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:
Tianjin Univ Finance & Econ, Pearl River Coll, Sch Econ, Tianjin 301811, Peoples R ChinaTianjin Univ Finance & Econ, Pearl River Coll, Sch Econ, Tianjin 301811, Peoples R China
Wang, Ying
Liao, Weixiao
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机构:
Guangxi Univ, Sch Marxism, Nanning 530004, Peoples R ChinaTianjin Univ Finance & Econ, Pearl River Coll, Sch Econ, Tianjin 301811, Peoples R China
Liao, Weixiao
Zhao, Xing
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Tianjin Univ Finance & Econ, Pearl River Coll, Sch Econ, Tianjin 301811, Peoples R ChinaTianjin Univ Finance & Econ, Pearl River Coll, Sch Econ, Tianjin 301811, Peoples R China
Zhao, Xing
Lian, Peng
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机构:
East China Univ Polit Sci & Law, Int Sch Law & Finance, Shanghai 201620, Peoples R ChinaTianjin Univ Finance & Econ, Pearl River Coll, Sch Econ, Tianjin 301811, Peoples R China
机构:
Univ Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, EnglandUniv Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, England
Ghorbani, Yousef
Zhang, Steven E.
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机构:
39 Kiewiet St,Helikon Pk, ZA-1759 Randfontein, South AfricaUniv Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, England
Zhang, Steven E.
Bourdeau, Julie E.
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39 Kiewiet St,Helikon Pk, ZA-1759 Randfontein, South AfricaUniv Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, England
Bourdeau, Julie E.
Chipangamate, Nelson S.
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机构:
Univ Witwatersrand, Wits Min Inst, 1 Jan Smuts Ave, ZA-2000 Johannesburg, South AfricaUniv Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, England
Chipangamate, Nelson S.
Rose, Derek H.
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机构:
Mintek, Mineral Div, 200 Malibongwe Dr, ZA-2194 Randburg, South AfricaUniv Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, England
Rose, Derek H.
Valodia, Imraan
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机构:
Univ Witwatersrand, Southern Ctr Inequal Studies, Johannesburg, South Africa
Univ Witwatersrand, Fac Commerce Law & Management, Johannesburg, South AfricaUniv Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, England
Valodia, Imraan
Nwaila, Glen T.
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机构:
Univ Witwatersrand, Wits Min Inst, 1 Jan Smuts Ave, ZA-2000 Johannesburg, South AfricaUniv Lincoln, Sch Chem, Joseph Banks Labs, Green Lane, Lincoln LN6 7DL, Lincs, England
机构:
Dr Mijo Mirkovic Juraj Dobrila Univ Pula, Fac Econ & Tourism, Dept Natl & Int Econ, Pula 52100, CroatiaDr Mijo Mirkovic Juraj Dobrila Univ Pula, Fac Econ & Tourism, Dept Natl & Int Econ, Pula 52100, Croatia
Tijanic, Lela
Kersan-Skabic, Ines
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Dr Mijo Mirkovic Juraj Dobrila Univ Pula, Fac Econ & Tourism, Dept Natl & Int Econ, Pula 52100, CroatiaDr Mijo Mirkovic Juraj Dobrila Univ Pula, Fac Econ & Tourism, Dept Natl & Int Econ, Pula 52100, Croatia
机构:
Shandong Univ, Res Ctr Lab Econ & Human Resources, Weihai 264209, Peoples R ChinaShandong Univ, Res Ctr Lab Econ & Human Resources, Weihai 264209, Peoples R China
Luo, Rundong
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机构:
Nadeem, Muhammad
Cifuentes-Faura, Javier
论文数: 0引用数: 0
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机构:
Univ Murcia, Fac Econ & Business, Murcia, SpainShandong Univ, Res Ctr Lab Econ & Human Resources, Weihai 264209, Peoples R China