Operations Management Research Center, National Taiwan University of Science and Technology, Taipei 10607, Taiwan)

  • Ana Maria Pacheco

    (Department of Environmental Engineering, College of Engineering, Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan
    Department of Civil Engineering, College of Engineering, Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan)

  • Aditya Prana Iswara

    (Department of Environmental Engineering, College of Engineering, Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan
    Department of Civil Engineering, College of Engineering, Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan)

  • Denny Dermawan

    (Department of Waste Treatment Engineering, Shipbuilding Institute of Polytechnic Surabaya, Sukolilo 60111, Indonesia)

  • Gerry Andhikaputra

    (Department of Environmental Engineering, College of Engineering, Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan)

  • Lin-Han Chiang Hsieh

    (Department of Environmental Engineering, College of Engineering, Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan
    Department of Civil Engineering, College of Engineering, Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan
    Center for Environmental Risk Management (CERM), Chung Yuan Christian University, 200 Chung-Pei Road, Zhongli 320, Taiwan)

Abstract

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), universally recognized as COVID-19, is currently is a global issue. Our study uses multivariate regression for determining the relationship between the ambient environment and COVID-19 cases in Lima. We also forecast the pattern trajectory of COVID-19 cases with variables using an Auto-Regressive Integrated Moving Average Model (ARIMA). There is a significant association between ambient temperature and PM 10 and COVID-19 cases, while no significant correlation has been seen for PM 2.5 . All variables in the multivariate regression model have R 2 = 0.788, which describes a significant exposure to COVID-19 cases in Lima. ARIMA (1,1,1), during observation time of PM 2.5 , PM 10 , and average temperature, is found to be suitable for forecasting COVID-19 cases in Lima. This result indicates that the expected high particle concentration and low ambient temperature in the coming season will further facilitate the transmission of the coronavirus if there is no other policy intervention. A suggested sustainable policy related to ambient environment and the lessons learned from different countries to prevent future outbreaks are also discussed in this study.

Suggested Citation

  • Tsai-Chi Kuo & Ana Maria Pacheco & Aditya Prana Iswara & Denny Dermawan & Gerry Andhikaputra & Lin-Han Chiang Hsieh, 2020. "Sustainable Ambient Environment to Prevent Future Outbreaks: How Ambient Environment Relates to COVID-19 Local Transmission in Lima, Peru," Sustainability, MDPI, vol. 12(21), pages 1-13, November.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:21:p:9277-:d:441811
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/21/9277/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/12/21/9277/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Luigi Sanità di Toppi & Lorenzo Sanità di Toppi & Erika Bellini, 2020. "Novel Coronavirus: How Atmospheric Particulate Affects Our Environment and Health," Challenges, MDPI, vol. 11(1), pages 1-12, April.
    2. DRITSAKIS, Nikolaos & KLAZOGLOU, Paraskevi, 2019. "Time Series Analysis using ARIMA Models: An Approach to Forecasting Health Expenditure in USA," Economia Internazionale / International Economics, Camera di Commercio Industria Artigianato Agricoltura di Genova, vol. 72(1), pages 77-106.
    3. T. Ozaki, 1977. "On the Order Determination of Arima Models," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 26(3), pages 290-301, November.
    4. Yuan Liu & Zhi Ning & Yu Chen & Ming Guo & Yingle Liu & Nirmal Kumar Gali & Li Sun & Yusen Duan & Jing Cai & Dane Westerdahl & Xinjin Liu & Ke Xu & Kin-fai Ho & Haidong Kan & Qingyan Fu & Ke Lan, 2020. "Aerodynamic analysis of SARS-CoV-2 in two Wuhan hospitals," Nature, Nature, vol. 582(7813), pages 557-560, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hyundong Nam & Taewoo Nam, 2021. "Exploring Strategic Directions of Pandemic Crisis Management: A Text Analysis of World Economic Forum COVID-19 Reports," Sustainability, MDPI, vol. 13(8), pages 1-19, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Joseph Ching & Mizuo Kajino, 2020. "Rethinking Air Quality and Climate Change after COVID-19," IJERPH, MDPI, vol. 17(14), pages 1-11, July.
    2. Alvaro Garcia-Sanchez & Juan-Francisco Peña-Cardelles & Esther Ordonez-Fernandez & María Montero-Alonso & Naresh Kewalramani & Angel-Orión Salgado-Peralvo & Dániel Végh & Angélica Gargano & Gabriela P, 2022. "Povidone-Iodine as a Pre-Procedural Mouthwash to Reduce the Salivary Viral Load of SARS-CoV-2: A Systematic Review of Randomized Controlled Trials," IJERPH, MDPI, vol. 19(5), pages 1-9, March.
    3. Marta Baselga & Juan J. Alba & Alberto J. Schuhmacher, 2022. "The Control of Metabolic CO 2 in Public Transport as a Strategy to Reduce the Transmission of Respiratory Infectious Diseases," IJERPH, MDPI, vol. 19(11), pages 1-19, May.
    4. Huang, Yubo & Wu, Yan & Zhang, Weidong, 2020. "Comprehensive identification and isolation policies have effectively suppressed the spread of COVID-19," Chaos, Solitons & Fractals, Elsevier, vol. 139(C).
    5. Kelly A. Stevens & Thomas A. Bryer & Haofei Yu, 2021. "Air Quality Enhancement Districts: democratizing data to improve respiratory health," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 11(4), pages 702-707, December.
    6. Seres, Gyula & Balleyer, Anna & Cerutti, Nicola & Friedrichsen, Jana & Süer, Müge, 2020. "Face mask use and physical distancing before and after mandatory masking: Evidence from public waiting lines," Discussion Papers, Research Unit: Economics of Change SP II 2020-305, WZB Berlin Social Science Center.
    7. Andreea Kui & Codruța Popescu & Anca Labuneț & Oana Almășan & Adrian Petruțiu & Mariana Păcurar & Smaranda Buduru, 2022. "Is Teledentistry a Method for Optimizing Dental Practice, Even in the Post-Pandemic Period? An Integrative Review," IJERPH, MDPI, vol. 19(13), pages 1-13, June.
    8. Babak Zolghadr-Asli & Maedeh Enayati & Hamid Reza Pourghasemi & Mojtaba Naghdyzadegan Jahromi & John P. Tiefenbacher, 2021. "A linear/non-linear hybrid time-series model to investigate the depletion of inland water bodies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(7), pages 10727-10742, July.
    9. Tanvir R. Khan & Danny S. Parker & Charles Withers, 2021. "Mitigation of Airborne Contaminant Spread through Simple Interventions in an Occupied Single-Family Home," IJERPH, MDPI, vol. 18(11), pages 1-12, May.
    10. Elena Constantin, 2020. "Second-Order Optimality Conditions in Locally Lipschitz Inequality-Constrained Multiobjective Optimization," Journal of Optimization Theory and Applications, Springer, vol. 186(1), pages 50-67, July.
    11. Seres, Gyula & Balleyer, Anna & Cerutti, Nicola & Friedrichsen, Jana & Süer, Müge, 2021. "Face mask use and physical distancing before and after mandatory masking: No evidence on risk compensation in public waiting lines," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 765-781.
    12. Manuel-Jesús Perea-Rodríguez & Juan-Agustín Morón-Marchena & María-Carmen Muñoz-Díaz & David Cobos-Sanchiz, 2021. "Adult Education: A Sustainable Model for the Reduction of Psychosocial and Educational Risks Caused by COVID-19," Sustainability, MDPI, vol. 13(9), pages 1-12, May.
    13. Ezra Gayawan & Samson B. Adebayo & Reuben A. Ipinyomi & Benjamin Oyejola, 2010. "Modeling fertility curves in Africa," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 22(10), pages 211-236.
    14. Muhammad Azher Hassan & Tariq Mehmood & Ehtisham Lodhi & Muhammad Bilal & Afzal Ahmed Dar & Junjie Liu, 2022. "Lockdown Amid COVID-19 Ascendancy over Ambient Particulate Matter Pollution Anomaly," IJERPH, MDPI, vol. 19(20), pages 1-31, October.
    15. Giovanni Giuseppe Giobbe & Francesco Bonfante & Brendan C. Jones & Onelia Gagliano & Camilla Luni & Elisa Zambaiti & Silvia Perin & Cecilia Laterza & Georg Busslinger & Hannah Stuart & Matteo Pagliari, 2021. "SARS-CoV-2 infection and replication in human gastric organoids," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    16. Bao V. Duong & Puchanee Larpruenrudee & Tianxin Fang & Sheikh I. Hossain & Suvash C. Saha & Yuantong Gu & Mohammad S. Islam, 2022. "Is the SARS CoV-2 Omicron Variant Deadlier and More Transmissible Than Delta Variant?," IJERPH, MDPI, vol. 19(8), pages 1-25, April.
    17. Freeman, T.Graham, 1985. "Selecting the best model to fit data," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 27(2), pages 137-140.
    18. Mohd Saidin Misnan & Mohamad Zahierruden Ismail & Tan Jia Yan, 2024. "Construction Project Management Issues and Development in Current for Future Construction Project: Challenges and Prospects in Sustainable Project Management," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 8(2), pages 1997-2011, February.
    19. Victor Angelo Martins Montalli & Patrícia Rejane de Freitas & Milenna de Figueiredo Torres & Oscar de Figueiredo Torres Junior & Dienne Hellen Moutinho De Vilhena & José Luiz Cintra Junqueira & Marcel, 2021. "Biosafety devices to control the spread of potentially contaminated dispersion particles. New associated strategies for health environments," PLOS ONE, Public Library of Science, vol. 16(8), pages 1-16, August.
    20. Xiao, Tianyi & Mu, Tong & Shen, Sunle & Song, Yiming & Yang, Shufan & He, Jie, 2022. "A dynamic physical-distancing model to evaluate spatial measures for prevention of Covid-19 spread," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 592(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:12:y:2020:i:21:p:9277-:d:441811. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.