生态环境学报 ›› 2024, Vol. 33 ›› Issue (12): 1978-1992.DOI: 10.16258/j.cnki.1674-5906.2024.12.015
• 综述 •
上一篇
王安国1(), 梁俊芬2,3, 余鹏翼1, 陶亮3,4,*(
)
收稿日期:
2024-05-20
出版日期:
2024-12-18
发布日期:
2024-12-31
通讯作者:
*陶亮。E-mail: taoliang@soil.gd.cn作者简介:
王安国(1970年生),男,副教授,博士,研究方向包括数理金融、金融市场和风险、碳金融、衍生品。E-mail: wanganguo@gdufs.edu.cn
基金资助:
WANG Anguo1(), LIANG Junfen2,3, YU Pengyi1, TAO Liang3,4,*(
)
Received:
2024-05-20
Online:
2024-12-18
Published:
2024-12-31
摘要:
该文使用CiteSpace文献计量分析工具,对国内外碳金融的研究现状和热点进行可视化对比分析,以期为国内外碳金融的创新研究提供依据。该文基于2005年《京都议定书》生效以来直到2023年底在中国知网(1020篇)和Web of Science(481篇)两个数据库共计1501篇的碳金融相关文献,对其年度发文量、国家/地区、作者、机构合作网络以及被引文献、被引期刊、关键词共现、关键词聚类、突现关键词等进行计量分析并绘制知识图谱。研究发现,国内的研究紧跟政府的政策调整,研究热度波动非常大,研究领域与政策导向有较强的相关性,研究人员和机构呈现“大分散,小聚集”状态,目前的研究集中在金融、环境与资源、经济管理、投资、证券、市场研究等学科领域上,发文多在金融类期刊上。国际的研究从学术研究的特点出发,层层递进,逐步深入,基于前期的启蒙研究,后期成果丰硕,目前研究集中在金融、可再生能源、能源转型、可持续发展等领域上,发文期刊类型丰富。该文预期未来研究方向将继承过去的研究热点,在政府的政策导向和学科研究本身规律上寻找平衡点,帮助解决实际中出现的碳排放市场、碳汇市场、双碳目标和交叉学科联动等问题。该文建议未来在碳货币、碳基金、碳信贷、碳衍生品、碳保险等领域进行深入的补偿式研究,在碳定价权本土化、碳金融体系构建、气候变化投融资与全面经济发展等领域进行开创性研究。
中图分类号:
王安国, 梁俊芬, 余鹏翼, 陶亮. 国内外碳金融研究进展及热点计量化可视文献分析[J]. 生态环境学报, 2024, 33(12): 1978-1992.
WANG Anguo, LIANG Junfen, YU Pengyi, TAO Liang. Bibliometric and Visual Literature Analysis of Research Progress and Hot Spot on Carbon Finance at Home and Abroad[J]. Ecology and Environment, 2024, 33(12): 1978-1992.
序号 | CNKI | WOS | |||
---|---|---|---|---|---|
机构 | 发文量 | 机构 | 发文量 | ||
1 | 天津社会科学院城市经济研究所 | 22 | University of London | 19 | |
2 | 吉林大学 | 21 | Chinese Academy of Sciences | 8 | |
3 | 中央财经大学 | 14 | University College London | 6 | |
4 | 中国人民大学 | 13 | University of Sussex | 6 | |
5 | 西南财经大学 | 12 | Boston University | 6 | |
6 | 首都经济 贸易大学 | 12 | International Institute for Applied Systems Analysis (IIASA) | 5 | |
7 | 安徽大学 | 7 | Harvard University | 5 | |
8 | 东北林业大学 | 6 | Southeast University - China | 5 | |
9 | 四川大学 | 5 | Ocean University of China | 5 | |
10 | 西南民族大学 | 4 | Imperial College London | 5 |
表1 CNKI和WOS中碳金融研究发文量前10的机构
Table 1 Top 10 institutions in terms of carbon finance research publication volume in CNKI and WOS
序号 | CNKI | WOS | |||
---|---|---|---|---|---|
机构 | 发文量 | 机构 | 发文量 | ||
1 | 天津社会科学院城市经济研究所 | 22 | University of London | 19 | |
2 | 吉林大学 | 21 | Chinese Academy of Sciences | 8 | |
3 | 中央财经大学 | 14 | University College London | 6 | |
4 | 中国人民大学 | 13 | University of Sussex | 6 | |
5 | 西南财经大学 | 12 | Boston University | 6 | |
6 | 首都经济 贸易大学 | 12 | International Institute for Applied Systems Analysis (IIASA) | 5 | |
7 | 安徽大学 | 7 | Harvard University | 5 | |
8 | 东北林业大学 | 6 | Southeast University - China | 5 | |
9 | 四川大学 | 5 | Ocean University of China | 5 | |
10 | 西南民族大学 | 4 | Imperial College London | 5 |
图5 2009-2023年CNKI中碳金融发文量10篇以上期刊、核心期刊以及学科分布
Figure 5 More than 10 publications on carbon finance in CNKI journals, core journals, and disciplinary distribution in 2009?2023
图6 2009-2023年WOS中碳金融期刊双图叠加、高被引期刊及学科分布
Figure 6 Double images overlay, highly-cited journals and distribution of disciplines in carbon finance research in WOS in 2009?2023
序号 | 关键词 | 频次 | 序号 | 关键词 | 频次 |
---|---|---|---|---|---|
1 | 低碳经济 | 630 | 11 | 碳排放 | 26 |
2 | 碳金融 | 353 | 12 | 对策 | 25 |
3 | 商业银行 | 85 | 13 | 发展 | 22 |
4 | 碳交易 | 75 | 14 | 碳排放权 | 16 |
5 | 金融支持 | 60 | 15 | 金融 | 16 |
6 | 低碳金融 | 54 | 16 | 创新 | 14 |
7 | 金融创新 | 49 | 17 | 节能减排 | 14 |
8 | 绿色金融 | 32 | 18 | 气候变化 | 14 |
9 | 低碳 | 28 | 19 | 环境金融 | 14 |
10 | 绿色信贷 | 27 | 20 | 发展模式 | 13 |
表2 2009-2023年中国碳金融研究高频关键词
Table 2 High frequency keywords in China’s carbon finance research field in 2009?2023
序号 | 关键词 | 频次 | 序号 | 关键词 | 频次 |
---|---|---|---|---|---|
1 | 低碳经济 | 630 | 11 | 碳排放 | 26 |
2 | 碳金融 | 353 | 12 | 对策 | 25 |
3 | 商业银行 | 85 | 13 | 发展 | 22 |
4 | 碳交易 | 75 | 14 | 碳排放权 | 16 |
5 | 金融支持 | 60 | 15 | 金融 | 16 |
6 | 低碳金融 | 54 | 16 | 创新 | 14 |
7 | 金融创新 | 49 | 17 | 节能减排 | 14 |
8 | 绿色金融 | 32 | 18 | 气候变化 | 14 |
9 | 低碳 | 28 | 19 | 环境金融 | 14 |
10 | 绿色信贷 | 27 | 20 | 发展模式 | 13 |
序号 | 关键词 | 频次 | 序号 | 关键词 | 频次 |
---|---|---|---|---|---|
1 | climate change | 64 | 11 | economy | 29 |
2 | green finance | 57 | 12 | emissions | 29 |
3 | renewable energy | 49 | 13 | finance | 28 |
4 | low-carbon economy | 48 | 14 | performance | 27 |
5 | CO2 emissions | 48 | 15 | economic growth | 27 |
6 | policy | 41 | 16 | innovation | 27 |
7 | impact | 39 | 17 | investment | 26 |
8 | energy | 38 | 18 | sustainable development | 25 |
9 | growth | 34 | 19 | carbon finance | 24 |
10 | low carbon economy | 31 | 20 | energy transition | 23 |
表3 2009-2023年WOS碳金融研究高频关键词
Table 3 High frequency keywords in WOS carbon finance research field in 2009?2023
序号 | 关键词 | 频次 | 序号 | 关键词 | 频次 |
---|---|---|---|---|---|
1 | climate change | 64 | 11 | economy | 29 |
2 | green finance | 57 | 12 | emissions | 29 |
3 | renewable energy | 49 | 13 | finance | 28 |
4 | low-carbon economy | 48 | 14 | performance | 27 |
5 | CO2 emissions | 48 | 15 | economic growth | 27 |
6 | policy | 41 | 16 | innovation | 27 |
7 | impact | 39 | 17 | investment | 26 |
8 | energy | 38 | 18 | sustainable development | 25 |
9 | growth | 34 | 19 | carbon finance | 24 |
10 | low carbon economy | 31 | 20 | energy transition | 23 |
序号 | 聚类名称 | 频次 | S值 | 包含的其他主要关键词 |
---|---|---|---|---|
1 | 低碳经济 | 77 | 0.966 | 碳经济、低碳、制度、制度设计 |
2 | 碳金融 | 35 | 0.885 | 影响因素、对策建议、产业结构、交易所 |
3 | 低碳金融 | 31 | 0.586 | 金融属性、绿色金融产品、国际金融公司、金融产品 |
4 | 商业银行 | 29 | 0.778 | 绿色信贷、低碳产业、商业、碳中和、银行业 |
5 | 碳交易 | 23 | 0.863 | 碳信贷、环境规制、绿色发展、碳货币 |
6 | 碳排放 | 19 | 0.874 | 碳排放权、排放权交易市场、二级市场、 |
7 | 金融创新 | 18 | 0.811 | 金融工具、金融产品、农村金融、金融机构、互动 |
8 | 气候变化 | 14 | 0.958 | 交易机制、建议、机制、配额控制 |
9 | 低碳 | 11 | 0.955 | 碳金融、中介机构、减排、高质量发展 |
10 | 创新 | 9 | 0.802 | 产品创新、启示、制约因素、路径、对策、 |
11 | 低碳发展 | 8 | 0.792 | 低碳技术、低碳银行、新能源、能源 |
12 | 法规体系 | 7 | 0.768 | 产业机构、绿色壁垒、节能减排 |
表4 CNKI关键词聚类表
Table 4 Keyword clustering table from CNKI
序号 | 聚类名称 | 频次 | S值 | 包含的其他主要关键词 |
---|---|---|---|---|
1 | 低碳经济 | 77 | 0.966 | 碳经济、低碳、制度、制度设计 |
2 | 碳金融 | 35 | 0.885 | 影响因素、对策建议、产业结构、交易所 |
3 | 低碳金融 | 31 | 0.586 | 金融属性、绿色金融产品、国际金融公司、金融产品 |
4 | 商业银行 | 29 | 0.778 | 绿色信贷、低碳产业、商业、碳中和、银行业 |
5 | 碳交易 | 23 | 0.863 | 碳信贷、环境规制、绿色发展、碳货币 |
6 | 碳排放 | 19 | 0.874 | 碳排放权、排放权交易市场、二级市场、 |
7 | 金融创新 | 18 | 0.811 | 金融工具、金融产品、农村金融、金融机构、互动 |
8 | 气候变化 | 14 | 0.958 | 交易机制、建议、机制、配额控制 |
9 | 低碳 | 11 | 0.955 | 碳金融、中介机构、减排、高质量发展 |
10 | 创新 | 9 | 0.802 | 产品创新、启示、制约因素、路径、对策、 |
11 | 低碳发展 | 8 | 0.792 | 低碳技术、低碳银行、新能源、能源 |
12 | 法规体系 | 7 | 0.768 | 产业机构、绿色壁垒、节能减排 |
序号 | 聚类名称 | 频次 | S值 | 包含的其他主要关键词 |
---|---|---|---|---|
1 | carbon finance | 52 | 0.682 | low-carbon economy; clean development mechanism (cdm); commercial bank |
2 | digital finance | 51 | 0.663 | carbon emissions; energy consumption; industrial structure; economic growth |
3 | low carbon economy | 45 | 0.645 | energy transition; climate; circular economy; low-carbon economy |
4 | renewable energy | 38 | 0.765 | investment; agriculture; cleantech; carbon |
5 | climate change | 34 | 0.838 | central banks; climate policy; regulation; carbon finance |
6 | environmental sustainability | 34 | 0.782 | green economy; climate finance; energy; smes |
7 | technological innovation | 26 | 0.726 | co2 emissions; scenarios; indicators; io-model |
8 | technology innovation system | 25 | 0.867 | public-private partnerships; technology transfer; developing countries; regulation algorithm |
9 | energy efficiency | 21 | 0.893 | carbon emission reduction; urban resilience; low-carbon supply chain; pig industry |
10 | carbon trading | 16 | 0.917 | industrial-structure optimization; green finance policy; international comparison |
11 | green bond | 15 | 0.861 | energy innovation; did model; quantile estimation; event study |
12 | green growth | 15 | 0.916 | carbon tax; low carbon development; electricity supply industry; elasticity |
表5 WOS关键词聚类表
Table 5 Keyword clustering table from WOS
序号 | 聚类名称 | 频次 | S值 | 包含的其他主要关键词 |
---|---|---|---|---|
1 | carbon finance | 52 | 0.682 | low-carbon economy; clean development mechanism (cdm); commercial bank |
2 | digital finance | 51 | 0.663 | carbon emissions; energy consumption; industrial structure; economic growth |
3 | low carbon economy | 45 | 0.645 | energy transition; climate; circular economy; low-carbon economy |
4 | renewable energy | 38 | 0.765 | investment; agriculture; cleantech; carbon |
5 | climate change | 34 | 0.838 | central banks; climate policy; regulation; carbon finance |
6 | environmental sustainability | 34 | 0.782 | green economy; climate finance; energy; smes |
7 | technological innovation | 26 | 0.726 | co2 emissions; scenarios; indicators; io-model |
8 | technology innovation system | 25 | 0.867 | public-private partnerships; technology transfer; developing countries; regulation algorithm |
9 | energy efficiency | 21 | 0.893 | carbon emission reduction; urban resilience; low-carbon supply chain; pig industry |
10 | carbon trading | 16 | 0.917 | industrial-structure optimization; green finance policy; international comparison |
11 | green bond | 15 | 0.861 | energy innovation; did model; quantile estimation; event study |
12 | green growth | 15 | 0.916 | carbon tax; low carbon development; electricity supply industry; elasticity |
关键词 | 突现度 | 起始年份 | 终止年份 | 2009-2023年 |
---|---|---|---|---|
节能减排 | 2.93 | 2009 | 2011 | ![]() |
气候 | 3.34 | 2010 | 2010 | ![]() |
金融创新 | 3.23 | 2010 | 2010 | ![]() |
能源 | 2.93 | 2010 | 2011 | ![]() |
低碳 | 2.23 | 2010 | 2010 | ![]() |
绿色信贷 | 1.74 | 2010 | 2010 | ![]() |
碳信用 | 1.59 | 2010 | 2011 | ![]() |
低碳金融 | 2.61 | 2011 | 2011 | ![]() |
金融 | 2.21 | 2011 | 2012 | ![]() |
低碳城市 | 1.86 | 2011 | 2011 | ![]() |
低碳发展 | 1.76 | 2012 | 2015 | ![]() |
新能源 | 1.64 | 2012 | 2014 | ![]() |
路径选择 | 1.56 | 2012 | 2012 | ![]() |
碳市场 | 1.51 | 2013 | 2021 | ![]() |
国际贸易 | 4.42 | 2014 | 2016 | ![]() |
碳货币 | 1.76 | 2014 | 2014 | ![]() |
发展策略 | 1.76 | 2014 | 2023 | ![]() |
影响 | 1.55 | 2015 | 2017 | ![]() |
发展 | 3.53 | 2016 | 2023 | ![]() |
绿色金融 | 5.57 | 2017 | 2023 | ![]() |
对策建议 | 1.55 | 2017 | 2020 | ![]() |
碳排放 | 4.31 | 2018 | 2020 | ![]() |
经济发展 | 2.27 | 2018 | 2023 | ![]() |
碳中和 | 4.39 | 2021 | 2023 | ![]() |
碳达峰 | 1.93 | 2021 | 2023 | ![]() |
表6 2009-2023年CNKI前25位突现关键词
Table 6 Top 25 keywords in CNKI with the strongest citation bursts in 2009?2023
关键词 | 突现度 | 起始年份 | 终止年份 | 2009-2023年 |
---|---|---|---|---|
节能减排 | 2.93 | 2009 | 2011 | ![]() |
气候 | 3.34 | 2010 | 2010 | ![]() |
金融创新 | 3.23 | 2010 | 2010 | ![]() |
能源 | 2.93 | 2010 | 2011 | ![]() |
低碳 | 2.23 | 2010 | 2010 | ![]() |
绿色信贷 | 1.74 | 2010 | 2010 | ![]() |
碳信用 | 1.59 | 2010 | 2011 | ![]() |
低碳金融 | 2.61 | 2011 | 2011 | ![]() |
金融 | 2.21 | 2011 | 2012 | ![]() |
低碳城市 | 1.86 | 2011 | 2011 | ![]() |
低碳发展 | 1.76 | 2012 | 2015 | ![]() |
新能源 | 1.64 | 2012 | 2014 | ![]() |
路径选择 | 1.56 | 2012 | 2012 | ![]() |
碳市场 | 1.51 | 2013 | 2021 | ![]() |
国际贸易 | 4.42 | 2014 | 2016 | ![]() |
碳货币 | 1.76 | 2014 | 2014 | ![]() |
发展策略 | 1.76 | 2014 | 2023 | ![]() |
影响 | 1.55 | 2015 | 2017 | ![]() |
发展 | 3.53 | 2016 | 2023 | ![]() |
绿色金融 | 5.57 | 2017 | 2023 | ![]() |
对策建议 | 1.55 | 2017 | 2020 | ![]() |
碳排放 | 4.31 | 2018 | 2020 | ![]() |
经济发展 | 2.27 | 2018 | 2023 | ![]() |
碳中和 | 4.39 | 2021 | 2023 | ![]() |
碳达峰 | 1.93 | 2021 | 2023 | ![]() |
关键词 | 突现度 | 起始年份 | 终止年份 | 2009-2023 |
---|---|---|---|---|
Carbon finance | 13.13 | 2010 | 2017 | ![]() |
low-carbon economy | 8.63 | 2010 | 2015 | ![]() |
low carbon economy | 5.56 | 2010 | 2015 | ![]() |
commercial banks | 2.24 | 2010 | 2016 | ![]() |
clean development mechanism (cdm) | 1.74 | 2010 | 2015 | ![]() |
carbon trading | 2.43 | 2011 | 2013 | ![]() |
climate change mitigation | 1.74 | 2012 | 2020 | ![]() |
green growth | 1.92 | 2014 | 2016 | ![]() |
climate policy | 2.26 | 2015 | 2019 | ![]() |
barriers | 2.05 | 2015 | 2018 | ![]() |
complex systems | 1.7 | 2015 | 2019 | ![]() |
energy efficiency | 2.16 | 2016 | 2019 | ![]() |
management | 2.11 | 2016 | 2017 | ![]() |
power | 1.88 | 2017 | 2021 | ![]() |
policy | 1.78 | 2017 | 2021 | ![]() |
energy | 2.26 | 2018 | 2019 | ![]() |
climate change | 6.51 | 2019 | 2021 | ![]() |
risk | 2.11 | 2019 | 2021 | ![]() |
climate finance | 3.67 | 2020 | 2021 | ![]() |
green bond | 1.83 | 2020 | 2022 | ![]() |
productivity | 2.15 | 2022 | 2023 | ![]() |
empirical evidence | 1.67 | 2022 | 2023 | ![]() |
urbanization | 1.67 | 2022 | 2023 | ![]() |
表7 2009-2023年WOS前23位突现关键词
Table 7 Top 23 keywords in WOS with the strongest citation bursts in 2009?2023
关键词 | 突现度 | 起始年份 | 终止年份 | 2009-2023 |
---|---|---|---|---|
Carbon finance | 13.13 | 2010 | 2017 | ![]() |
low-carbon economy | 8.63 | 2010 | 2015 | ![]() |
low carbon economy | 5.56 | 2010 | 2015 | ![]() |
commercial banks | 2.24 | 2010 | 2016 | ![]() |
clean development mechanism (cdm) | 1.74 | 2010 | 2015 | ![]() |
carbon trading | 2.43 | 2011 | 2013 | ![]() |
climate change mitigation | 1.74 | 2012 | 2020 | ![]() |
green growth | 1.92 | 2014 | 2016 | ![]() |
climate policy | 2.26 | 2015 | 2019 | ![]() |
barriers | 2.05 | 2015 | 2018 | ![]() |
complex systems | 1.7 | 2015 | 2019 | ![]() |
energy efficiency | 2.16 | 2016 | 2019 | ![]() |
management | 2.11 | 2016 | 2017 | ![]() |
power | 1.88 | 2017 | 2021 | ![]() |
policy | 1.78 | 2017 | 2021 | ![]() |
energy | 2.26 | 2018 | 2019 | ![]() |
climate change | 6.51 | 2019 | 2021 | ![]() |
risk | 2.11 | 2019 | 2021 | ![]() |
climate finance | 3.67 | 2020 | 2021 | ![]() |
green bond | 1.83 | 2020 | 2022 | ![]() |
productivity | 2.15 | 2022 | 2023 | ![]() |
empirical evidence | 1.67 | 2022 | 2023 | ![]() |
urbanization | 1.67 | 2022 | 2023 | ![]() |
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