{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T00:46:49Z","timestamp":1777337209525,"version":"3.51.4"},"reference-count":50,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T00:00:00Z","timestamp":1704844800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T00:00:00Z","timestamp":1704844800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"National Social Science Foundation of China Special Project","award":["18VSJ023"],"award-info":[{"award-number":["18VSJ023"]}]},{"name":"National Natural Science Foundation of China General Project","award":["71673182"],"award-info":[{"award-number":["71673182"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Environ Sci Pollut Res"],"DOI":"10.1007\/s11356-023-31756-2","type":"journal-article","created":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T04:22:54Z","timestamp":1704860574000},"page":"10621-10634","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Innovation driver and county air pollution: cost-benefit analysis perspective"],"prefix":"10.1007","volume":"31","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-4883-5022","authenticated-orcid":false,"given":"Rongbo","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Changbiao","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,1,10]]},"reference":[{"issue":"39","key":"31756_CR1","doi-asserted-by":"publisher","first-page":"59483","DOI":"10.1007\/s11356-022-20013-7","volume":"29","author":"S Abbas","year":"2022","unstructured":"Abbas S, Gui P, Chen A et al (2022) The effect of renewable energy development, market regulation, and environmental innovation on CO2 emissions in BRICS countries. Environ Sci Pollut Res 29(39):59483\u201359501","journal-title":"Environ Sci Pollut Res"},{"key":"31756_CR2","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1007\/s10651-020-00442-8","volume":"27","author":"M Ahmad","year":"2020","unstructured":"Ahmad M, Khattak SI, Khan A (2020) Innovation, foreign direct investment (FDI), and the energy\u2013pollution\u2013growth nexus in OECD region: a simultaneous equation modeling approach. Environ Ecol Stat 27:203\u2013232","journal-title":"Environ Ecol Stat"},{"issue":"5","key":"31756_CR3","doi-asserted-by":"publisher","first-page":"4401","DOI":"10.15244\/pjoes\/130337","volume":"30","author":"N Ali","year":"2021","unstructured":"Ali N, Hu X, Hussain J et al (2021) Assessing the environmental impacts of COVID-19; a review. Pol J Environ Stud 30(5):4401\u20134403","journal-title":"Pol J Environ Stud"},{"issue":"3","key":"31756_CR4","doi-asserted-by":"publisher","first-page":"e0282498","DOI":"10.1371\/journal.pone.0282498","volume":"18","author":"N Ali","year":"2023","unstructured":"Ali N, Phoungthong K, Khan A et al (2023) Does FDI foster technological innovations? Empirical evidence from BRICS economies. PloS One 18(3):e0282498","journal-title":"PloS One"},{"issue":"4","key":"31756_CR5","doi-asserted-by":"publisher","first-page":"2181","DOI":"10.3390\/su14042181","volume":"14","author":"N Ali","year":"2022","unstructured":"Ali N, Phoungthong K, Techato K et al (2022) FDI, green innovation and environmental quality nexus: new insights from BRICS economies. Sustainability 14(4):2181","journal-title":"Sustainability"},{"issue":"4","key":"31756_CR6","doi-asserted-by":"publisher","first-page":"409","DOI":"10.1016\/S0301-4215(01)00107-0","volume":"30","author":"JC Boudri","year":"2002","unstructured":"Boudri JC, Srivastava L, Kroeze C (2002) The potential contribution of renewable energy in air pollution abatement in China and India. Energy Policy 30(4):409\u2013424","journal-title":"Energy Policy"},{"key":"31756_CR7","doi-asserted-by":"publisher","first-page":"121521","DOI":"10.1016\/j.techfore.2022.121521","volume":"177","author":"F Chen","year":"2022","unstructured":"Chen F, Wang M, Pu Z (2022) The impact of technological innovation on air pollution: firm-level evidence from China. Technol Forecast Soc Change 177:121521","journal-title":"Technol Forecast Soc Change"},{"key":"31756_CR8","doi-asserted-by":"publisher","first-page":"113338","DOI":"10.1016\/j.enpol.2022.113338","volume":"172","author":"H Chen","year":"2023","unstructured":"Chen H, Yi J, Chen A et al (2023) Green technology innovation and CO2 emission in China: evidence from a spatial-temporal analysis and a nonlinear spatial Durbin model. Energy Policy 172:113338","journal-title":"Energy Policy"},{"key":"31756_CR9","doi-asserted-by":"publisher","first-page":"113012","DOI":"10.1016\/j.envpol.2019.113012","volume":"254","author":"J Chen","year":"2019","unstructured":"Chen J, Wang SJ, Zhou CS et al (2019) Does the path of technological progress matter in mitigating China\u2019s PM2. 5 concentrations? Evidence from three urban agglomerations in China. Environ Pollut 254:113012","journal-title":"Environ Pollut"},{"key":"31756_CR10","doi-asserted-by":"publisher","first-page":"15028","DOI":"10.1007\/s11356-019-04891-y","volume":"26","author":"L Dauda","year":"2019","unstructured":"Dauda L, Long X, Mensah CN (2019) The effects of economic growth and innovation on CO2 emissions in different regions. Environ Sci Pollut Res 26:15028\u201315038","journal-title":"Environ Sci Pollut Res"},{"key":"31756_CR11","doi-asserted-by":"publisher","first-page":"2451","DOI":"10.3390\/en15072451","volume":"15","author":"MA Esquivias","year":"2022","unstructured":"Esquivias MA, Sugiharti L, Rohmawati H (2022) Nexus between technological innovation, renewable energy, and human capital on the environmental sustainability in emerging Asian economies: a panel quantile regression approach. Energies 15:2451","journal-title":"Energies"},{"issue":"4","key":"31756_CR12","doi-asserted-by":"publisher","first-page":"478","DOI":"10.1080\/09537325.2021.1979204","volume":"35","author":"F Fan","year":"2023","unstructured":"Fan F, Zhang KK, Dai SZ (2023) Decoupling analysis and rebound effect between China\u2019s urban innovation capability and resource consumption. Technol Anal Strateg Manag 35(4):478\u2013492","journal-title":"Technol Anal Strateg Manag"},{"issue":"5","key":"31756_CR13","first-page":"49","volume":"42","author":"L Fang","year":"2022","unstructured":"Fang L, Tang HY, Li J (2022) Impacts of national independent innovation demonstration zone construction on urban air pollution: evidence from a quasi-natura experiment. J Xi'an Jiaotong Univ (Soc Sci) 42(5):49\u201362","journal-title":"J Xi'an Jiaotong Univ (Soc Sci)"},{"issue":"8","key":"31756_CR14","doi-asserted-by":"publisher","first-page":"21115","DOI":"10.1007\/s11356-022-23723-0","volume":"30","author":"Y Hao","year":"2023","unstructured":"Hao Y, Chen P (2023) Do renewable energy consumption and green innovation help to curb CO2 emissions? Evidence from E7 countries. Environ Sci Pollut Res 30(8):21115\u201321131","journal-title":"Environ Sci Pollut Res"},{"issue":"16","key":"31756_CR15","doi-asserted-by":"publisher","first-page":"24063","DOI":"10.1007\/s11356-021-17448-9","volume":"29","author":"LY He","year":"2022","unstructured":"He LY, Yuan E, Yang K (2022) Does technology innovation reduce haze pollution? An empirical study based on urban innovation index in China. Environ Sci Pollut Res 29(16):24063\u201324076","journal-title":"Environ Sci Pollut Res"},{"issue":"1","key":"31756_CR16","first-page":"13","volume":"35","author":"JR Hou","year":"2020","unstructured":"Hou JR, Shang YS (2020) Reform and reconstruction of environmental administration system under the era of big data. Legal Forum 35(1):13\u201321","journal-title":"Legal Forum"},{"key":"31756_CR17","doi-asserted-by":"publisher","first-page":"102960","DOI":"10.1016\/j.eti.2022.102960","volume":"29","author":"J Hu","year":"2023","unstructured":"Hu J, Hu M, Zhang H (2023) Has the construction of ecological civilization promoted green technology innovation? Environ Technol Innov 29:102960","journal-title":"Environ Technol Innov"},{"key":"31756_CR18","doi-asserted-by":"crossref","unstructured":"Hu X, Ali N, Malik M, et.al (2021) Impact of economic openness and innovations on the environment: a new look into ASEAN countries. Pol J Environ Stud 30 (4): 3601-3613.","DOI":"10.15244\/pjoes\/130898"},{"issue":"12","key":"31756_CR19","first-page":"30","volume":"48","author":"MX Huang","year":"2013","unstructured":"Huang MX, Lin SF (2013) Pollution damage, environmental management and sustainable economic growth- based on the analysis of five-department endogenous growth model. Econ Res J 48(12):30\u201341","journal-title":"Econ Res J"},{"key":"31756_CR20","doi-asserted-by":"crossref","unstructured":"Hussain J, Zhou K, Muhammad F, et.al (2021) Renewable energy investment and governance in countries along the Belt & Road Initiative: does trade openness matter? Renew Energy 180: 1278-1289.","DOI":"10.1016\/j.renene.2021.09.020"},{"key":"31756_CR21","doi-asserted-by":"publisher","first-page":"112057","DOI":"10.1016\/j.jenvman.2021.112057","volume":"284","author":"M Ibrahim","year":"2021","unstructured":"Ibrahim M, Vo XV (2021) Exploring the relationships among innovation, financial sector development and environmental pollution in selected industrialized countries. J Environ Manage 284:112057","journal-title":"J Environ Manage"},{"issue":"12","key":"31756_CR22","first-page":"153","volume":"39","author":"W Jiang","year":"2022","unstructured":"Jiang W, Zhang MY, Ji P (2022) Firm dynamics decomposition of China\u2019s industrial pollution emission technological progress, resource allocation and selection effects. J Quant Technol Econ 39(12):153\u2013172","journal-title":"J Quant Technol Econ"},{"issue":"12","key":"31756_CR23","doi-asserted-by":"publisher","first-page":"13866","DOI":"10.1007\/s11356-020-07876-4","volume":"27","author":"SI Khattak","year":"2020","unstructured":"Khattak SI, Ahmad M, Khan ZU (2020) Exploring the impact of innovation, renewable energy consumption, and income on CO2 emissions: new evidence from the BRICS economies. Environ Sci Pollut Res 27(12):13866\u201313881","journal-title":"Environ Sci Pollut Res"},{"key":"31756_CR24","doi-asserted-by":"publisher","first-page":"101473","DOI":"10.1016\/j.eti.2021.101473","volume":"22","author":"D Liu","year":"2021","unstructured":"Liu D (2021) Value evaluation system of ecological environment damage compensation caused by air pollution. Environ Technol Innov 22:101473","journal-title":"Environ Technol Innov"},{"issue":"11","key":"31756_CR25","first-page":"88","volume":"39","author":"J Lu","year":"2022","unstructured":"Lu J, Zhao YN, Gao YY (2022) Study on the heterogeneity of the effect of provincial population struct on environmental pollution in China: based on the finite mixture model. Stat Res 39(11):88\u2013101","journal-title":"Stat Res"},{"issue":"6","key":"31756_CR26","first-page":"174","volume":"354","author":"XH Lu","year":"2020","unstructured":"Lu XH, Bai TT (2020) How can green technology innovation effectively reduce smog pollution? China Soft Science 354(6):174\u2013182","journal-title":"China Soft Science"},{"key":"31756_CR27","doi-asserted-by":"crossref","unstructured":"Luo Y, Wang Q, Long X, et.al (2023). Green innovation and SO2 emissions: dynamic threshold effect of human capital. Bus Strat Environ 32 (1): 499-515.","DOI":"10.1002\/bse.3157"},{"key":"31756_CR28","doi-asserted-by":"publisher","first-page":"29678","DOI":"10.1007\/s11356-018-2968-0","volume":"25","author":"CN Mensah","year":"2018","unstructured":"Mensah CN, Long X, Boamah KB (2018) The effect of innovation on CO2 emissions of OCED countries from 1990 to 2014. Environ Sci Pollut Res 25:29678\u201329698","journal-title":"Environ Sci Pollut Res"},{"key":"31756_CR29","doi-asserted-by":"publisher","first-page":"100745","DOI":"10.1016\/j.esr.2021.100745","volume":"39","author":"N Mughal","year":"2022","unstructured":"Mughal N, Arif A, Jain V (2022) The role of technological innovation in environmental pollution, energy consumption and sustainable economic growth: evidence from South Asian economies. Energ Strat Rev 39:100745","journal-title":"Energ Strat Rev"},{"key":"31756_CR30","doi-asserted-by":"publisher","first-page":"116629","DOI":"10.1016\/j.jenvman.2022.116629","volume":"326","author":"Y Pan","year":"2023","unstructured":"Pan Y, Dong F, Du C (2023) Is China approaching the inflection point of the ecological Kuznets curve? Analysis based on ecosystem service value at the county level. J Environ Manage 326:116629","journal-title":"J Environ Manage"},{"issue":"18","key":"31756_CR31","doi-asserted-by":"publisher","first-page":"14013","DOI":"10.3390\/su151814013","volume":"15","author":"A Rauf","year":"2023","unstructured":"Rauf A, Ali N, Sadiq MN et al (2023) Foreign direct investment, technological innovations, energy use, economic growth, and environmental sustainability nexus: new perspectives in BRICS economies. Sustainability 15(18):14013","journal-title":"Sustainability"},{"issue":"2","key":"31756_CR32","first-page":"111","volume":"30","author":"YY Ren","year":"2020","unstructured":"Ren YY, Zhang GL (2020) Can city innovation dispel haze? \u2014\u2014evidence from the perspective of spatial spillover. China Popul Resour Environ 30(2):111\u2013120","journal-title":"China Popul Resour Environ"},{"issue":"12","key":"31756_CR33","doi-asserted-by":"publisher","first-page":"9827","DOI":"10.3390\/su15129827","volume":"15","author":"Q Shi","year":"2023","unstructured":"Shi Q, Hu Y, Yan T (2023) A study on the effect of innovation-driven policies on industrial pollution reduction: evidence from 276 cities in China. Sustainability 15(12):9827","journal-title":"Sustainability"},{"key":"31756_CR34","doi-asserted-by":"publisher","first-page":"1497","DOI":"10.1016\/j.energy.2015.06.101","volume":"90","author":"K Sohag","year":"2015","unstructured":"Sohag K (2015) Dynamics of energy use, technological innovation, economic growth and trade openness in Malaysia. Energy 90:1497\u20131507","journal-title":"Energy"},{"key":"31756_CR35","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.techfore.2017.04.017","volume":"122","author":"HN Su","year":"2017","unstructured":"Su HN, Moaniba IM (2017) Does innovation respond to climate change? Empirical evidence from patents and greenhouse gas emissions. Technol Forecast Soc Change 122:49\u201362","journal-title":"Technol Forecast Soc Change"},{"key":"31756_CR36","doi-asserted-by":"publisher","first-page":"154821","DOI":"10.1016\/j.scitotenv.2022.154821","volume":"831","author":"Y Sun","year":"2022","unstructured":"Sun Y, Hu H, Jin G (2022) Pollution or innovation? How enterprises react to air pollution under perfect information. Sci Total Environ 831:154821","journal-title":"Sci Total Environ"},{"key":"31756_CR37","doi-asserted-by":"publisher","first-page":"103142","DOI":"10.1016\/j.resourpol.2022.103142","volume":"80","author":"S Wang","year":"2023","unstructured":"Wang S, Li J, Razzaq A (2023) Do environmental governance, technology innovation and institutions lead to lower resource footprints: an imperative trajectory for sustainability. Resources Policy 80:103142","journal-title":"Resources Policy"},{"key":"31756_CR38","doi-asserted-by":"publisher","first-page":"120941","DOI":"10.1016\/j.jclepro.2020.120941","volume":"258","author":"X Wang","year":"2020","unstructured":"Wang X, Luo Y (2020) Has technological innovation capability addressed environmental pollution from the dual perspective of FDI quantity and quality? Evidence from China. J Clean Prod 258:120941","journal-title":"J Clean Prod"},{"key":"31756_CR39","doi-asserted-by":"publisher","first-page":"543","DOI":"10.1007\/s40888-021-00248-2","volume":"39","author":"J Wen","year":"2022","unstructured":"Wen J, Ali W, Hussain J et al (2022) Dynamics between green innovation and environmental quality: new insights into South Asian economies. Economia Politica 39:543\u2013565","journal-title":"Economia Politica"},{"issue":"1","key":"31756_CR40","first-page":"132","volume":"54","author":"YR Xia","year":"2019","unstructured":"Xia YR, Lu M (2019) The footprint of human capital across cities over centuries: historical inheritance, policy shock and contemporary migration in China. Econ Res J 54(1):132\u2013149","journal-title":"Econ Res J"},{"key":"31756_CR41","doi-asserted-by":"publisher","first-page":"1386","DOI":"10.1016\/j.jclepro.2017.10.057","volume":"171","author":"Y Xie","year":"2018","unstructured":"Xie Y, Dai H, Dong H (2018) Impacts of SO2 taxations and renewable energy development on CO2, NOx and SO2 emissions in Jing-Jin-Ji region. J Clean Prod 171:1386\u20131395","journal-title":"J Clean Prod"},{"issue":"1","key":"31756_CR42","first-page":"129","volume":"41","author":"XH Xin","year":"2021","unstructured":"Xin XH, Lu LC (2021) Spatial differentiation and mechanism of technological innovation affecting environmental pollution in major Chinese cities. Scientia Geographica Sinica 41(1):129\u2013139","journal-title":"Scientia Geographica Sinica"},{"key":"31756_CR43","doi-asserted-by":"publisher","first-page":"102364","DOI":"10.1016\/j.techsoc.2023.102364","volume":"75","author":"D Xu","year":"2023","unstructured":"Xu D, Abbas S, Rafique K et al (2023) The race to net-zero emissions: can green technological innovation and environmental regulation be the potential pathway to net-zero emissions? Technol Soc 75:102364","journal-title":"Technol Soc"},{"issue":"5","key":"31756_CR44","first-page":"141","volume":"31","author":"K Xu","year":"2021","unstructured":"Xu K, Zhang YF (2021) Can green technology innovation bring \u2018lucid waters and lush mountains\u2019? \u2014\u2014a study based on the perspective of green patent. China Popul Resour Environ 31(5):141\u2013151","journal-title":"China Popul Resour Environ"},{"issue":"4","key":"31756_CR45","doi-asserted-by":"publisher","first-page":"548","DOI":"10.3390\/su9040548","volume":"9","author":"Z Yan","year":"2017","unstructured":"Yan Z, Yi L, Du K (2017) Impacts of low-carbon innovation and its heterogeneous components on CO2 emissions. Sustainability 9(4):548","journal-title":"Sustainability"},{"issue":"6","key":"31756_CR46","doi-asserted-by":"publisher","first-page":"625","DOI":"10.1080\/09537325.2021.1915476","volume":"34","author":"H Yu","year":"2023","unstructured":"Yu H, Zhang J, Zhang M (2023) Cross-national knowledge transfer, absorptive capacity, and total factor productivity: the intermediary effect test of international technology spillover. Technol Anal Strateg Manag 34(6):625\u2013640","journal-title":"Technol Anal Strateg Manag"},{"key":"31756_CR47","doi-asserted-by":"publisher","first-page":"101390","DOI":"10.1016\/j.ribaf.2021.101390","volume":"56","author":"W Yu","year":"2021","unstructured":"Yu W, Zhu K, Huang H (2021) Does Confucianism influence corporate earnings management? Res Int Bus Financ 56:101390","journal-title":"Res Int Bus Financ"},{"issue":"1","key":"31756_CR48","first-page":"13","volume":"18","author":"LB Zhang","year":"1998","unstructured":"Zhang LB, Cao HF, Shen YW (1998) Effect of acidic deposition on agriculture of Jiangsu, Zhejiang, Anhui, Fujian, Hunan, Hubei and Jiangxi provinces damage to agricultural ecosystem. China Environ Sci 18(1):13\u201316","journal-title":"China Environ Sci"},{"issue":"8","key":"31756_CR49","first-page":"1422","volume":"41","author":"Q Zhang","year":"2023","unstructured":"Zhang Q, Yu JP (2023) Emission reduction and efficiency enhancement effect of input digitization\u2014\u2014an empirical study of manufacturing enterprises in China. Stud Sci Sci 41(8):1422\u20131432","journal-title":"Stud Sci Sci"},{"issue":"12","key":"31756_CR50","first-page":"52","volume":"32","author":"ZH Zhang","year":"2022","unstructured":"Zhang ZH, Wang J, Feng YC (2022) Effects of pilot zones for green finance reform and innovation on ozone pollution. China Popul Resour Environ 32(12):52\u201365","journal-title":"China Popul Resour Environ"}],"container-title":["Environmental Science and Pollution Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11356-023-31756-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11356-023-31756-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11356-023-31756-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,7]],"date-time":"2024-02-07T07:31:14Z","timestamp":1707291074000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11356-023-31756-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1,10]]},"references-count":50,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2024,2]]}},"alternative-id":["31756"],"URL":"https:\/\/doi.org\/10.1007\/s11356-023-31756-2","relation":{},"ISSN":["1614-7499"],"issn-type":[{"value":"1614-7499","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,10]]},"assertion":[{"value":"5 September 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 December 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 January 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Not applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to participate"}},{"value":"All the authors agree to publish the paper.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}]}}