{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,16]],"date-time":"2026-05-16T03:31:33Z","timestamp":1778902293626,"version":"3.51.4"},"reference-count":69,"publisher":"MDPI AG","issue":"18","license":[{"start":{"date-parts":[[2021,9,20]],"date-time":"2021-09-20T00:00:00Z","timestamp":1632096000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100007053","name":"Korea Institute of Energy Technology Evaluation and Planning","doi-asserted-by":"publisher","award":["20181210301430, 20204010600220"],"award-info":[{"award-number":["20181210301430, 20204010600220"]}],"id":[{"id":"10.13039\/501100007053","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJERPH"],"abstract":"<jats:p>This paper examines how economic growth and renewable energy consumption are associated with air pollution using a dynamic panel approach. Focusing on several major air pollutants, namely, particulate matter, sulfur dioxide, nitrogen oxide, and carbon monoxide, this paper tests the environmental Kuznets hypothesis and determines whether the use of renewable energy sources contributes to a reduction in air pollution. Data from a balanced panel of 145 countries for the period between 2000 and 2014 was used for the estimation of the dynamic panel model. The results of the dynamic panel model showed inverted U-shaped curves for the relationship between economic development and particulate matter and sulfur dioxide emissions. The results also revealed that increasing renewable energy consumption contributes to an improvement in air quality. Moreover, it was found that urbanization tends to decrease sulfur dioxide and nitrogen oxide emissions, while trade openness reduces particulate matter and carbon monoxide emissions but increases sulfur dioxide emissions.<\/jats:p>","DOI":"10.3390\/ijerph18189906","type":"journal-article","created":{"date-parts":[[2021,9,21]],"date-time":"2021-09-21T08:04:23Z","timestamp":1632211463000},"page":"9906","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["A Dynamic Analysis of Air Pollution: Implications of Economic Growth and Renewable Energy Consumption"],"prefix":"10.3390","volume":"18","author":[{"given":"Jia Yu","family":"Xie","sequence":"first","affiliation":[{"name":"Department of Food and Resource Economics, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6154-3864","authenticated-orcid":false,"given":"Dong Hee","family":"Suh","sequence":"additional","affiliation":[{"name":"Department of Food and Resource Economics, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sung-Kwan","family":"Joo","sequence":"additional","affiliation":[{"name":"School of Electrical Engineering, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2021,9,20]]},"reference":[{"key":"ref_1","unstructured":"World Bank Group (2016). The Cost of Air Pollution: Strengthening the Economic Case for Action, World Bank."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.envint.2014.05.014","article-title":"Long-term air pollution exposure and diabetes in a population-based Swiss cohort","volume":"70","author":"Eze","year":"2014","journal-title":"Environ. Int."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1038\/366023a0","article-title":"Skin cancer and UV radiation","volume":"366","author":"Madronich","year":"1993","journal-title":"Nature"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.envpol.2018.11.109","article-title":"Impacts of air pollution on dry eye disease among residents in Hangzhou, China: A case-crossover study","volume":"246","author":"Mo","year":"2019","journal-title":"Environ. Pollut."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1132","DOI":"10.1001\/jama.287.9.1132","article-title":"Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution","volume":"287","author":"Pope","year":"2002","journal-title":"JAMA"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"138","DOI":"10.1097\/MCP.0000000000000248","article-title":"Pulmonary health effects of air pollution","volume":"22","author":"Kurt","year":"2016","journal-title":"Curr. Opin. Pulm. Med."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"14","DOI":"10.3389\/fpubh.2020.00014","article-title":"Environmental and health impacts of air pollution: A review","volume":"8","author":"Manisalidis","year":"2020","journal-title":"Front. Public Health"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"634","DOI":"10.1016\/j.acvd.2017.05.003","article-title":"Cardiovascular effects of air pollution","volume":"110","author":"Bourdrel","year":"2017","journal-title":"Arch. Cardiovasc. Dis."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.freeradbiomed.2020.01.179","article-title":"Air pollution and its effects on the immune system","volume":"151","author":"Glencross","year":"2020","journal-title":"Free Radic. Biol. Med."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Grossman, G.M., and Krueger, A.B. (1991). Environmental Impacts of a North American Free Trade Agreement, NBER. Working paper 3914.","DOI":"10.3386\/w3914"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1006\/jeem.1994.1031","article-title":"Environmental quality and development: Is there a Kuznets curve for air pollution emissions?","volume":"27","author":"Selden","year":"1994","journal-title":"J. Environ. Econ. Manag."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1093\/oep\/46.Supplement_1.757","article-title":"Economic development and environmental quality: An econometric analysis","volume":"46","author":"Shafik","year":"1994","journal-title":"Oxf. Econ. Pap."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1016\/S0921-8009(00)00179-8","article-title":"Air quality and economic growth: An empirical study","volume":"34","author":"Dinda","year":"2000","journal-title":"Ecol. Econ."},{"key":"ref_14","first-page":"663","article-title":"Corruption, growth, and the environment: A cross-country analysis. Environ","volume":"9","author":"Welsch","year":"2004","journal-title":"Dev. Econ."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1597","DOI":"10.1016\/j.worlddev.2005.12.008","article-title":"Environment during growth: Accounting for governance and vulnerability","volume":"34","author":"Dasgupta","year":"2006","journal-title":"World Dev."},{"key":"ref_16","first-page":"8","article-title":"Environmental Kuznets curve and sulfur emissions: A comparative econometric analysis","volume":"5","author":"Kacar","year":"2014","journal-title":"Ecol. Econ."},{"key":"ref_17","first-page":"433","article-title":"The relationship between air pollution emissions and income: US Data. Environ","volume":"2","author":"Carson","year":"1997","journal-title":"Dev. Econ."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1016\/S0921-8009(97)00177-8","article-title":"Income, inequality, and pollution: A reassessment of the environmental Kuznets curve","volume":"25","author":"Torras","year":"1998","journal-title":"Ecol. Econ."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1016\/S0921-8009(99)00064-6","article-title":"The environmental Kuznets curve: Does one size fit all?","volume":"31","author":"List","year":"1999","journal-title":"Ecol. Econ."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1038","DOI":"10.1162\/003465303772815916","article-title":"The environmental Kuznets curve: Real progress or misspecified models?","volume":"85","author":"Millimet","year":"2003","journal-title":"Rev. Econ. Stat."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1080\/09644010410001685236","article-title":"Market liberalisation and sustainability in transition: Turning points and trends in central and Eastern Europe","volume":"13","author":"Archibald","year":"2004","journal-title":"Env. Polit."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"647","DOI":"10.1016\/j.apr.2016.02.010","article-title":"Trilateral association between SO2\/NO2 emission, inequality in energy intensity, and economic growth: A case of Indian cities","volume":"7","author":"Sinha","year":"2016","journal-title":"Atmos. Pollut. Res."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/S1364-0321(99)00011-8","article-title":"Renewable energy and sustainable development: A crucial review. Renew","volume":"4","author":"Dincer","year":"2000","journal-title":"Sustain. Energy Rev."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1016\/S0301-4215(01)00107-0","article-title":"The potential contribution of renewable energy in air pollution abatement in China and India","volume":"30","author":"Boudri","year":"2002","journal-title":"Energy Policy"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"103","DOI":"10.3844\/ajessp.2013.103.112","article-title":"The potential of renewable energy: Using the environmental Kuznets curve model","volume":"9","author":"Sulaiman","year":"2013","journal-title":"Am. J. Environ. Sci."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"838","DOI":"10.1016\/j.rser.2015.10.080","article-title":"The dynamic impact of renewable energy consumption on CO2 emissions: A revisited environmental Kuznets curve approach. Renew","volume":"54","author":"Bilgili","year":"2016","journal-title":"Sustain. Energy Rev."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"824","DOI":"10.1016\/j.ecolind.2015.08.031","article-title":"Testing environmental Kuznets curve hypothesis: The role of renewable and non-renewable energy consumption and trade in OECD Countries","volume":"60","author":"Jebli","year":"2016","journal-title":"Ecol. Indic."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"10846","DOI":"10.1007\/s11356-017-8786-y","article-title":"The influence of renewable and non-renewable energy consumption and real income on CO2 emissions in the USA: Evidence from structural break tests","volume":"24","author":"Dogan","year":"2017","journal-title":"Environ. Sci. Pollut. Res."},{"key":"ref_29","unstructured":"Salim, R., Rafiq, S., and Shafiei, S. (2017). Urbanization, Energy Consumption, and Pollutant Emission in Asian Developing Economies: An Empirical Analysis, Asian Development Bank Institute. ADBI Working Paper."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"119515","DOI":"10.1016\/j.jclepro.2019.119515","article-title":"Does renewable energy technological innovation control China\u2019s air pollution? A spatial analysis","volume":"250","author":"Zhu","year":"2020","journal-title":"J. Clean. Prod."},{"key":"ref_31","unstructured":"Panayotou, T. (1993). Empirical Tests and Policy Analysis of Environmental Degradation at Different Stages of Economic Development (No. 992927783402676), ILO."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"To, A.H., Ha, D.T.-T., Nguyen, H.M., and Vo, D.H. (2019). The Impact of foreign direct investment on environment degradation: Evidence from emerging markets in Asia. Int. J. Environ. Res. Public Health, 16.","DOI":"10.3390\/ijerph16091636"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Fang, D., Hao, P., Wang, Z., and Hao, J. (2019). Analysis of the influence mechanism of CO2 emissions and verification of the environmental Kuznets curve in China. Int. J. Environ. Res. Public Health, 16.","DOI":"10.3390\/ijerph16060944"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/j.rser.2015.04.184","article-title":"Environmental Kuznets curve time series application for Turkey: Why controversial results exist for similar models?","volume":"50","author":"Tutulmaz","year":"2015","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1017\/S1355770X97000211","article-title":"The environmental Kuznets curve: An empirical analysis","volume":"2","author":"Cole","year":"1997","journal-title":"Environ. Dev. Econ."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1392","DOI":"10.1016\/j.enpol.2013.07.131","article-title":"The environmental Kuznets curve (EKC) theory\u2014Part A: Concept, causes and the CO2 emissions case","volume":"62","author":"Kaika","year":"2013","journal-title":"Energy Policy"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1016\/j.jclepro.2017.11.008","article-title":"What cause large regional differences in PM2.5 pollutions in China? Evidence from quantile regression model","volume":"174","author":"Xu","year":"2018","journal-title":"J. Clean. Prod."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1007\/s10640-014-9871-z","article-title":"Compelling evidence of an environmental Kuznets curve in the United Kingdom","volume":"64","author":"Sephton","year":"2016","journal-title":"Environ. Resour. Econ."},{"key":"ref_39","first-page":"117","article-title":"Empirical Investigation of the Environmental Kuznets Curve Hypothesis for Nitrous Oxide Emissions for Mongolia","volume":"7","author":"Och","year":"2017","journal-title":"Int. J. Energy Econ. Policy"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1016\/j.eneco.2017.04.001","article-title":"Foreign direct investment, income, and environmental pollution in developing countries: Panel data analysis of Latin America","volume":"64","author":"Sapkota","year":"2017","journal-title":"Energy Econ."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1757","DOI":"10.15244\/pjoes\/68567","article-title":"A microeconomics explanation of the environmental Kuznets curve (EKC) and an empirical investigation","volume":"26","author":"Wang","year":"2017","journal-title":"Pol. J. Environ. Stud."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"873","DOI":"10.1016\/j.jclepro.2019.02.166","article-title":"Is there an EKC between economic growth and smog pollution in China? New evidence from semiparametric spatial autoregressive models","volume":"220","author":"Xie","year":"2019","journal-title":"J. Clean. Prod."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"140421","DOI":"10.1016\/j.scitotenv.2020.140421","article-title":"Impact of agricultural land use and economic growth on nitrous oxide emissions: Evidence from developed and developing countries","volume":"741","author":"Haider","year":"2020","journal-title":"Sci. Total Environ."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1016\/j.ecolecon.2005.01.011","article-title":"Is there a turning point in the relationship between income and energy use and\/or carbon emissions?","volume":"56","author":"Richmond","year":"2006","journal-title":"Ecol. Econ."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1016\/j.rser.2013.03.066","article-title":"Indicators for sustainable energy development: A multivariate cointegration and causality analysis from Tunisian road transport sector","volume":"25","author":"Abdallah","year":"2013","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/j.eneco.2014.03.025","article-title":"Bounds testing approach to analysis of the environment Kuznets curve hypothesis","volume":"44","author":"Onafowora","year":"2014","journal-title":"Energy Econ."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Luo, Y., Chen, H., Zhu, Q., Peng, C., Yang, G., Yang, Y., and Zhang, Y. (2014). Relationship between air pollutants and economic development of the provincial capital cities in China during the past decade. PLoS ONE, 9.","DOI":"10.1371\/journal.pone.0104013"},{"key":"ref_48","first-page":"317","article-title":"Environmental quality and economic growth: A panel analysis of the \u201cU\u201d in Kuznets","volume":"20","author":"Akpan","year":"2015","journal-title":"J. Econ. Res."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/j.eneco.2015.04.010","article-title":"Environmental Kuznets curve for CO2 emissions: The case of Arctic countries","volume":"50","author":"Baek","year":"2015","journal-title":"Energy Econ."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Adebayo, T.S., Awosusi, A.A., Oladipupo, S.D., Agyekum, E.B., Jayakumar, A., and Kumar, N.M. (2021). Dominance of fossil fuels in Japan\u2019s national energy mix and implications for environmental sustainability. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph18147347"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"1513","DOI":"10.1016\/j.rser.2010.11.037","article-title":"Role of renewable energy sources in environmental protection: A review","volume":"15","author":"Panwar","year":"2011","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"110488","DOI":"10.1016\/j.rser.2020.110488","article-title":"Impacts of innovation on renewable energy technology cost reductions","volume":"138","author":"Elia","year":"2020","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1086\/449673","article-title":"Urbanization and the development of pre-industrial areas","volume":"3","author":"Davis","year":"1954","journal-title":"Econ. Dev. Cult. Chang."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"877","DOI":"10.1257\/aer.91.4.877","article-title":"Is free trade good for the environment?","volume":"91","author":"Antweiler","year":"2001","journal-title":"Am. Econ. Rev."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"98","DOI":"10.1016\/S0094-1190(02)00504-1","article-title":"Evidence on the political economy of the urbanization process","volume":"53","author":"Davis","year":"2003","journal-title":"J. Urban Econ."},{"key":"ref_56","unstructured":"Managi, S., Hibiki, A., and Tsurumi, T. (2008). Does Trade Liberalization Reduce Pollution Emissions?, The Research Institute of Economy, Trade and Industry. Discussion papers 08-E-013."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"1042","DOI":"10.1016\/j.enpol.2013.09.022","article-title":"CO2 emissions, energy consumption, income and foreign trade: A South African perspective","volume":"63","author":"Kohler","year":"2013","journal-title":"Energy Policy"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.econmod.2014.03.005","article-title":"The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy","volume":"40","author":"Boutabba","year":"2014","journal-title":"Econ. Model."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"347","DOI":"10.1016\/j.rser.2015.07.118","article-title":"The impact of foreign direct investment on environmental quality: A bounds testing and causality analysis for Turkey","volume":"52","author":"Seker","year":"2015","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1016\/j.ecolind.2016.03.027","article-title":"The impact of trade openness on global carbon dioxide emissions: Evidence from the top ten emitters among developing countries","volume":"67","author":"Ertugrul","year":"2016","journal-title":"Ecol. Indic."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1016\/j.eneco.2016.02.007","article-title":"Urbanization, openness, emissions, and energy intensity: A study of increasingly urbanized emerging economies","volume":"56","author":"Rafiq","year":"2016","journal-title":"Energy Econ."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"312","DOI":"10.1016\/j.jclepro.2018.03.293","article-title":"Changes in urban air quality during urbanization in China","volume":"188","author":"Lin","year":"2018","journal-title":"J. Clean. Prod."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/0304-4076(82)90095-1","article-title":"Formulation and estimation of dynamic models using panel data","volume":"18","author":"Anderson","year":"1982","journal-title":"J. Econom."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/0304-4076(94)01641-C","article-title":"Efficient estimation of models for dynamic panel data","volume":"68","author":"Ahn","year":"1995","journal-title":"J. Econom."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"277","DOI":"10.2307\/2297968","article-title":"Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations","volume":"58","author":"Arellano","year":"1991","journal-title":"Rev. Econ. Stud."},{"key":"ref_66","first-page":"P263","article-title":"Analysis on energy-saving technology of civil architecture","volume":"23","author":"Yong","year":"2010","journal-title":"Shanxi Archit."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1016\/j.rser.2014.10.016","article-title":"The development of new energy vehicles for a sustainable future: A review","volume":"42","author":"Yuan","year":"2015","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"481","DOI":"10.1016\/0305-750X(92)90038-W","article-title":"Economic growth and the environment: Whose growth? Whose environment?","volume":"20","author":"Beckerman","year":"1992","journal-title":"World Dev."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"198","DOI":"10.1080\/13504501003787638","article-title":"Environmental Kuznets curves: Mess or meaning?","volume":"17","author":"Webber","year":"2010","journal-title":"Int. J. Sustain. Dev. 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