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Energy choices in Alaska: Mining people's perception and attitudes from geotagged tweets

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  • Abdar, Moloud
  • Basiri, Mohammad Ehsan
  • Yin, Junjun
  • Habibnezhad, Mahmoud
  • Chi, Guangqing
  • Nemati, Shahla
  • Asadi, Somayeh

Abstract

Alaska is at the forefront of climate change and subject to salient challenges including energy consumption. It is important to understand Alaskans' perceptions and opinions about energy consumption to solve Alaska's domestic energy problems and creating a sustainable future. However, it is challenging to collect public opinions about energy consumption using conventional survey methods, which are often expensive, labor-intensive, and slow. This study utilizes information-rich Twitter data to investigate Alaskans' perceptions and opinions on various energy sources and in particular clean energy sources. Using the geotagged Twitter data collected in Alaska from 2014 to 2016, a lexicon-based sentiment analysis approach was first applied to analyze the polarity in the expressed opinions. Further, a novel fuzzy-based theory is employed to derive the sentiment of the opinion in each tweet. The results indicate that there is a valuable growth rate for a set of energy-related keywords, such as “sun”, “power”, and “nuclear”. The rank of top 20 renewable energy-related keywords shows the word “Tidal” has the highest ranking followed by “solar panel”. Moreover, the attention to various types of energy is increasing dramatically among Alaskans. Importantly, Alaskans' attitudes toward energy and renewable energy changed positively from 2014 to 2016, indicating that Alaskans' energy choices are more acceptive towards or even favor renewable energy in the future.

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  • Abdar, Moloud & Basiri, Mohammad Ehsan & Yin, Junjun & Habibnezhad, Mahmoud & Chi, Guangqing & Nemati, Shahla & Asadi, Somayeh, 2020. "Energy choices in Alaska: Mining people's perception and attitudes from geotagged tweets," Renewable and Sustainable Energy Reviews, Elsevier, vol. 124(C).
    • Handle: RePEc:eee:rensus:v:124:y:2020:i:c:s1364032120300770
    DOI: 10.1016/j.rser.2020.109781
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    1. Stamatios Ntanos & Grigorios Kyriakopoulos & Miltiadis Chalikias & Garyfallos Arabatzis & Michalis Skordoulis, 2018. "Public Perceptions and Willingness to Pay for Renewable Energy: A Case Study from Greece," Sustainability, MDPI, vol. 10(3), pages 1-16, March.
    2. Narayan, Paresh Kumar & Smyth, Russell, 2008. "Energy consumption and real GDP in G7 countries: New evidence from panel cointegration with structural breaks," Energy Economics, Elsevier, vol. 30(5), pages 2331-2341, September.
    3. Seyed Morteza Hatefi & Mohammad Ehsan Basiri & Jolanta Tamošaitienė, 2019. "An Evidential Model for Environmental Risk Assessment in Projects Using Dempster–Shafer Theory of Evidence," Sustainability, MDPI, vol. 11(22), pages 1-16, November.
    4. Nuortimo, Kalle & Härkönen, Janne, 2018. "Opinion mining approach to study media-image of energy production. Implications to public acceptance and market deployment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 96(C), pages 210-217.
    5. Bahtiyor R. ESHCHANOV & Mona Grinwis Plaat STULTJES & Ruzumboy A. ESHCHANOV & Sanaatbek K. SALAEV, 2011. "People’s Perceptions on Renewable Energy Sources Penetration Prospects in the Khorezm Province, Uzbekistan," Journal of Knowledge Management, Economics and Information Technology, ScientificPapers.org, vol. 1(7), pages 1-26, December.
    6. Nuortimo, Kalle & Härkönen, Janne & Karvonen, Erkki, 2018. "Exploring the global media image of solar power," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2806-2811.
    7. Soytas, Ugur & Sari, Ramazan, 2003. "Energy consumption and GDP: causality relationship in G-7 countries and emerging markets," Energy Economics, Elsevier, vol. 25(1), pages 33-37, January.
    8. Sharif, Arshian & Raza, Syed Ali & Ozturk, Ilhan & Afshan, Sahar, 2019. "The dynamic relationship of renewable and nonrenewable energy consumption with carbon emission: A global study with the application of heterogeneous panel estimations," Renewable Energy, Elsevier, vol. 133(C), pages 685-691.
    9. Greenberg, Michael, 2009. "Energy sources, public policy, and public preferences: Analysis of US national and site-specific data," Energy Policy, Elsevier, vol. 37(8), pages 3242-3249, August.
    10. Muhammad-Sukki, Firdaus & Ramirez-Iniguez, Roberto & Abu-Bakar, Siti Hawa & McMeekin, Scott G. & Stewart, Brian G., 2011. "An evaluation of the installation of solar photovoltaic in residential houses in Malaysia: Past, present, and future," Energy Policy, Elsevier, vol. 39(12), pages 7975-7987.
    11. Soytas, Ugur & Sari, Ramazan, 2006. "Energy consumption and income in G-7 countries," Journal of Policy Modeling, Elsevier, vol. 28(7), pages 739-750, October.
    12. Terlouw, Tom & AlSkaif, Tarek & Bauer, Christian & van Sark, Wilfried, 2019. "Multi-objective optimization of energy arbitrage in community energy storage systems using different battery technologies," Applied Energy, Elsevier, vol. 239(C), pages 356-372.
    13. Feng, Wei & Zhang, Qianning & Ji, Hui & Wang, Ran & Zhou, Nan & Ye, Qing & Hao, Bin & Li, Yutong & Luo, Duo & Lau, Stephen Siu Yu, 2019. "A review of net zero energy buildings in hot and humid climates: Experience learned from 34 case study buildings," Renewable and Sustainable Energy Reviews, Elsevier, vol. 114(C), pages 1-1.
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    4. Doedt, Christian & Maruyama, Yasushi, 2023. "The mega solar Twitter discourse in Japan: Engaged opponents and silent proponents," Energy Policy, Elsevier, vol. 175(C).

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