Technological Innovations in Decarbonisation Strategies: A Text-Mining Approach to Technological Readiness and Potential

This study presents a novel, multifaceted approach to evaluating decarbonisation technologies by integrating advanced text-mining tools with comprehensive data analysis. The analysis of scientific documents (2011–2021) and mapping 368 technologies from the IEA’s Energy Technology Perspectives identified 41 technology domains, including 20 with the highest relevance and occurrence. Domain readiness was assessed using mean Technology Readiness Levels (TRLs) and linked to six decarbonisation pathways. The “Electrification of uses” pathway ranked highest, demonstrating significant CO2 mitigation potential and high readiness (mean TRL 7.4, with two-thirds of technologies scoring over 7) despite challenges in hard-to-electrify sectors. The findings provide actionable insights for policymakers, highlighting the need for pathway-specific strategies, a deeper understanding of synergies between pathways, and balancing innovation with deployment to accelerate decarbonisation.

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Publication Details

Journal
Energies
Published
2024-12-23
DOI
https://doi.org/10.3390/en17246479
Citations
1
Primary Topic
Sustainable Industrial Ecology
Type
article
Field-Weighted Citation Impact
0.35

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article

Technological Innovations in Decarbonisation Strategies: A Text-Mining Approach to Technological Readiness and Potential

Margarida Fontes, Paulo Moisés Costa, Nuno Bento, Paulo Tomé et al.
1 citations
Energies
Sustainable Industrial Ecology
0.35
article

Technological Innovations in Decarbonisation Strategies: A Text-Mining Approach to Technological Readiness and Potential

Margarida Fontes, Paulo Moisés Costa, Nuno Bento, Paulo Tomé, António Duarte
article en
1 citations

Abstract

This study presents a novel, multifaceted approach to evaluating decarbonisation technologies by integrating advanced text-mining tools with comprehensive data analysis. The analysis of scientific documents (2011–2021) and mapping 368 technologies from the IEA’s Energy Technology Perspectives identified 41 technology domains, including 20 with the highest relevance and occurrence. Domain readiness was assessed using mean Technology Readiness Levels (TRLs) and linked to six decarbonisation pathways. The “Electrification of uses” pathway ranked highest, demonstrating significant CO2 mitigation potential and high readiness (mean TRL 7.4, with two-thirds of technologies scoring over 7) despite challenges in hard-to-electrify sectors. The findings provide actionable insights for policymakers, highlighting the need for pathway-specific strategies, a deeper understanding of synergies between pathways, and balancing innovation with deployment to accelerate decarbonisation.

EnergiesVol. 17(24)
Iscte – Instituto Universitário de Lisboa (PT), National Laboratory of Energy and Geology (PT), Polytechnic Institute of Viseu (PT)
Ministry of Economy, Trade and Industry, International Institute for Applied Systems Analysis, Instituto Politécnico de Viseu
Industry, innovation and infrastructure
Openalex Percentile: Top 32%
Sustainable Industrial Ecology
0.35
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