Indirect carbon emissions account for a large ratio of the total carbon emissions in processes to make the final products, and this implies indirect carbon emission flow across industries. Understanding these flows is crucial for allocating a carbon allowance for each industry. By combining input-output analysis and complex network theory, this study establishes an indirect carbon emission flow network (ICEFN) for 41 industries from 2005 to 2014 to investigate the interrelationships among different industries. The results show that the ICEFN was consistent with a small-world nature based on an analysis of the average path lengths and the clustering coefficients. Moreover, key industries in the ICEFN were identified using complex network theory on the basis of degree centrality and betweenness centrality. Furthermore, the 41 industries of the ICEFN were divided into four industrial subgroups that are related closely to one another. Finally, possible policy implications were provided based on the knowledge of the structure of the ICEFN and its trend.
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Huang, Jing-Ning
;
Tsai, Ming-Chin
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Tsai, Ming-Chin
;
Fang, Shun-Lung
论文数: 0引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Inst Mol & Cellular Biol, Hsinchu, Taiwan
Natl Tsing Hua Univ, Dept Med Sci, Hsinchu, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Fang, Shun-Lung
;
Chang, Margaret Dah-Tsyr
论文数: 0引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Inst Mol & Cellular Biol, Hsinchu, Taiwan
Natl Tsing Hua Univ, Dept Med Sci, Hsinchu, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Chang, Margaret Dah-Tsyr
;
Wu, Yu-Rou
论文数: 0引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Inst Mol & Cellular Biol, Hsinchu, Taiwan
Natl Tsing Hua Univ, Dept Med Sci, Hsinchu, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Wu, Yu-Rou
;
Tsai, Jaw-Ji
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Tsai, Jaw-Ji
;
Fu, Lin-Shien
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Natl Yang Ming Med Univ, Dept Pediat, Taipei, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Fu, Lin-Shien
;
Lin, Heng-Kuei
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Lin, Heng-Kuei
;
Chen, Yi-Jun
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Chen, Yi-Jun
;
Li, Tsai-Wei
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Li, Weihua
;
Tang, Shaoting
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Tang, Shaoting
;
Pei, Sen
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Pei, Sen
;
Yan, Shu
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Yan, Shu
;
Jiang, Shijin
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Math Sci, Beijing 100871, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Jiang, Shijin
;
Teng, Xian
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Teng, Xian
;
Zheng, Zhiming
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
机构:
Univ Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Li, Zhaoling
;
Sun, Lu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, Grad Sch Frontier Sci, Kashiwa, Chiba 2778563, Japan
Natl Inst Environm Studies, Tsukuba, Ibaraki 3058506, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Sun, Lu
;
Geng, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Environm Sci & Engn, Shanghai 200240, Peoples R China
Shanghai Jiao Tong Univ, China Inst Urban Governance, Shanghai 200030, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Geng, Yong
;
Dong, Huijuan
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Environm Sci & Engn, Shanghai 200240, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Dong, Huijuan
;
Ren, Jingzheng
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Hong Kong, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Ren, Jingzheng
;
Liu, Zhe
论文数: 0引用数: 0
h-index: 0
机构:
Dalhousie Univ, Sch Resource & Environm Studies, Halifax, NS B3H 4R2, CanadaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Liu, Zhe
;
Tian, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Environm Sci & Engn, Shanghai 200240, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Tian, Xu
;
Yabar, Helmut
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Yabar, Helmut
;
Higano, Yoshiro
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Tianjin Normal Univ, Tianjin Key Lab Water Resources & Environm, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Meng, Weiqing
;
Xu, Lingying
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Soil Sci, State Key Lab Soil & Sustainable Agr, Nanjing 210008, Peoples R China
Univ Chinese Acad Sci, Beijing 100039, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Xu, Lingying
;
Hu, Beibei
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Hu, Beibei
;
Zhou, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Zhou, Jun
;
Wang, Zhongliang
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Tianjin Normal Univ, Tianjin Key Lab Water Resources & Environm, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
机构:
Ramakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India
Misra, Sanchayeeta
;
Goswami, Rupak
论文数: 0引用数: 0
h-index: 0
机构:
Ramakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India
Goswami, Rupak
;
Mondal, Tandra
论文数: 0引用数: 0
h-index: 0
机构:
Ramakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India
Mondal, Tandra
;
Jana, Rabindranath
论文数: 0引用数: 0
h-index: 0
机构:
Indian Stat Inst, Sociol Res Unit, Kolkata 700108, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Huang, Jing-Ning
;
Tsai, Ming-Chin
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Tsai, Ming-Chin
;
Fang, Shun-Lung
论文数: 0引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Inst Mol & Cellular Biol, Hsinchu, Taiwan
Natl Tsing Hua Univ, Dept Med Sci, Hsinchu, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Fang, Shun-Lung
;
Chang, Margaret Dah-Tsyr
论文数: 0引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Inst Mol & Cellular Biol, Hsinchu, Taiwan
Natl Tsing Hua Univ, Dept Med Sci, Hsinchu, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Chang, Margaret Dah-Tsyr
;
Wu, Yu-Rou
论文数: 0引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Inst Mol & Cellular Biol, Hsinchu, Taiwan
Natl Tsing Hua Univ, Dept Med Sci, Hsinchu, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Wu, Yu-Rou
;
Tsai, Jaw-Ji
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Tsai, Jaw-Ji
;
Fu, Lin-Shien
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Natl Yang Ming Med Univ, Dept Pediat, Taipei, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Fu, Lin-Shien
;
Lin, Heng-Kuei
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Lin, Heng-Kuei
;
Chen, Yi-Jun
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
Chen, Yi-Jun
;
Li, Tsai-Wei
论文数: 0引用数: 0
h-index: 0
机构:
Taichung Vet Gen Hosp, Dept Pediat, Taichung, TaiwanTaichung Vet Gen Hosp, Dept Pediat, Taichung, Taiwan
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Li, Weihua
;
Tang, Shaoting
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Tang, Shaoting
;
Pei, Sen
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Pei, Sen
;
Yan, Shu
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Yan, Shu
;
Jiang, Shijin
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Sch Math Sci, Beijing 100871, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Jiang, Shijin
;
Teng, Xian
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
Teng, Xian
;
Zheng, Zhiming
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, LMIB, Beijing, Peoples R China
Beihang Univ, Sch Math & Syst Sci, Beijing, Peoples R ChinaBeihang Univ, LMIB, Beijing, Peoples R China
机构:
Univ Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Li, Zhaoling
;
Sun, Lu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, Grad Sch Frontier Sci, Kashiwa, Chiba 2778563, Japan
Natl Inst Environm Studies, Tsukuba, Ibaraki 3058506, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Sun, Lu
;
Geng, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Environm Sci & Engn, Shanghai 200240, Peoples R China
Shanghai Jiao Tong Univ, China Inst Urban Governance, Shanghai 200030, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Geng, Yong
;
Dong, Huijuan
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Environm Sci & Engn, Shanghai 200240, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Dong, Huijuan
;
Ren, Jingzheng
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Hong Kong, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Ren, Jingzheng
;
Liu, Zhe
论文数: 0引用数: 0
h-index: 0
机构:
Dalhousie Univ, Sch Resource & Environm Studies, Halifax, NS B3H 4R2, CanadaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Liu, Zhe
;
Tian, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Environm Sci & Engn, Shanghai 200240, Peoples R ChinaUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Tian, Xu
;
Yabar, Helmut
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
Yabar, Helmut
;
Higano, Yoshiro
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, JapanUniv Tsukuba, Grad Sch Life & Environm Sci, Tsukuba, Ibaraki 3058577, Japan
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Tianjin Normal Univ, Tianjin Key Lab Water Resources & Environm, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Meng, Weiqing
;
Xu, Lingying
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Soil Sci, State Key Lab Soil & Sustainable Agr, Nanjing 210008, Peoples R China
Univ Chinese Acad Sci, Beijing 100039, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Xu, Lingying
;
Hu, Beibei
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Hu, Beibei
;
Zhou, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Zhou, Jun
;
Wang, Zhongliang
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
Tianjin Normal Univ, Tianjin Key Lab Water Resources & Environm, Tianjin 300387, Peoples R ChinaTianjin Normal Univ, Coll Urban & Environm Sci, Tianjin 300387, Peoples R China
机构:
Ramakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India
Misra, Sanchayeeta
;
Goswami, Rupak
论文数: 0引用数: 0
h-index: 0
机构:
Ramakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India
Goswami, Rupak
;
Mondal, Tandra
论文数: 0引用数: 0
h-index: 0
机构:
Ramakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India
Mondal, Tandra
;
Jana, Rabindranath
论文数: 0引用数: 0
h-index: 0
机构:
Indian Stat Inst, Sociol Res Unit, Kolkata 700108, IndiaRamakrishna Mission Vivekananda Univ, Integrated Rural Dev & Management Fac Ctr, Ramakrishna Mission Ashrama, Kolkata 700103, India