Academic Topics Related to Household Energy Consumption Using the Future Sign Detection Technique
With the emergence of new technologies and policies to transition to clean energy, the household energy consumption sector is also changing. In response to policy, environmental, and technical changes, researchers need to find out what significant issues are related to household energy consumption,...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2021-12-01
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| Series: | Energies |
| Subjects: | |
| Online Access: | https://www.mdpi.com/1996-1073/14/24/8446 |
| _version_ | 1797505056626442240 |
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| author | Minkyu Kim Chankook Park |
| author_facet | Minkyu Kim Chankook Park |
| author_sort | Minkyu Kim |
| collection | DOAJ |
| description | With the emergence of new technologies and policies to transition to clean energy, the household energy consumption sector is also changing. In response to policy, environmental, and technical changes, researchers need to find out what significant issues are related to household energy consumption, and comprehensively analyze which issues are likely to attract attention in the future to contribute to research in the household sector. Based on the abstracts of academic papers published between 2011 and 2020, this study uses probabilistic topic modeling to increase understanding of academic issues in the household energy consumption sector and statistically reviews changes in issues over time. As a result of the analysis, topics related to digitalization and renewable energy, such as microgrid system, smart home, residential solar power generation systems, and non-intrusive load monitoring (NILM), belonging to Strong signals, are being actively studied. Weak Signals, which can attract attention in the future, are included in discussions on coal energy consumption, air pollutant emissions, energy poverty, and energy performance evaluation. The analysis results show that carbon neutrality, such as decarbonization and fossil energy consumption reduction, is expanding to research in the household energy consumption sector. |
| first_indexed | 2024-03-10T04:13:14Z |
| format | Article |
| id | doaj.art-9a1950826bbe441bb6d94b107b2d0523 |
| institution | Directory Open Access Journal |
| issn | 1996-1073 |
| language | English |
| last_indexed | 2024-03-10T04:13:14Z |
| publishDate | 2021-12-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Energies |
| spelling | doaj.art-9a1950826bbe441bb6d94b107b2d05232023-11-23T08:07:23ZengMDPI AGEnergies1996-10732021-12-011424844610.3390/en14248446Academic Topics Related to Household Energy Consumption Using the Future Sign Detection TechniqueMinkyu Kim0Chankook Park1Future Strategy Team, Korea Energy Economics Institute (KEEI), Ulsan 44543, KoreaNuclear Power Policy Research Team, Korea Energy Economics Institute (KEEI), Ulsan 44543, KoreaWith the emergence of new technologies and policies to transition to clean energy, the household energy consumption sector is also changing. In response to policy, environmental, and technical changes, researchers need to find out what significant issues are related to household energy consumption, and comprehensively analyze which issues are likely to attract attention in the future to contribute to research in the household sector. Based on the abstracts of academic papers published between 2011 and 2020, this study uses probabilistic topic modeling to increase understanding of academic issues in the household energy consumption sector and statistically reviews changes in issues over time. As a result of the analysis, topics related to digitalization and renewable energy, such as microgrid system, smart home, residential solar power generation systems, and non-intrusive load monitoring (NILM), belonging to Strong signals, are being actively studied. Weak Signals, which can attract attention in the future, are included in discussions on coal energy consumption, air pollutant emissions, energy poverty, and energy performance evaluation. The analysis results show that carbon neutrality, such as decarbonization and fossil energy consumption reduction, is expanding to research in the household energy consumption sector.https://www.mdpi.com/1996-1073/14/24/8446household energy consumptionstructural topic modelingweak signalfuture sign |
| spellingShingle | Minkyu Kim Chankook Park Academic Topics Related to Household Energy Consumption Using the Future Sign Detection Technique Energies household energy consumption structural topic modeling weak signal future sign |
| title | Academic Topics Related to Household Energy Consumption Using the Future Sign Detection Technique |
| title_full | Academic Topics Related to Household Energy Consumption Using the Future Sign Detection Technique |
| title_fullStr | Academic Topics Related to Household Energy Consumption Using the Future Sign Detection Technique |
| title_full_unstemmed | Academic Topics Related to Household Energy Consumption Using the Future Sign Detection Technique |
| title_short | Academic Topics Related to Household Energy Consumption Using the Future Sign Detection Technique |
| title_sort | academic topics related to household energy consumption using the future sign detection technique |
| topic | household energy consumption structural topic modeling weak signal future sign |
| url | https://www.mdpi.com/1996-1073/14/24/8446 |
| work_keys_str_mv | AT minkyukim academictopicsrelatedtohouseholdenergyconsumptionusingthefuturesigndetectiontechnique AT chankookpark academictopicsrelatedtohouseholdenergyconsumptionusingthefuturesigndetectiontechnique |