Abstract：This study develops a bottom-up energy system model of China's civil aviation industry based on the LEAP model framework, sets FROZEN, GOAL, MAX, SAF, and REVOLUTION scenarios to quantitatively analyze the industry’s driving factors and development trends, and discusses the medium- and long-term low-carbon development technological pathways. The results show that the number of flights per person is expected to quadruple to more than two by 2060, which will imply up to 690million tons of carbon emissions under the FROZEN (baseline) scenario. Under the MAX scenario, carbon emissions from China’s civil aviation industry are expected to reach a peak at around 300million tons in 2044. The cumulative emission reduction of nearly 50% over the 40 years only requires an additional cost of about 1trillion RMB (compared to the baseline). Promoting fleet replacement, accelerating infrastructure upgrading and operation improvement, and developing sustainable aviation fuels are the essential emission reduction means for the civil aviation industry, which can bring 44.1%, 29.5%, and 26.4% emission reduction respectively. In conclusion, China’s civil aviation industry should formulate the goal of "carbon peak and carbon neutrality" and its implementation plans as soon as possible: promoting the airspace reform, air traffic management, and refined airline management in the short- and medium-term, providing vigorous support to the development of domestic large aircraft, and accelerating the commercialization and marketization of industry chain of sustainable aviation fuels in the long term.
刘绍勇.建议研究制定民航业2030碳达峰和2060碳中和方案[EB/OL].http://finance.people.com.cn/n1/2021/0309/c1004-32046573.html 2021-03-09/2021-03-09. Liu Shaoyong. It is suggested that the civil aviation industry should formulate" "carbon peak and carbon neutrality" "implementation plan[EB/OL].http://finance.people.com.cn/n1/2021/0309/c1004-32046573.html 2021-03-09/2021-03-09.
[2]
夏高健.改革开放以来我国人均乘机次数增长弹性在下降[EB/OL]. http://news.carnoc.com/list/540/540547.html 2020-08-05/2021-02-16. Xia Gaojian. Since the reform and opening up, the growth elasticity of the number of flights per person is declining[EB/OL]. http://news.carnoc.com/list/540/540547.html 2020-08-05/2021-02-16.
[3]
新华社.习近平在第七十五届联合国大会一般性辩论上的讲话(全文)[EB/OL]. http://www.xinhuanet.com/politics/leaders/2020-09/22/c_1126527652.htm 2021-04-05. Xinhua News Agency. Chairman XI Jinping's important speech at the General Debate of the 75th Session of the United Nations General Assembly[EB/OL]. http://www.xinhuanet.com/politics/leaders/2020-09/22/c_1126527652.htm 2021-04-05.
Fan W, Sun Y, Zhu T, et al. Emissions of HC, CO, NOx, CO2, and SO2 from civil aviation in China in 2010[J]. Atmospheric Environment, 2012,56:52-57.
[6]
Loo B P, Li L. Carbon dioxide emissions from passenger transport in China since 1949:implications for developing sustainable transport[J]. Energy policy, 2012,50:464-476.
[7]
何吉成.1960~2009年中国民航飞机的CO2逐年排放变化[J].气候变化研究进展, 2011,7(4):281. He Jicheng. Estimation of the aircraft CO2 emission of China's civil aviation during 1960~2009[J]. Advances in Climate Change Research, 2011,7(4):281.
[8]
范武波,钱骏,叶宏,等.四川省非道路移动源大气污染物排放清单研究[J].中国环境科学, 2018,38(12):4460-4468. Fan W B, Qian J, Ye H, et al. Study on the non-road mobile source emission inventory for sichuan province[J]. China Environmental Science, 2018,38(12):4460-4468.
[9]
Timilsina G R, Shrestha A. Transport sector CO2 emissions growth in Asia:Underlying factors and policy options[J]. Energy policy, 2009,37(11):4523-4539.
[10]
高标,许清涛,李玉波,等.吉林省交通运输能源消费碳排放测算与驱动因子分析[J].经济地理, 2013,33(9):25-30. Gao Biao, Xu Qingtao1, Li Yubo, et al. Calculation and driving factors analysis of carbon emissions from traffic and transportation energy consumption in Jilin Province[J]. Economic Geography, 2013,33(9):25-30.
[11]
王海燕,王楠.中国综合交通运输体系碳排放影响因素研究[J].物流技术, 2019,38(2):78-83. Wang Haiyan, Wang Nan. Research on factors affecting carbon emissions of China's comprehensive transportation system[J]. Logistics Technology. 2019,38(2):78-83.
[12]
Sgouridis S, Bonnefoy P A, Hansman R J. Air transportation in a carbon constrained world:Long-term dynamics of policies and strategies for mitigating the carbon footprint of commercial aviation[J]. Transportation Research Part A:Policy and Practice, 2011,45(10):1077-1091.
[13]
陈其霆,陆晨婷,周德群.基于LMDI方法的中国民航业碳排放因素的指数分解[J].天津大学学报(社会科学版), 2014,16(5):397-403. Chen Qiting, Lu Chenting, Zhou dequn. Index decomposition of the factors influence China Civil Aviation Markets'carbon emissions based on LMDI Method[J]. Journal of Tianjin University (Social Science)2014,16(5):397-403.
[14]
石钰婷,吴薇薇,李晓霞.我国航空碳排放发展特征及影响因素研究[J].华东交通大学学报, 2019,36(6):32-38. Shi Yuting, Wu Weiwei, Li Xiaoxia. Study on development and influencing factors of China's Aviation carbon emission[J]. Journal of East China Jiaotong University 2019,36(6):32-38.
[15]
Gunmundsson S V, Anger A. Global carbon dioxide emissions scenarios for aviation derived from IPCC storylines:A meta-analysis[J]. Transportation Research Part D:Transport and Environment, 2012,17(1):61-65.
[16]
Macintosh A, Wallace L. International aviation emissions to 2025:Can emissions be stabilised without restricting demand?[J]. Energy policy, 2009,37(1):264-273.
[17]
Bethan Owen, David S. Lee, Ling Lim. Flying into the future:Aviation emissions scenarios to 2050[J]. Environmental Science&Technology, 2010,44(7):2255-2260.
[18]
Air Transport Action Group (ATAG). WAYPOINT 2050[R]. 2020. https://aviationbenefits.org/media/167187/w2050_full.pdf.
[19]
European Union Aviation Safety Agency (EASA), European aviation environmental report 2019[R]. 2019. https://ec.europa.eu/transport/sites/transport/files/2019-aviation-environmental-report.pdf.
[20]
ICAO. 2019 Environmental Report:Aviation and environment[R]. 2019.https://www.icao.int/environmental-protection/Documents/ICAO-ENV-Report2019-F1-WEB%20(1).pdf.
[21]
杨绪彪,朱丽萍.碳中和增长目标下解决航空碳排放的路径选择[J].经济问题探索, 2015,(7):18-22. Yang Xubiao, Zhu Liping. Path selection for solving aviation carbon emission under carbon neutral growth target[J]. Inquiry into Economic Issues, 2015,(7):18-22.
[22]
Zhou W, Wang T, Yu Y, et al. Scenario analysis of CO2 emissions from China's civil aviation industry through 2030[J]. Applied energy, 2016,175:100-108.
[23]
王晶.民用飞机市场需求预测方法研究[J].民用飞机设计与研究, 2013,(3):67-74. Wang Jing. Study on the Forecast Method of Market Demand for Civil Aircraft[J]. Civil Aircraft Design&Research, 2013,(3):67-74.
[24]
任新惠,唐少勇.我国航空旅客运输需求预测——基于计量经济学与系统动力学组合模型[J].交通运输研究, 2015,1(1):92-98. Ren Xin-hui, Tang Shao-yong. Prediction of passenger demand in air transportation:A combination model based on econometrics and system dynamics[J].Transport Research, 2015,1(1):92-98.
[25]
蔡文婷,彭怡,陈秋吉.基于多元回归模型的航空运输客运量预测[J].航空计算技术, 2019,49(4):50-58. Cai Wenting, Peng Yi, Chen Qiuji. Prediction of air transportation passenger volume based on multivariate regression model[J]. Aeronautical Computing Technique, 2019,49(4):50-58.
[26]
冯敏,朱新华.中国民航货运市场分析和预测[J].中国民航大学学报, 2007,25(1):45-48. Feng Min, Zhu Xinhua. Analysis and forecast of China civil air cargo transport market[J]. Journal of Civil Aviation university of china, 2007,25(1):45-48.
[27]
孔建国,李骁.基于MATLAB的小波分析在民航旅客运输量预测中的应用研究[J].中国科技信息, 2014,(16):40-41. Kong Jianguo, Li Xiao, Research on the application of wavelet analysis based on MATLAB in forecasting civil aviation passenger transport volume[J]. China Science and Technology Information, 2014,(16):40-41.
[28]
孙亚兰.基于季节时间序列模型的民航客运需求预测分析[J].中国外资, 2013,(18):263-266. Sun Yalan. Forecasting analysis of civil aviation passenger transport Demand based on seasonal time series model[J]. Foreign Investment in China 2013,(18):263-266.
[29]
景崇毅.基于迭加趋势的航线季节客运需求分析方法[J].中国民航飞行学院学报, 2014,25(2):5-7. Jing Chongyi. An analyzing method of airlines'seasonal passenger transport demand based on superimposing trend[J]. Journal of Civil Aviation Flight University of China, 2014,25(2):5-7.
[30]
董兵.基于多变量灰色数列模型的民航客运量预测[J].中国民航飞行学院学报, 2010,21(1):21-23. Dong Bing. Forecast of civil aviation passenger volume based on multi-variable grey series model[J]. Journal of Civil Aviation Flight University of China, 2010,21(1):21-23.
[31]
邓洁君,罗利.基于GMDH的民航客运量需求预测与分析[J].软科学, 2006,(6):35-38. Deng Jiejun, Luo Li. Demand forecasting and analyzing of civil aviation passenger transport markets based on GMDH.[J]. Soft Science. 2006,(6):35-38.
[32]
陈亚青,韩云祥.基于系统动力学的航空系统客运量预测模型[J].交通信息与安全, 2009,27(5):146-148,165. Chen Yaqing, Han Yunxiang. Prediction model of passenger capacity in air transport system based on system dynamics[J]. Journal of Transport Information and Safety, 2009,27(5):146-148,165.
[33]
中国商飞.中国商飞公司市场预测年报(2020-2039)[R].上海:中国商用飞机有限责任公司, 2020. Comac. Market forecast annual report of Comac (2020-2039)[R]. Shanghai:Commercial Aircraft Corporation of China LTD. 2020.
[34]
ICAO. ICAO Long-term traffic forecasts:Passenger and cargo[R]. 2016. https://www.icao.int/safety/ngap/NGAP8%20Presentations/ICAO-Long-Term-Traffic-Forecasts-July-2016.pdf.
[35]
Airbus. Global market forecast:Cities, airports&aircraft (2019-2038)[R]. 2019. https://www.airbus.com/aircraft/market/global-marketforecast.html
[36]
Boeing. Commercial market outlook 2020-2039[R]. 2020. https://www.boeing.com/commercial/market/commercial-market-outlook/.
[37]
Lister D, Griggs D J, Mcfarland M, Dokken D J. Aviation and the global atmosphere:A special report of the intergovernmental panel on climate change[M]. Cambridge University Press, 1999.
[38]
Department for transport UK. UK Aviation forecasts:Moving britain ahead[R]. London, 2017. https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/878705/ukaviation-forecasts-2017.pdf.
[39]
Japan Aircraft Development Corporation. Worldwide market forecast (2020-2039) prompt report[R]. 2020. http://www.jadc.jp/files/topics/159_ext_01_en_0.pdf.
[40]
IATA. Aircraft technology roadmap to 2050[R]. 2019. https://www.iata.org/contentassets/8d19e716636a47c184e7221c77563c93/technology20roadmap20to20205020no20foreword.pdf.
[41]
NLR-Royal netherlands aerospace centre, SEO AMSTERDAM ECONOMICS. Destination 2050-A route to net zero European aviation[R]. Amsterdam, 2021. https://www.destination2050.eu/wpcontent/uploads/2021/02/Destination2050_Report.pdf.
[42]
Sustainable aviation. Decarbonisation road-map:A path to net zero[R]. 2020, https://www.sustainableaviation.co.uk/wp-content/uploads/2020/02/SustainableAviation_CarbonReport_20200203.pdf.
[43]
Soubly K, Wolff C, Uppink L, et al. Clean skies for tomorrow:Sustainable aviation fuels as a pathway to net-zero aviation[R]. World Economic Forum, McKinsey&Company, 2020. http://www3.weforum.org/docs/WEF_Clean_Skies_Tomorrow_SAF_Analytics_2020.pdf.
[44]
Sustainable aviation. Sustainable aviation fuels road-map:Fueling the future of UK aviation[R]. 2020. https://www.sustainableaviation.co.uk/wp-content/uploads/2020/02/SustainableAviation_FuelReport_20200231.pdf.
[45]
许绩辉.中国民航业中长期碳减排潜力及技术路径分析[D].北京:中国人民大学, 2021. Xu Jihui. Analysis on China's civil aviation industry's medium and long-term carbon emissions reduction potential and technology path.[D]. Beijing:Renmin University of China, 2021.
[46]
Stollery P. ATM global environment efficiency goals for 2050[R]. CANSO Environment Workgroup; 2008. https://issuu.com/canso/docs/atm_global_environment_efficiency_goals_for_2050?e=1305071%2F9383178.
[47]
SchÄfer A W, Evans A D, Reynolds T G, et al. Costs of mitigating CO2 emissions from passenger aircraft[J]. Nature Climate Change, 2016, 6(4):412-417.
[48]
能源转型委员会.中国2050:一个全面实现现代化国家的零碳图景[R]. https://www.rmi-china.com/static/upfile/news/nfiles/ETC.pdf. 2019. Energy Transitions Commission (ETC). China 2050:A zero-carbon vision of a fully modernized country[R]. https://www.rmi-china.com/static/upfile/news/nfiles/ETC.pdf. 2019.
[49]
Hasanbeigi A, Menke C, Price L. The CO2 abatement cost curve for the Thailand cement industry[J]. Journal of Cleaner Production, 2010, 18(15):1509-1518.
[50]
Department of Econimic and Social Affairs. World Population Outlook 2019[R]. United Nations, 2019. https://population.un.org/wpp/Download/Standard/Population/.
[51]
新华社.中华人民共和国国民经济和社会发展第十四个五年规划和2035年远景目标纲要[EB/OL]. http://www.gov.cn/xinwen/2021-03/13/content_5592681.htm 2021-03-21. Xinhua News Agency. Outline of the 14th Five-Year Plan for National Economic and Social Development of the People's Republic of China and the Vision For 2035.[EB/OL]. http://www.gov.cn/xinwen/2021-03/13/content_5592681.htm 2021-03-21.
[52]
中国民用航空局.新时代民航强国建设行动纲要[EB/OL]. http://www.gov.cn/zhengce/zhengceku/2018-12/31/5437866/files/3ea6e792672a471b989ab2b8d2a8b4c8.pdf 2018-11-26/2021-04-08. Civil Aviation Administration of China. Outline of action for building a civil Aviation power in the New Era[EB/OL]. http://www.gov.cn/zhengce/zhengceku/2018-12/31/5437866/files/3ea6e792672a471b989ab2b8d2a8b4c8.pdf 2018-11-26/2021-04-08.
[53]
国家统计局.国家数据(民航周转量年度数据)[EB/OL]. https://data.stats.gov.cn/easyquery.htm?cn=C012021-04-08. National Bureau of Statistics. National data (Annual Data of Civil Aviation Turnover)[EB/OL]. https://data.stats.gov.cn/easyquery.htm?cn=C012021-04-08.
[54]
中国民用航空局发展计划司.从统计看民航(2019)[R].北京:中国民航出版社, 2019. Civil Aviation Administration of China Development Planning Division. Civil aviation from statistics (2019)[R]. Beijing:Civil Aviation Press of China, 2019.
[55]
中国民用航空运输局.2020年民航行业发展统计公报[R]. 2020. http://www.gov.cn/xinwen/2021-06/11/5617003/files/c51af61cc760406e82403d99d898f616.pdf. Civil Aviation Administration of China. Statistical Bulletin on the development of Civil Aviation industry in 2020[R]. 2020. http://www.gov.cn/xinwen/2021-06/11/5617003/files/c51af61cc760406e82403d99d898f616.pdf.
ICAO. CORSIA Default Life Cycle Emissions Values for CORSIA Eligible Fuels[R]. 2021. https://www.icao.int/environmentalprotection/CORSIA/Documents/ICAO%20document%2006%20-%20Default%20Life%20Cycle%20Emissions%20-%20March%202021.pdf.
[58]
国家发展与改革委员会.国家发展改革委关于推进航空煤油价格市场化改革有关问题的通知[EB/OL]. http://www.gov.cn/zwgk/2011-07/12/content_1904420.htm 2011-07-12/2021-03-15. National Development and Reform Commission. Circular on issues related to promoting market-oriented reform of aviation kerosene price http://www.gov.cn/zwgk/2011-07/12/content_1904420.htm 2011-07-12/2021-03-15.
[59]
曹艺严,陈济,刘秉祺,等.电力增长零碳化(2020~2030):中国实现碳中和的必经之路[R].洛基山研究所,能源转型委员会, 2021. https://www.energy-transitions.org/wp-content/uploads/2021/01/RMI_ETC_China-Zero-Carbon-Electricity-Growth-report-2020_CN.pdf. Cao Yiyan, Chen Ji, Liu Bingqi, et al. Zero carbon electricity Growth (2020~2030):The only way for China to achieve carbon neutrality.[R] Rocky Mountain Institute, Energy Transitions Commission, 2021. https://www.energy-transitions.org/wp-content/uploads/2021/01/RMI_ETC_China-Zero-Carbon-Electricity-Growth-report-2020_CN.pdf.
[60]
中国氢能联盟.氢能平价之路[R].北京, 2020. http://www.h2cn.org/Uploads/2020/07/30/u5f2239a793412.pdf. China Hydrogen Alliance. Road to hydrogen parity[R]. Beijing, 2020. http://www.h2cn.org/Uploads/2020/07/30/u5f2239a793412.pdf.
[61]
Pearce B. COVID-19 June data and revised air travel outlook[EB/OL]. https://www.iata.org/en/iata-repository/publications/economic-reports/june-data-and-revised-air-travel-outlook/2020-07-28/2021-03-08.
[62]
Cirium. Impact of COVID-19 on China:The road to recovery for one of the world's biggest aviation markets[EB/OL]. 2021. https://discover.cirium.com/discover/ideas/covid-19-impact 2021-03-08.
[63]
Airfinity. Snapshot COVID-19data. Science, trial forecast, production and news analysis[EB/OL]. 2020. https://www.ifpma.org/resourcecentre/slides-airfinity-5th-global-biopharma-ceo-top-execs-virtualpress-briefing-covid-19-8-december-2020 2021-03-08.
[64]
IATA. COVID-19 Weak year-end for air travel and outlook is deteriorating[EB/OL]. https://www.iata.org/en/iata-repository/publications/economic-reports/weak-year-end-for-air-travel-and-deteriorating-outlook 2021-02-03/2021-03-08.
[65]
ICAO. Effects of Novel Coronavirus (COVID-19) on Civil Aviation:Economic Impact Analysis[EB/OL]. https://www.aaco.org/Library/Files/Uploaded%20Files/Economics/Corona%20studies/3dec%20ICAO_Coronavirus_Econ_Impact.pdf 2020-12-03/2021-03-08.
[66]
程婕.中国民航市场:有挑战,亦有后劲[EB/OL]. http://www. caacnews.com.cn/1/tbtj_/202011/t20201127_1315245.html 2020-11-27/2021-03-08. Cheng Jie. China's civil aviation market:It is both a challenge and an opportunity[EB/OL]. http://www.caacnews.com.cn/1/tbtj/202011/t20201127_1315245.html 2020-11-27/2021-03-08.
[67]
潘寅茹.百亿剂新冠疫苗全球行,需8千架波音747、1500万个冷藏箱[EB/OL]. https://www.yicai.com/news/100922141.html 2021-01-20/2021-03-08. Pan Yinru. Ten billion doses of COVID-19 vaccine are needed to travel around the world, using 8,000" "Boeing 747" "aircrafts and 15million freezers[EB/OL]. https://www.yicai.com/news/100922141.html 2021-01-20/2021-03-08].
杨燕超.听说航空业很快要被"绿"了?——中国篇[EB/OL]. https://mp.weixin.qq.com/s/W2sPk9N6GUbVwBRsK1TMvA 2021-02-04/2021-03-08. Yang Yanchao. I heard that the aviation industry will soon be" "green" "?——China[EB/OL]. https://mp.weixin.qq.com/s/W2sPk9N6GUbVwBRsK1TMvA 2021-02-04/2021-03-08.
[70]
ICAO. Convention on International Civil Aviation[M]. 2006. https://www.icao.int/publications/Documents/7300_cons.pdf.
[71]
中国新闻网.中国自主研发生物航煤首次商业载客飞行成功[EB/OL]. http://energy.people.com.cn/n/2015/0321/c71661-26729451.html 2015-03-21/2021-03-08. China News Network. China has successfully carried passengers on its first commercial flight of domestically developed bio-jet coal[EB/OL]. http://energy.people.com.cn/n/2015/0321/c71661-26729451.html 2015-03-21/2021-03-08.
[72]
马隆龙,刘琪英.草本能源植物培育及催化制备先进液体燃料[J].科技创新导报, 2016,10(13):165-166. Ma Longlong Liu Qiying. Advanced liquid fuel production by herbage energy plant breeding and catalytic transformation[J]. Science and Technology Innovation Herald, 2016,10(13):165-166.
[73]
马隆龙,刘琪英.糖类衍生物催化制液体烷烃燃料的基础研究[J].科技创新导报, 2016,10(13):163-164. Ma Longlong, Liu Qiying. Basic research on liquid alkanes from sugar derivatives by aqueous phase catalysis[J]. Science and Technology Innovation Herald, 2016,10(13):163-164.
[74]
Searle S, Pavlenko N, Kharina A, et al. Long-term aviation fuel decarbonization:Progress, roadblocks, and policy opportunities[R]. Transportation, T.I.C.o.C., 2019. https://theicct.org/sites/default/files/publications/Alternative_fuel_aviation_briefing_20190109.pdf.
[75]
De Jong S, Hoefnagels E, Van Stralen J, London H, Slade R, Faaij A, Junginger H. Renewable jet fuel in the European Union:scenarios and preconditions for renewable jet fuel deployment towards 2030[M]. Copernicus Institute, Department IMEW, Energy&Resources, 2017.
[76]
E4TECH (UK) LTD.&STUDIO GEAR UP. Study on the potential effectiveness of a renewable energy obligation for aviation in the Netherlands[R]. London, 2019. https://www.rijksoverheid.nl/binaries/rijksoverheid/documenten/rapporten/2020/03/03/bijlage-1-onderzoek-e4tech-sgu-obligation-for-aviation-in-the-netherlands-final-v3/bijlage-1-onderzoek-e4tech-sgu-obligation-for-aviation-in-the-netherlands-final-v3.pdf.
[77]
Slater H, De Boer D,钱国强,等.2020年中国碳价调查[R].北京:中国碳论坛, 2020. http://www.chinacarbon.info/wp-content/uploads/2020/12/2020-CCPS-CN.pdf. Slater H, De Boer D, Qian Guoqiang, et al. Carbon price survey in China in 2020[R]. Beijing:China Carbon Forum, 2020. http://www.chinacarbon.info/wp-content/uploads/2020/12/2020-CCPS-CN.pdf.
[78]
赵晓闯,廖泽略.国产民用飞机将开启黄金时代——国防军工行业专题报告[R].世纪证券, 2020.http://qccdata.qichacha.com/ReportData/PDF/7fd75918d1aecbb07fd12abc2d64ca7a.pdf. Zhao Xiaochuang, Liao Zelue. Domestic civil aircraft will open a Golden Era——Special Report on National Defense and Military Industry[R]. Century Securities, 2020.http://qccdata.qichacha.com/ReportData/PDF/7fd75918d1aecbb07fd12abc2d64ca7a.pdf.
[79]
吕继兴.浅析民航飞行活动碳达峰与碳中和[EB/OL].民航环境与可持续发展智库https://mp.weixin.qq.com/s/N857exKgGJIpzLRduKzug 2021-03-19/2021-04-07. Lv Jixing. Analysis of carbon peak and carbon neutralization in civil aviation flight activities.[EB/OL]. Think Tank on Civil Aviation Environment and Sustainable Development https://mp.weixin.qq.com/s/N857ex-KgGJIpzLRduKzug 2021-03-19/2021-04-07.
