Abstract
Carbon footprint (CF) research has attained tremendous popularity for improving the climate environment purposes. In particular, current energy use has been identified as the main cause of climate change. CF plays an irreplaceable role in managing energy use, reducing gas emissions, and improving climate change. The objective of this study was to review studies that have developed CF and to perform a bibliometric analysis using two key terms: “climate change” and “energy use”. From bibliometric analysis using CiteSpace and VOSviewer, it was possible to establish a knowledge map of cooperative network structure and research evolution. We are aiming to reveal the main logical chain of CF research leading to climate change, to make up for the lack of current literature, and provide research inspiration for researchers. The research findings mainly focus on four aspects. First, the relevant research began in 2008 and is in a state of continuous rise. Second, due to the law of research development and the prominence of practical problems, related research has experienced a stage from conceptual methods to specific problems. Third, China and the USA assume an important role in which international cooperation is the overall trend. Fourth, related research can be divided into CF algorithm research, ecological environment management research, and specific cross-industry fields. In addition, possible opportunities for change in related research are explored. It is also suggested that the integration of CF with other footprints, when energy use and environmental change are fully considered, may become an important future research trend by providing a more comprehensive environmental impact.
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Data availability
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
Change history
19 January 2023
A Correction to this paper has been published: https://doi.org/10.1007/s11356-023-25426-6
References
Akcan S (2020) A hybrid approach to identify the risk priority of sources of greenhouse gases. Hum Ecol Risk Assess Int J 26(1):17–25
Akhmat G, Zaman K, Shukui T, Sajjad F (2014) Does energy consumption contribute to climate change? Evidence from major regions of the world. Renew Sustain Energy Rev 36:123–134
Amin N, Song H, Farrukh MU (2022) Does sectoral modernization promote CO2 emissions? Dynamic panel analysis of selected Asian countries. Environ Sci Pollut Res, 1–12
Arunrat N, Sereenonchai S, Chaowiwat W, Wang C, Hatano R (2022) Carbon, nitrogen and water footprints of organic rice and conventional rice production over 4 years of cultivation: a case study in the lower north of Thailand. Agronomy 12(2):380
Arunrat N, Sereenonchai S, Wang C (2021) Carbon footprint and predicting the impact of climate change on carbon sequestration ecosystem services of organic rice farming and conventional rice farming: a case study in Phichit province. Thailand J Environ Manag 289:112458
Ahsan MM, Cheng W, Hussain AB, Chen X, Wajid BA (2021) Knowledge mapping of research progress in vertical greenery systems (VGS) from 2000 to 2021 using CiteSpace based scientometric analysis. Energy and Buildings, 111768
Bello MO, Solarin SA, Yen YY (2018) The impact of electricity consumption on CO2 emission, carbon footprint, water footprint and ecological footprint: the role of hydropower in an emerging economy. J Environ Manage 219:218–230
Change IC (2013) The physical science basis. Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change, 1535, 2013
Chen C (2004) Searching for intellectual turning points: progressive knowledge domain visualization. Proc Natl Acad Sci, 101(suppl_1), 5303–5310
Chen C (2006) CiteSpace II: detecting and visualizing emerging trends and transient patterns in scientific literature. J Am Soc Inform Sci Technol 57(3):359–377
Chen X, Liu Y (2020) Visualization analysis of high-speed railway research based on CiteSpace. Transp Policy 85:1–17
Eslamidoost Z, Arabzadeh M, Oskoie V, Dehghani S (2022) Carbon footprint calculation in one of the largest gas refinery companies in the Middle East. Environ Sci Pollut Res, 1–15
Fang K, Heijungs R, de Snoo GR (2014) Theoretical exploration for the combination of the ecological, energy, carbon, and water footprints: overview of a footprint family. Ecol Ind 36:508–518
Fang K, Song S, Heijungs R, de Groot S, Dong L, Song J, Wiloso EI (2016) The footprint’s fingerprint: on the classification of the footprint family. Curr Opin Environ Sustain 23:54–62
Finkbeiner M (2009) Carbon footprinting—opportunities and threats. The International J Life Cycle Assess 14(2):91–94
Gases, I. G. (2018). Carbon footprint of products: requirements and guidelines for quantification and communication ISO 14067: 2018. ISO: Geneva, Switzerland.
Grossi G, Vitali A, Lacetera N, Danieli PP, Bernabucci U, Nardone A (2020) Carbon footprint of mediterranean pasture-based native beef: effects of agronomic practices and pasture management under different climate change scenarios. Animals 10(3):415
Hammond G. 256 (2007). Time to give due weight to the ‘carbon footprint’ issue. Nature 445
He K, Zhang J, Wang X, Zeng Y, Zhang L (2018) A scientometric review of emerging trends and new developments in agricultural ecological compensation. Environ Sci Pollut Res 25(17):16522–16532
Hertwich EG, Peters GP (2009) Carbon footprint of nations: a global, trade-linked analysis. Environ Sci Technol 43(16):6414–6420
Hu J, Wood R, Tukker A, Boonman H, Boer BD. (2019) Global transport emissions in the Swedish carbon footprint. Journal of Cleaner Production, 226(JUL.20), 210–220
Huffman A (2019) Climate change and the emergency department. Ann Emerg Med 73(5):A19–A22
Ivanova D, Vita G, Steen-Olsen K, Stadler K, Melo PC, Wood R, Hertwich EG (2017) Mapping the carbon footprint of EU regions. Environ Res Lett 12(5):054013
Johnson E (2008) Disagreement over carbon footprints: a comparison of electric and LPG forklifts. Energy Policy 36(4):1569–1573
Kılıç E, Puig R, Zengin G, Zengin CA, Fullana-i-Palmer P (2018) Corporate carbon footprint for country climate change mitigation: a case study of a tannery in Turkey. Sci Total Environ 635:60–69
Kratena K (2004) ‘Ecological value added’in an integrated ecosystem–economy model—an indicator for sustainability. Ecol Econ 48(2):189–200
Li M, Xu X (2022) Mapping the field of bioenergy with carbon capture and storage (BECCS): scientific cooperation and co-citation analyses. Environ Sci Pollut Res, 1–14
Matthews HS, Hendrickson CT, Weber CL (2008) The importance of carbon footprint estimation boundaries
Matuštík J, Kočí V (2021) What is a footprint? A conceptual analysis of environmental footprint indicators. J Clean Prod 285:124833
McKercher B, Prideaux B, Cheung C, Law R (2010) Achieving voluntary reductions in the carbon footprint of tourism and climate change. J Sustain Tour 18(3):297–317
Peters GP (2010) Carbon footprints and embodied carbon at multiple scales. Curr Opinion Environ Sustain 2(4):245–250
Rahman F, O’Brien C, Ahamed SI, Zhang H, Liu L (2011) Design and implementation of an open framework for ubiquitous carbon footprint calculator applications. Sustain Comput Inform Syst 1(4):257–274
Ramachandra TV (2012) Decentralised carbon footprint analysis for opting climate change mitigation strategies in India. Renew Sustain Energy Rev 16(8):5820–5833
Rees W, Wackernagel M (1996) Urban ecological footprints: why cities cannot be sustainable—and why they are a key to sustainability. Environ Impact Assess Rev 16(4–6):223–248
Riahi K, Van Vuuren DP, Kriegler E, Edmonds J, O’neill BC, Fujimori S, ... Tavoni M (2017) The shared socioeconomic pathways and their energy, land use, and greenhouse gas emissions implications: an overview. Global Environmental Change, 42, 153-168
Shi S, Yin J (2021) Global research on carbon footprint: a scientometric review. Environ Impact Assess Rev 89:106571
Soltani E, Soltani A, Alimagham M, Zand E (2021) Ecological footprints of environmental resources for agricultural production in Iran: a model-based study. Environ Sci Pollut Res 28(48):68972–68981
Te Q, Lianghua C (2020) Carsharing: mitigation strategy for transport-related carbon footprint. Mitig Adapt Strat Glob Change 25(5):791–818
Tennison I, Roschnik S, Ashby B, Boyd R, Hamilton I, Oreszczyn T, ... Eckelman MJ (2021) Health care’s response to climate change: a carbon footprint assessment of the NHS in England. The Lancet Planetary Health, 5(2), e84-e92
Van Eck NJ, Waltman L, Dekker R, Van Den Berg J (2010) A comparison of two techniques for bibliometric mapping: multidimensional scaling and VOS. J Am Soc Inform Sci Technol 61(12):2405–2416
Vanham D, Leip A, Galli A, Kastner T, Bruckner M, Uwizeye A, ... Hoekstra AY (2019) Environmental footprint family to address local to planetary sustainability and deliver on the SDGs. Sci Total Environ, 693, 133642
Weber CL, Matthews HS (2008) Quantifying the global and distributional aspects of American household carbon footprint. Ecol Econ 66(2–3):379–391
Weidema BP, Thrane M, Christensen P, Schmidt J, Løkke S (2008) Carbon footprint: a catalyst for life cycle assessment? J Ind Ecol 12(1):3–6
Wiedmann T, Minx J (2008) A definition of ‘carbon footprint.’ Ecol Econ Res Trends 1(2008):1–11
Wiedmann T (2009) A review of recent multi-region input–output models used for consumption-based emission and resource accounting. Ecol Econ 69(2):211–222
Yang F, Jia C, Yang H, Yang X (2022) Development, hotspots and trend directions of groundwater salinization research in both coastal and inland areas: a bibliometric and visualization analysis from 1970 to 2021. Environ Sci Pollut Res, 1–24
Yang Y, Meng G (2020) The evolution and research framework of carbon footprint: based on the perspective of knowledge mapping. Ecol Ind 112:106125
Yue T, Liu H, Long R, Chen H, Gan X, Liu J (2020) Research trends and hotspots related to global carbon footprint based on bibliometric analysis: 2007–2018. Environ Sci Pollut Res 27(15):17671–17691
Zhang J, Jiang L, Liu Z, Li Y, Liu K, Fang R, ... Li F (2021) A bibliometric and visual analysis of indoor occupation environmental health risks: development, hotspots and trend directions. J Clean Prod, 300, 126824
Zhao J, Ma C, Zhao X, Wang X (2018) Spatio-temporal dynamic analysis of sustainable development in China based on the footprint family. Int J Environ Res Public Health 15(2):246
Zhao X, Ma X, Chen B, Shang Y, Song M (2022) Challenges toward carbon neutrality in China: strategies and countermeasures. Resour Conserv Recycl 176:105959
Zhong S, Chen R, Song F, Xu Y (2019) Knowledge mapping of carbon footprint research in a LCA perspective: a visual analysis using CiteSpace. Processes 7(11):818
Zhu E, Qi Q, Sha M (2021) Identify the effects of urbanization on carbon emissions (EUCE): a global scientometric visualization analysis from 1992 to 2018. Environ Sci Pollut Res 28(24):31358–31369
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We gratefully acknowledge financial support from the National Social Science Foundation of China (No. 18XJL011) and the Chongqing Graduate Scientific Research Innovation Project of China (No. CYS18056).
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Fulin Qi: conceptualization, methodology, formal analysis, investigation, resources, writing — original draft, and writing — review and editing. Yuequn Cao: conceptualization, writing — review and editing, supervision, funding acquisition, and project administration. Huanyu Cui: writing — review and editing and data. Meng Yuan: writing — review and editing and data.
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Cao, Y., Qi, F., Cui, H. et al. Knowledge domain and emerging trends of carbon footprint in the field of climate change and energy use: a bibliometric analysis. Environ Sci Pollut Res 30, 35853–35870 (2023). https://doi.org/10.1007/s11356-022-24756-1
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DOI: https://doi.org/10.1007/s11356-022-24756-1