Artigo em periódicoOpen Access
Understanding Household Fuel Choice Behaviour in the Amazonas State, Brazil: Effects of Validation and Feature Selection
GYAMFI, KOJO SARFO2020GYAMFI, KOJO SARFO; GAURA, ELENA; BRUSEY, JAMES; TRINDADE, ALESSANDRO BEZERRA; VERBA, NANDOR
Resumo
Resumo
Since 2003, Brazil has striven to provide energy access to all, in rural areas, in an effort to economically empower the communities. Unpacking fuel stacking behaviour can shed light onto the speed of transition toward the exclusive use of advanced fuel types. This paper presents findings from surveys that were carried out with 14 non-electrified communities in a rural area of Rio Negro, Amazonas State, Brazil. We identify the fuel choice determinants in these communities using a multinomial logistic regression model and more generally discuss the validity and robustness of such models in the context of statistical validation and evaluation metrics. Specifically for the Amazonas communities considered in this study, the research showed that the fuel choice determinants are the age of household, the number of people at meals each day, the number of meals daily, the community, education of the household head, and the income level of the household. Moreover, given the Brazilian policies related to energy and sustainability, this region is not likely to reach the Sustainable Development Goals proposed by United Nations for 2030.
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palavras-chave
Palavras-chave
household fuel choicefuel stackingrural energy accessAmazonasRio Negromultinomial logistic regressionmodel validationfeature selectionSustainable Development Goalshousehold incomehousehold head education
Volume
13
Número
15
Páginas
3857
Editora
MDPI AG
Status
Published
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Artigo em periódico