minerals;
depletion;
index of availability;
fuzzy logic;
linear trend;
ECONOMICS;
MODEL;
D O I:
10.3390/en14092688
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
The green energy transition is associated with the use of a wide range of metals and minerals that are exhaustible. Most of these minerals are limited in access due to small resource fields, their concentration in several locations and a broader scale of industry usage which is not limited exclusively to energy and environmental sectors. This article classifies 17 minerals that are critical in the green energy transition concerning the 10 main technologies. The following classification signs of metal resources were used: (1) the absolute amount of metals used in the current period for energy; (2) projected annual demand in 2050 from energy technologies as a percentage of the current rate; (3) the number of technologies where there is a need for an individual metal; (4) cumulative emissions of CO2, which are associated with metal production; (5) period of reserves availability; (6) the number of countries that produced more than 1% of global production; (7) countries with the maximum annual metal productivity. The ranking of metals according to these characteristics was carried out using two scenarios, and the index of the availability of each mineral was determined. The lowest availability index values (up to 0.15) were calculated for cobalt, graphite and lithium, which are key battery minerals for energy storage. Low indices (up to 0.20) were also obtained for iron, nickel and chromium. The calculation of the availability index for each mineral was enhanced with linear trend modelling and the fuzzy logic technique. There are two scenarios of demand-supply commodity systems with a pre-developed forecast up to 2050: basic independent parameter probability and balanced fuzzy sum. Both scenarios showed comparable results, but the second one highlighted supply chain importance. Generally, the lowest availability index values (up to 0.15) were calculated for cobalt, graphite and lithium, which are key battery minerals for energy storage. Low indices (up to 0.20) were also obtained for iron, nickel and chromium. The fuzzy logic model helped to reveal two scenarios up to 2050. The two scenarios presented in the current research expose a high level of uncertainty of the projected 2050 forecast.
机构:
Nanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R ChinaNanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R China
Gawusu, Sidique
Zhang, Xiaobing
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Nanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R ChinaNanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R China
Zhang, Xiaobing
Jamatutu, Seidu Abdulai
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h-index: 0
机构:
Nanjing Univ Sci & Technol, Sch Econ & Management, Nanjing, Peoples R ChinaNanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R China
Jamatutu, Seidu Abdulai
Ahmed, Abubakari
论文数: 0引用数: 0
h-index: 0
机构:
Univ Trier, Dept Spatial & Environm Sci 6, Sustainable Spatial Dev & Governance, Trier, Germany
SD Dombo Univ Business & Integrated Dev Studies, Dept Planning, Fac Planning & Land Management, Bamahu Wa, GhanaNanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R China
Ahmed, Abubakari
Amadu, Ayesha Algade
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Sci & Technol, Sch Environm & Biol Engn, Jiangsu Key Lab Chem Pollut Control & Resources R, Nanjing, Peoples R ChinaNanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R China
Amadu, Ayesha Algade
Miensah, Elvis Djam
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h-index: 0
机构:
Nanjing Univ Sci & Technol, Sch Environm & Biol Engn, Jiangsu Key Lab Chem Pollut Control & Resources R, Nanjing, Peoples R ChinaNanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R China
机构:
United Arab Emirates Univ, Coll Business & Econ, Dept Econ & Finance, Al Ain, YemenUnited Arab Emirates Univ, Coll Business & Econ, Dept Econ & Finance, Al Ain, Yemen
Maghyereh, Aktham
Boulanouar, Zakaria
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机构:
United Arab Emirates Univ, Coll Business & Econ, Dept Econ & Finance, Al Ain, Yemen
United Arab Emirates Univ, Natl Water & Energy Ctr, Al Ain, YemenUnited Arab Emirates Univ, Coll Business & Econ, Dept Econ & Finance, Al Ain, Yemen
Boulanouar, Zakaria
Essid, Lobna
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h-index: 0
机构:
Univ Jendouba, Higher Inst Biotechnol Beja, Tunis, TunisiaUnited Arab Emirates Univ, Coll Business & Econ, Dept Econ & Finance, Al Ain, Yemen
机构:
Federal University of Lavras (UFLA), Department of Business and Economics, Trevo Rotatório Professor Edmir Sá Santos, s/n, CEP: 37203-202, Minas Gerais, Lavras, BrazilFederal University of Lavras (UFLA), Department of Business and Economics, Trevo Rotatório Professor Edmir Sá Santos, s/n, CEP: 37203-202, Minas Gerais, Lavras, Brazil
Viglioni, Marco Túlio Dinali
Calegario, Cristina Lelis Leal
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机构:
Federal University of Lavras (UFLA), Department of Business and Economics, Trevo Rotatório Professor Edmir Sá Santos, s/n, CEP: 37203-202, Minas Gerais, Lavras, BrazilFederal University of Lavras (UFLA), Department of Business and Economics, Trevo Rotatório Professor Edmir Sá Santos, s/n, CEP: 37203-202, Minas Gerais, Lavras, Brazil
Calegario, Cristina Lelis Leal
Bruhn, Nádia Campos Pereira
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h-index: 0
机构:
Federal University of Pelotas (UFPel), Department of Environmental Management and Mercosur Integration Center, Rua Andrade Neves, 1529 - Centro, Rio Grande do Sul, Pelotas,96020-080, BrazilFederal University of Lavras (UFLA), Department of Business and Economics, Trevo Rotatório Professor Edmir Sá Santos, s/n, CEP: 37203-202, Minas Gerais, Lavras, Brazil
机构:
Colorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Colorado Sch Mines, Payne Inst Publ Policy, Golden, CO 80401 USAColorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Collins, Gabriel
Dahl, Carol A.
论文数: 0引用数: 0
h-index: 0
机构:
Colorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Lulea Univ Technol, Dept Business Adm, S-971 87 Lulea, Sweden
Colorado Sch Mines, Payne Inst Publ Policy, Golden, CO 80401 USAColorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Dahl, Carol A.
Fleming, Maxwell
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h-index: 0
机构:
Colorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Colorado Sch Mines, Payne Inst Publ Policy, Golden, CO 80401 USAColorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Fleming, Maxwell
Tanner, Michael
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h-index: 0
机构:
Colorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USAColorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Tanner, Michael
Martin, Wilson C.
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h-index: 0
机构:
Colorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USAColorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Martin, Wilson C.
Nadkarni, Kabir
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h-index: 0
机构:
Colorado Sch Mines, Payne Inst Publ Policy, Golden, CO 80401 USAColorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
Nadkarni, Kabir
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机构:
Hastings-Simon, Sara
Bazilian, Morgan
论文数: 0引用数: 0
h-index: 0
机构:
Colorado Sch Mines, Payne Inst Publ Policy, Golden, CO 80401 USAColorado Sch Mines, Mineral & Energy Econ Program, Golden, CO 80401 USA
机构:
Wuhan Univ, China Inst Dev Strategy & Planning, Ctr Ind Econ, Sch Econ & Management, Wuhan, Peoples R ChinaWuhan Univ, China Inst Dev Strategy & Planning, Ctr Ind Econ, Sch Econ & Management, Wuhan, Peoples R China
Huang, Yongming
Hossain, Mohammad Razib
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, China Inst Dev Strategy & Planning, Ctr Ind Econ, Wuhan, Peoples R China
Univ Adelaide, Sch Econ & Publ Policy, Adelaide Business Sch, Adelaide, Australia
Bangabandhu Sheikh Mujibur Rahman Agr Univ, Dept Agr Finance & Cooperat, Gazipur, BangladeshWuhan Univ, China Inst Dev Strategy & Planning, Ctr Ind Econ, Sch Econ & Management, Wuhan, Peoples R China
Hossain, Mohammad Razib
Haseeb, Mohammad
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, China Inst Dev Strategy & Planning, Ctr Ind Econ, Sch Econ & Management, Wuhan, Peoples R ChinaWuhan Univ, China Inst Dev Strategy & Planning, Ctr Ind Econ, Sch Econ & Management, Wuhan, Peoples R China
机构:
Guangdong Univ Sci & Technol, Dongguan, Peoples R ChinaGuangdong Univ Sci & Technol, Dongguan, Peoples R China
Korabayev, Rustem
Korabayev, Kazbek
论文数: 0引用数: 0
h-index: 0
机构:
Almaty Management Univ, Grad Sch Business, Alma Ata, Kazakhstan
Almaty Management Univ, Grad Sch Business, Alma Ata 050060, KazakhstanGuangdong Univ Sci & Technol, Dongguan, Peoples R China