Version 1
: Received: 9 July 2023 / Approved: 11 July 2023 / Online: 11 July 2023 (10:15:08 CEST)
How to cite:
Chigarev, B. Explore actual sustainable energy topics by using Yake!, Krovetz, GSDMM and short text summaries. Preprints2023, 2023070677. https://doi.org/10.20944/preprints202307.0677.v1
Chigarev, B. Explore actual sustainable energy topics by using Yake!, Krovetz, GSDMM and short text summaries. Preprints 2023, 2023070677. https://doi.org/10.20944/preprints202307.0677.v1
Chigarev, B. Explore actual sustainable energy topics by using Yake!, Krovetz, GSDMM and short text summaries. Preprints2023, 2023070677. https://doi.org/10.20944/preprints202307.0677.v1
APA Style
Chigarev, B. (2023). Explore actual sustainable energy topics by using Yake!, Krovetz, GSDMM and short text summaries. Preprints. https://doi.org/10.20944/preprints202307.0677.v1
Chicago/Turabian Style
Chigarev, B. 2023 "Explore actual sustainable energy topics by using Yake!, Krovetz, GSDMM and short text summaries" Preprints. https://doi.org/10.20944/preprints202307.0677.v1
Abstract
This paper considers the reasonability of using GSDMM as a method for clustering short texts - titles and abstracts of publications 2021-2023 of MDPI journals on sustainable energy topics. The paper proposes an approach to identifying relevant research topics based on the use of the Python script Yake!, the Krovetz streamer, the GSDMM algorithm, and short text annotations. It is emphasized that researchers prefer to rely on specific publications rather than keywords when searching for information on a topic of interest. The bibliometric records of sustainable energy publications from 2021 to 2023 in Sustainability (Energy Sustainability section — 1,926 search results) and Energies (Sustainable Energy section — 994 search results) were used as data for analysis. The GSDMM algorithm was used to cluster the texts, and Yake! to extract the keywords for the GSDMM algorithm's vocabulary. This article summarizes topics found in 9 clusters, including general sustainable energy issues, biomass recycling, region-specific issues, building energy use, economic growth and investment, numerical flow modeling, generation cost optimization, heat to energy conversion, weather-related risks, and false data attacks.
Keywords
sustainable energy topics, short text summaries, bibliometric records, Yake!, Krovetz stemmer, GSDMM algorithm
Subject
Engineering, Energy and Fuel Technology
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
