Abstract
By considering the search for alternatives against Russia’s natural gas supply cuts, this study explores the impact and causality of disaggregated level energy consumption indicators on environmental quality. Hence, the study investigates Germany, which is the leading economy in Europe and highly dependent on Russia’s natural gas supply, by using carbon dioxide (CO2) emissions as the environment indicator, including annual data from 1970 to 2021, and applying novel time series approaches. In the empirical examination, Granger causality-in-quantiles (GCiQ), quantile-on-quantile regression (QoQR), and multivariate adaptive regression splines (MARS) are applied as base models while quantile regression (QR) and dynamic ordinary least squares (DOLS) are used for robustness. The empirical findings show that (i) there are causal impacts of disaggregated level energy consumption indicators on CO2 emissions; (ii) renewable energy and hydroelectricity consumption have a decreasing impact, whereas natural gas, coal, and oil energy consumption have an increasing impact on CO2 emissions; (iii) although nuclear energy has been discussed as a potential alternative, nuclear energy does not have a significant impact in decreasing CO2 emissions; (iv) natural gas consumption has an interaction with renewable energy, hydroelectricity, and coal energy consumption; (v) the power of disaggregated level energy consumption indicators on CO2 emissions vary according to quantiles, thresholds, and interactions between energy consumption indicators; (iv) alternative models validate robustness of the results obtained. Thus, the results imply that the most appropriate alternative is coal energy consumption in the short-term and renewable energy consumption in the long-term to compensate for Russia’s natural gas supply cuts, whereas nuclear energy consumption is not a real alternative for Germany.
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Data availability
Data will be made available on request.
Abbreviations
- ADF:
-
Augmented Dickey-Fuller
- AMG:
-
Augmented Mean Group
- ARDL:
-
Autoregressive Distributed Lag
- B-ARDL :
-
Bootstrap ARDL
- BDS:
-
Broock, Scheinkman, Dechert, and LeBaron
- BFGCiQ:
-
Bootstrap Fourier Granger Causality-in-Quantiles
- BP:
-
British Petroleum
- CCR:
-
Canonical Cointegration Regression
- CO2 :
-
Carbon Dioxide
- COP:
-
Conference of Parties
- CR:
-
Cointegration Regression
- CS-ARDL:
-
Cross-Sectional ARDL
- D-ARDL:
-
Dynamic ARDL Simulations
- DH:
-
Dumitrescu Hurlin
- DOLS:
-
Dynamic Ordinary Least Squares
- EF:
-
Ecological Footprint
- EU:
-
European Union
- FMOLS:
-
Fully Modified OLS
- GC:
-
Granger Causality
- GCiQ :
-
Granger Causality-in-Quantiles
- GCV:
-
Generalized Cross-Validation
- IEA:
-
International Energy Agency
- KRLS:
-
Kernel-Based Least Squares
- LCF:
-
Load Capacity Factor
- MARS:
-
Multivariate Adaptive Regression Splines
- ML:
-
Machine Learning Algorithms
- PP:
-
Phillips-Perron
- Q-ARDL :
-
Quantile ARDL
- QoQR:
-
Quantile-on-Quantile Regression
- QR:
-
Quantile Regression
- SVAR:
-
Structural Vector Autoregressive Model
- SW:
-
Shapiro-Wilk
- TVAR:
-
Threshold Vector Autoregression
- USA:
-
United States of America
- VECM:
-
Vector Error Correction Model
- WC:
-
Wavelet Coherence
- WLMC:
-
Wavelet Local Multiple Correlation
References
Abumunshar M, Aga M, Samour A (2020) Oil price, energy consumption, and CO2 emissions in Turkey. New evidence from a Bootstrap ARDL Test. Energies 13(21):5588
Adebayo TS, Kirikkaleli D, Adeshola I, Oluwajana D, Akinsola GD, Osemeahon OS (2021) Coal consumption and environmental sustainability in South Africa: The role of financial development and globalization. Int J Renew Energy Dev 10(3):527–536
Adebayo TS, Kartal MT, Ullah S (2023a) Role of hydroelectricity and natural gas consumption on environmental sustainability in the United States: Evidence from novel time-frequency approaches. J Environ Manag 328:116987
Adebayo TS, Ağa M, Kartal MT (2023b) Analyzing the co-movement between CO2 emissions and disaggregated nonrenewable and renewable energy consumption in BRICS: Evidence through the lens of wavelet coherence. Environ Sci Pollut Res 30(13):38921–38938
Ahmed Z, Zafar MW, Ali S (2020) Linking urbanization, human capital, and the ecological footprint in G7 countries: An empirical analysis. Sustain Cities Soc 55:102064
Ahmed Z, Ahmad M, Murshed M, Shah MI, Mahmood H, Abbas S (2022) How Do Green Energy Technology Investments, Technological Innovation, and Trade Globalization Enhance Green Energy Supply and Stimulate Environmental Sustainability in the G7 Countries? Gondwana Res 112:105–115
Ajmi AN, Inglesi-Lotz R (2021) Revisiting the Kuznets Curve Hypothesis for Tunisia: Carbon Dioxide vs. Ecological Footprint. Energy Sources, Part B: Econ Plan Policy 16(5):406–419
Alam MS, Paramati SR (2015) Do oil consumption and economic growth intensify environmental degradation? Evidence from developing economies. Appl Econ 47(48):5186–5203
Ali U, Guo Q, Kartal MT, Nurgazina Z, Khan ZA, Sharif A (2022) The impact of renewable and non-renewable energy consumption on carbon emission intensity in China: Fresh evidence from novel dynamic ARDL simulations. J Environ Manag 320:115782
Alkhathlan K, Javid M (2013) Energy consumption, carbon emissions and economic growth in Saudi Arabia: An aggregate and disaggregate analysis. Energy Policy 62:1525–1532
Alnour M, Ali M, Abdalla A, Abdelrahman R, Khalil H (2022) How do urban population growth, hydropower consumption and natural resources rent shape environmental quality in Sudan? World Dev Sustain 1:100029
Alola AA, Yalçiner K, Alola UV, Saint Akadiri S (2019) The role of renewable energy, immigration and real income in environmental sustainability target. Evidence from Europe largest states. Sci Total Environ 674:307–315
Azam A, Rafiq M, Shafique M, Zhang H, Yuan J (2021) Analyzing the effect of natural gas, nuclear energy and renewable energy on GDP and carbon emissions: A multi-variate panel data analysis. Energy 219:119592
BBC (2022) Germany takes step closer to gas rationing. https://www.bbc.com/news/business-61908998. Accessed 10 Dec 2022
Bekhet HA, Matar A, Yasmin T (2017) CO2 emissions, energy consumption, economic growth, and financial development in GCC countries: Dynamic simultaneous equation models. Renew Sustain Energy Rev 70:117–132
Bilgili F, Lorente DB, Kuşkaya S, Ünlü F, Gençoğlu P, Rosha P (2021) The role of hydropower energy in the level of CO2 emissions: An application of continuous wavelet transform. Renew Energy 178:283–294
Bimanatya TE, Widodo T (2018) Fossil fuels consumption, carbon emissions, and economic growth in Indonesia. Int J Energy Econ Policy 8(4):90–97
BP (2022) Energy Data. https://www.bp.com/en/global/corporate/energy-economics/statistical-review-of-world-energy/downloads.html. Accessed 5 Dec 2022
Broock WA, Scheinkman JA, Dechert WD, LeBaron B (1996) A test for independence based on the correlation dimension. Economet Rev 15(3):197–235
Cai Y, Chang T, Inglesi-Lotz R (2018) Asymmetric Persistence in Convergence for Carbon Dioxide Emissions Based on Quantile Unit Root Test with Fourier Function. Energy 161:470–481
Chen Y, Zhao J, Lai Z, Wang Z, Xia H (2019) Exploring the effects of economic growth, and renewable and non-renewable energy consumption on China’s CO2 emissions: Evidence from a regional panel analysis. Renew Energy 140:341–353
Dai J, Ahmed Z, Sinha A, Pata UK, Alvarado R (2023) Sustainable Green Electricity, Technological Innovation, and Ecological Footprint: Does Democratic Accountability Moderate the Nexus? Util Policy 82:101541
Danish, Ozcan B, Ulucak R (2021) An empirical investigation of nuclear energy consumption and carbon dioxide (CO2) emission in India: Bridging IPAT and EKC hypotheses. Nucl Eng Technol 53(6):2056–2065
Depren Ö, Kartal MT, Ayhan F, Depren SK (2023) Heterogeneous impact of environmental taxes on environmental quality: Tax domain based evidence from the Nordic countries by nonparametric quantile approaches. J Environ Manag 329:117031
Destek MA, Aslan A (2020) Disaggregated renewable energy consumption and environmental pollution nexus in G-7 countries. Renew Energy 151:1298–1306
Dickey DA, Fuller WA (1979) Distribution of the Estimators for Autoregressive Time Series with a Unit Root. J Am Stat Assoc 74(366a):427–431
Doğan E, Inglesi-Lotz R (2017) Analyzing the Effects of Real Income and Biomass Energy Consumption on Carbon Dioxide (CO2) Emissions: Empirical Evidence from the Panel of Biomass-Consuming Countries. Energy 138:721–727
Doğan E, Öztürk İ (2017) The influence of renewable and non-renewable energy consumption and real income on CO2 emissions in the USA: Evidence from structural break tests. Environ Sci Pollut Res 24(11):10846–10854
Dong K, Sun R, Li H, Liao H (2018a) Does natural gas consumption mitigate CO2 emissions: Testing the environmental Kuznets curve hypothesis for 14 Asia-pacific countries. Renew Sustain Energy Rev 94:419–429
Dong K, Sun R, Jiang H, Zeng X (2018b) CO2 emissions, economic growth, and the environmental Kuznets curve in China: What roles can nuclear energy and renewable energy play? J Clean Prod 196:51–63
Erdogan S (2020) Analyzing the Environmental Kuznets Curve Hypothesis: The Role of Disaggregated Transport Infrastructure Investments. Sustain Cities Soc 61:102338
Erdogan S, Ahmed MY, Sarkodie SA (2022a) Analyzing Asymmetric Effects of Cryptocurrency Demand on Environmental Sustainability. Environ Sci Pollut Res 29:31723–31733
Erdogan S, Sarkodie SA, Adedoyin FF, Bekun FV, Owusu PA (2022b) Analyzing Transport Demand and Environmental Degradation: The Case of G-7 Countries. Environ Dev Sustain. https://doi.org/10.1007/s10668-022-02729-1
Friedman JH (1991) Multivariate adaptive regression splines. Ann Stat 19(1):1–67
FT (2022) Germany turns to coal for a third of its electricity. https://www.ft.com/content/9d3c8af8-ae00-4dc5-9e85-579681450c9c. Accessed 20 Dec 2022
Gyamfi BA, Adedoyin FF, Bein MA, Bekun FV, Agozie DQ (2021) The anthropogenic consequences of energy consumption in E7 economies: juxtaposing roles of renewable, coal, nuclear, oil and gas energy: Evidence from panel quantile method. J Clean Prod 295:126373
Hansen B, Phillips PCB (1990) Estimation and inference in models of cointegration: A Simulation Study. Adv Econ 8:225–248
IEA (2021) Net zero by 2050: A roadmap for the global energy sector. https://iea.blob.core.windows.net/assets/deebef5d-0c34-4539-9d0c-10b13d840027/NetZeroby2050-ARoadmapfortheGlobalEnergySector_CORR.pdf. Accessed 20 Dec 2022
IEA (2022) Nuclear power and secure energy transitions from today’s challenges to tomorrow’s clean energy systems. https://www.iea.org/reports/nuclear-power-and-secure-energy-transitions. Accessed 20 Dec 2022
Jahanger A, Yu Y, Awan A, Chishti MZ, Radulescu M, Balsalobre-Lorente D (2022) The impact of hydropower energy in Malaysia under the EKC hypothesis: Evidence from quantile ARDL approach. SAGE Open 12(3):21582440221109580
Jin X, Ahmed Z, Pata UK, Kartal MT, Erdogan S (2023) Do Investments in Green Energy, Energy Efficiency, and Nuclear Energy R&D Improve the Load Capacity Factor? An Augmented ARDL Approach. Geosci Front 101646. https://doi.org/10.1016/j.gsf.2023.101646
Joshua U, Bekun FV (2020) The Path to Achieving Environmental Sustainability in South Africa: The Role of Coal Consumption, Economic Expansion, Pollutant Emission, and Total Natural Resources Rent. Environ Sci Pollut Res 27(9):9435–9443
Kanat O, Yan Z, Asghar MM, Ahmed Z, Mahmood H, Kirikkaleli D, Murshed M (2022) Do Natural Gas, Oil, and Coal Consumption Ameliorate Environmental Quality? Empirical Evidence from Russia. Environ Sci Pollut Res 29(3):4540–4556
Kartal MT (2020) The effect of the COVID-19 pandemic on oil prices: Evidence from Turkey. Energy Res Lett 1(4):1–4
Kartal MT (2022) The role of consumption of energy, fossil sources, nuclear energy, and renewable energy on environmental degradation in top-five carbon producing countries. Renew Energy 184:871–880
Kartal MT (2023) Production-based disaggregated analysis of energy consumption and CO2 emission nexus: Evidence from the USA by novel dynamic ARDL simulation approach. Environ Sci Pollut Res 30(3):6864–6874
Kartal MT, Depren Ö (2023) Asymmetric relationship between global and national factors, and domestic food prices: Evidence from Turkey with novel nonlinear approaches. Financ Innov 9(1):11
Kartal MT, Depren Ö, Depren SK (2021) The relationship between mobility and COVID-19 pandemic: Daily evidence from an emerging country by causality analysis. Transp Res Interdiscip Perspect 10:100366
Kartal MT, Kılıç Depren S, Ayhan F, Depren Ö (2022a) Impact of renewable and fossil fuel energy consumption on environmental degradation: Evidence from USA by nonlinear approaches. Int J Sust Dev World 29(8):738–755
Kartal MT, Ali U, Nurgazina Z (2022b) Asymmetric effect of electricity consumption on CO2 emissions in the USA: Analysis of end-user electricity consumption by nonlinear quantile approaches. Environ Sci Pollut Res 29(55):83824–83838
Kartal MT, Depren SK, Kirikkaleli D, Depren Ö, Khan U (2022c) Asymmetric and long-run impact of political stability on consumption-based carbon dioxide emissions in Finland: Evidence from nonlinear and fourier-based approaches. J Environ Manag 321:116043
Kartal MT, Samour A, Adebayo TS, Depren SK (2023a) Do nuclear energy and renewable energy surge environmental quality in the United States? New insights from novel bootstrap Fourier Granger causality in quantiles approach. Prog Nucl Energy 155:104509
Kartal MT, Pata UK, Depren SK, Depren Ö (2023b) Effects of possible changes in natural gas, nuclear, and coal energy consumption on CO2 emissions: Evidence from France under Russia’s gas supply cuts by dynamic ARDL simulations approach. Appl Energy 339:120983
Kartal MT, Pata UK, Destek MA, Caglar AE (2023c) Environmental effect of clean energy research and development investments: Evidence from Japan by using load capacity factor indicator. J Clean Prod 137972. https://doi.org/10.1016/j.jclepro.2023.137972
Khan MK, Teng JZ, Khan MI (2019) Effect of energy consumption and economic growth on carbon dioxide emissions in Pakistan with dynamic ARDL simulations approach. Environ Sci Pollut Res 26(23):23480–23490
Kirikkaleli D, Güngör H, Adebayo TS (2022) Consumption-based carbon emissions, renewable energy consumption, financial development and economic growth in Chile. Bus Strateg Environ 31(3):1123–1137
Koenker R (2005) Quantile Regression. Cambridge University Press, New York
Lim KM, Lim SY, Yoo SH (2014) Oil consumption, CO2 emission, and economic growth: Evidence from the Philippines. Sustainability 6(2):967–979
Ma X, Ahmad N, Oei PY (2021) Environmental Kuznets curve in France and Germany: Role of renewable and nonrenewable energy. Renew Energy 172:88–99
Magazzino C, Mele M, Schneider N (2021) A machine learning approach on the relationship among solar and wind energy production, coal consumption, GDP, and CO2 emissions. Renew Energy 167:99–115
Mahmood H (2022) The Effects of natural gas and oil consumption on CO2 emissions in GCC countries: Asymmetry analysis. Environ Sci Pollut Res 29(38):57980–57996. https://doi.org/10.1007/s11356-022-19851-2
Mohsin M, Orynbassarov D, Anser MK, Oskenbayev Y (2022) Does hydropower energy help to reduce CO2 emissions in European Union countries? Evidence from quantile estimation. Environ Dev 100794. https://doi.org/10.1016/j.envdev.2022.100794
Moreira JM, Gallinaro B, Carajilescov P (2013) Construction time of PWRs. Energy Policy 55:531–542
Munir K, Riaz N (2020) Asymmetric impact of energy consumption on environmental degradation: Evidence from Australia, China, and USA. Environ Sci Pollut Res 27(11):11749–11759
Nathaniel SP, Iheonu CO (2019) Carbon dioxide abatement in Africa: The role of renewable and non-renewable energy consumption. Sci Total Environ 679:337–345
Nathaniel SP, Adeleye N, Adedoyin FF (2021) Natural resource abundance, renewable energy, and ecological footprint linkage in MENA countries. Estudios De Economía Aplicada 39(2):1–31
Nurgazina Z, Guo Q, Ali U, Kartal MT, Ullah A, Khan ZA (2022) Retesting the influences on CO2 emissions in China: Evidence from dynamic ARDL approach. Front Environ Sci 10:868740. https://doi.org/10.3389/fenvs.2022.868740
Ozcan B, Depren SK, Kartal MT (2023) Impact of Nuclear Energy and Hydro Electricity Consumption in Achieving Environmental Quality: Evidence from Load Capacity Factor by Quantile Based Non-linear Approaches. Gondwana Res. https://doi.org/10.1016/j.gr.2023.05.014
Pan B, Adebayo TS, Ibrahim RL, Al-Faryan MAS (2022) Does nuclear energy consumption mitigate carbon emissions in leading countries by nuclear power consumption? Evidence from quantile causality approach. Energy Environ. https://doi.org/10.1177/0958305X221112910
Pata UK (2018) The influence of coal and noncarbohydrate energy consumption on CO2 emissions: Revisiting the environmental Kuznets curve hypothesis for Turkey. Energy 160:1115–1123
Pata UK (2021) Do renewable energy and health expenditures improve load capacity factor in the USA and Japan? A new approach to environmental issues. Eur J Health Econ 22(9):1427–1439
Pata UK, Kartal MT (2023) Impact of nuclear and renewable energy sources on environment quality: Testing the EKC and LCC hypotheses for South Korea. Nucl Eng Technol 55(2):587–594
Pata UK, Kumar A (2021) The influence of hydropower and coal consumption on greenhouse gas emissions: A comparison between China and India. Water 13(10):1387
Pata UK, Samour A (2022) Do renewable and nuclear energy enhance environmental quality in France? A new EKC approach with the load capacity factor. Prog Nucl Energy 149:104249
Pata UK, Kartal MT, Adebayo TS, Ullah S (2023a) Enhancing environmental quality in the United States by linking biomass energy consumption and load capacity factor. Geosci Front 14(3):101531
Pata UK, Kartal MT, Zafar MW (2023b) Environmental reverberations of geopolitical risk and economic policy uncertainty resulting from the Russia-Ukraine conflict: A wavelet based approach for sectoral CO2 emissions. Environ Res 231:116034
Pata UK, Çağlar AE, Kartal MT, Kılıç Depren S (2023c) Evaluation of the role of clean energy technologies, human capital, urbanization, and income on the environmental quality in the United States. J Clean Prod 402:136802. https://doi.org/10.1016/j.jclepro.2023.136802
Pata UK, Kartal MT, Erdogan S, Sarkodie SA (2023d) The role of renewable and nuclear energy R&D expenditures and income on environmental quality in Germany: Scrutinizing the EKC and LCC hypotheses with smooth structural changes. Appl Energy 342:121138
Phillips PC, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75(2):335–346
Piłatowska M, Geise A, Włodarczyk A (2020) The effect of renewable and nuclear energy consumption on decoupling economic growth from CO2 emissions in Spain. Energies 13(9):2124
Ramzan M, Razi U, Quddoos MU, Adebayo TS (2023) Do green innovation and financial globalization contribute to the ecological sustainability and energy transition in the United Kingdom? Policy insights from a bootstrap rolling window approach. Sustain Dev 31(1):393–414
Rasheed MQ, Haseeb A, Adebayo TS, Ahmed Z, Ahmad M (2022) The Long-Run Relationship between Energy Consumption, Oil Prices, and Carbon Dioxide Emissions in European Countries. Environ Sci Pollut Res 29:24234–24247
Rehman MU, Rashid M (2017) Energy consumption to environmental degradation, the growth appetite in SAARC nations. Renew Energy 111:284–294
Saboori B, Rasoulinezhad E, Sung J (2017) The nexus of oil consumption, CO2 emissions and economic growth in China, Japan and South Korea. Environ Sci Pollut Res 24(8):7436–7455
Saidi K, Omri A (2020) Reducing CO2 emissions in OECD countries: Do renewable and nuclear energy matter? Prog Nucl Energy 126:103425
Shapiro SS, Wilk MB (1965) An analysis of variance test for normality (complete samples). Biometrika 52(3/4):591–611
Sharif A, Raza SA, Öztürk İ, Afshan S (2019) The dynamic relationship of renewable and nonrenewable energy consumption with carbon emission: A global study with the application of heterogeneous panel estimations. Renew Energy 133:685–691
Sharif A, Bhattacharya M, Afshan S, Shahbaz M (2021) Disaggregated renewable energy sources in mitigating CO2 emissions: New evidence from the USA using quantile regressions. Environ Sci Pollut Res 28(41):57582–57601
Sharif A, Kartal MT, Bekun FV, Pata UK, Foon CL, Kılıç Depren S (2023) Role of Green Technology, Environmental Taxes, and Green Energy Towards Sustainable Environment: Insights from Sovereign Nordic Countries by CS-ARDL Approach. Gondwana Res 117:194–206
Sim N, Zhou H (2015) Oil Prices, US stock return, and the dependence between their quantiles. J Bank Finance 55:1–8
Troster V (2018) Testing for Granger-causality in quantiles. Economet Rev 37(8):850–866
Ullah S, Luo R, Adebayo TS, Kartal MT (2023a) Dynamics between environmental taxes and ecological sustainability: Evidence from top-seven green economies by novel quantile approaches. Sustain Dev 31(2):825–839
Ullah S, Luo R, Adebayo TS, Kartal MT (2023b) Paving the ways toward sustainable development: the asymmetric effect of economic complexity, renewable electricity, and foreign direct investment on the environmental sustainability in BRICS-T. Environ Dev Sustain. https://doi.org/10.1007/s10668-023-03085-4
Ulussever T, Kılıç Depren S, Kartal MT, Depren Ö (2023) Estimation Performance Comparison of Machine Learning Approaches and Time Series Econometric Models: Evidence from the Effect of Sector-Based Energy Consumption on CO2 Emissions in the USA. Environ Sci Pollut Res 30(18):52576–52592
Vo DH, Vo AT, Ho CM, Nguyen HM (2020) The role of renewable energy, alternative and nuclear energy in mitigating carbon emissions in the CPTPP countries. Renew Energy 161:278–292
World Bank (2022) World Development Indicators. https://data.worldbank.org. Accessed 20 Dec 2022
Yuping L, Ramzan M, Xincheng L, Murshed M, Awosusi AA, Bah SI, Adebayo TS (2021) Determinants of carbon emissions in Argentina: The roles of renewable energy consumption and globalization. Energy Rep 7:4747–4760
Zaidi SAH, Hou F, Mirza FM (2018) The role of renewable and non-renewable energy consumption in CO2 emissions: A disaggregate analysis of Pakistan. Environ Sci Pollut Res 25(31):31616–31629
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Mustafa Tevfik Kartal: The design of the study, Conceptualization; Methodology; Data Collection; Econometric Analysis; Writing—original draft; Writing—review & editing; Serpil Kılıç Depren: Writing—original draft; Fatih Ayhan: Writing—original draft.
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Kartal, M.T., Kılıç Depren, S. & Ayhan, F. Natural gas supply cuts and searching alternatives in Germany: A disaggregated level energy consumption analysis for environmental quality by time series approaches. Environ Sci Pollut Res 30, 93546–93563 (2023). https://doi.org/10.1007/s11356-023-28959-y
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DOI: https://doi.org/10.1007/s11356-023-28959-y