Directions of innovation for the decarbonization of cement and steel production-A topic modeling-based analysis

被引:20
作者
Tautorat, Paul [1 ,2 ]
Lalin, Bjorn [1 ,2 ]
Schmidt, Tobias S. [1 ,3 ,4 ]
Steffen, Bjarne [2 ,5 ]
机构
[1] Swiss Fed Inst Technol, Energy & Technol Policy Grp, Clausiusstr 37, CH-8092 Zurich, Switzerland
[2] Swiss Fed Inst Technol, Climate Finance & Policy Grp, Clausiusstr 37, CH-8092 Zurich, Switzerland
[3] Princeton Univ, Andlinger Ctr Energy & Environm, 86 Olden St, Princeton, NJ 08544 USA
[4] Princeton Univ, Ctr Policy Res Energy & Environm, Princeton, NJ 08544 USA
[5] MIT, Ctr Energy & Environm Policy Res, 77 Massachusetts Ave,E19-411, Cambridge, MA 02139 USA
关键词
Cement industry; Iron and steel industry; Industry decarbonization; Deep decarbonization; Topic modeling; Latent dirichlet allocation; ENERGY EFFICIENCY IMPROVEMENT; GREENHOUSE-GAS EMISSIONS; CARBON-DIOXIDE EMISSIONS; LIFE-CYCLE ASSESSMENT; CO2; EMISSIONS; ALTERNATIVE FUELS; TECHNOLOGIES; IRON; POTENTIALS; INDUSTRY;
D O I
10.1016/j.jclepro.2023.137055
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
There is a vast amount of academic research on industry decarbonization in the cement and steel industries, but a systematic mapping of the relevant literature is missing to date. Filling this gap, we analyze the directions of innovation in the field by (1) creating data sets containing academic literature on industry decarbonization, by (2) structuring the identified articles topically using a topic modeling approach, and by (3) quantifying the publication volume by the underlying decarbonization option over time. Results show that research on cement and steel production has long focused on efficiency improvements and has only recently shifted toward solutions that allow for the industries' deep decarbonization. While research on the latter still has to translate into measurable deployment of clean production technologies, trends in the energy consumption and emission intensity of the production processes point toward a positive but stagnating effect of past efficiency-focused research.
引用
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页数:20
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