The health impacts of renewable energy consumption in sub-Saharan Africa: A machine learning perspective

IF 7.9 2区 工程技术 Q1 ENERGY & FUELS Energy Strategy Reviews Pub Date : 2025-01-01 Epub Date: 2024-12-27 DOI:10.1016/j.esr.2024.101621
Mwoya Byaro , Anicet Rwezaula
{"title":"The health impacts of renewable energy consumption in sub-Saharan Africa: A machine learning perspective","authors":"Mwoya Byaro ,&nbsp;Anicet Rwezaula","doi":"10.1016/j.esr.2024.101621","DOIUrl":null,"url":null,"abstract":"<div><div>Recently, countries in sub-Saharan Africa (SSA) have shown increasing interest in transitioning to renewable energy due to climate change. However, the health impacts of renewable energy use are not thoroughly studied in the African context. This study investigates the impacts of renewable energy use on health outcomes, including life expectancy, maternal, and under-five mortality, in 26 SSA countries selected during the period 2000 to 2022. The main contribution of our study is the use of novel machine learning techniques known as Kernel-based Regularized Least Squares (KRLS) to fill gaps in the existing literature. Our study controlled for health expenditure, income, carbon dioxide (CO<sub>2</sub>) emissions, and tuberculosis cases. The findings show that (i) renewable energy use significantly improves health outcomes in SSA, including increased life expectancy and reduced maternal and under-five mortality; (ii) carbon dioxide (CO<sub>2</sub>) emissions and tuberculosis incidence have negative impacts on health outcomes, leading to decreased life expectancy and increased maternal and under-five mortality rates; (iii) the impact of renewable energy use on life expectancy and maternal mortality is nonlinear at the 25th and 75th percentiles, respectively. The study discusses potential pathways through which renewable energy use impacts health outcomes. The practical policy implication is that African governments and their collaborative partners adopt and implement renewable energy policies and programs, linking them to national health policies, development plans, and budget cycles to improve public health in the region.</div></div>","PeriodicalId":11546,"journal":{"name":"Energy Strategy Reviews","volume":"57 ","pages":"Article 101621"},"PeriodicalIF":7.9000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Energy Strategy Reviews","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2211467X24003304","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/12/27 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
引用次数: 0

Abstract

Recently, countries in sub-Saharan Africa (SSA) have shown increasing interest in transitioning to renewable energy due to climate change. However, the health impacts of renewable energy use are not thoroughly studied in the African context. This study investigates the impacts of renewable energy use on health outcomes, including life expectancy, maternal, and under-five mortality, in 26 SSA countries selected during the period 2000 to 2022. The main contribution of our study is the use of novel machine learning techniques known as Kernel-based Regularized Least Squares (KRLS) to fill gaps in the existing literature. Our study controlled for health expenditure, income, carbon dioxide (CO2) emissions, and tuberculosis cases. The findings show that (i) renewable energy use significantly improves health outcomes in SSA, including increased life expectancy and reduced maternal and under-five mortality; (ii) carbon dioxide (CO2) emissions and tuberculosis incidence have negative impacts on health outcomes, leading to decreased life expectancy and increased maternal and under-five mortality rates; (iii) the impact of renewable energy use on life expectancy and maternal mortality is nonlinear at the 25th and 75th percentiles, respectively. The study discusses potential pathways through which renewable energy use impacts health outcomes. The practical policy implication is that African governments and their collaborative partners adopt and implement renewable energy policies and programs, linking them to national health policies, development plans, and budget cycles to improve public health in the region.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
撒哈拉以南非洲可再生能源消费对健康的影响:机器学习视角
最近,由于气候变化,撒哈拉以南非洲国家(SSA)对向可再生能源过渡表现出越来越大的兴趣。然而,可再生能源的使用对健康的影响在非洲没有得到彻底的研究。本研究调查了2000年至2022年期间选定的26个SSA国家中可再生能源使用对健康结果的影响,包括预期寿命、孕产妇和五岁以下儿童死亡率。我们研究的主要贡献是使用称为基于核的正则化最小二乘(KRLS)的新型机器学习技术来填补现有文献中的空白。我们的研究控制了卫生支出、收入、二氧化碳排放和结核病病例。调查结果表明:(一)可再生能源的使用显著改善了撒哈拉以南非洲的健康状况,包括延长预期寿命和降低孕产妇和五岁以下儿童死亡率;㈡二氧化碳排放和结核病发病率对健康结果产生负面影响,导致预期寿命缩短,孕产妇和五岁以下儿童死亡率上升;(三)可再生能源使用对预期寿命和孕产妇死亡率的影响分别在第25和第75百分位数处呈非线性。该研究讨论了可再生能源使用影响健康结果的潜在途径。实际的政策含义是,非洲各国政府及其合作伙伴采用和实施可再生能源政策和方案,将其与国家卫生政策、发展计划和预算周期联系起来,以改善该地区的公共卫生。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Energy Strategy Reviews
Energy Strategy Reviews Energy-Energy (miscellaneous)
CiteScore
12.80
自引率
4.90%
发文量
167
审稿时长
40 weeks
期刊介绍: Energy Strategy Reviews is a gold open access journal that provides authoritative content on strategic decision-making and vision-sharing related to society''s energy needs. Energy Strategy Reviews publishes: • Analyses • Methodologies • Case Studies • Reviews And by invitation: • Report Reviews • Viewpoints
期刊最新文献
An interpretive structural modeling-based hierarchical analysis of risk factors for sustainable power infrastructure public-private partnerships in developing countries Can economic complexity clean up digital trade? A quantile look at E7 sustainability Synergizing renewable energy, women empowerment, and policy for emissions reduction Tax policy, energy efficiency, and sustainable growth: empirical evidence from China Strategic retrofit decision modeling for net-zero airport energy systems: Hybrid optimization and policy simulation at Istanbul airport
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1