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Social Energy System Design Incorporating AI and Lived Experience

Social Energy System Design Incorporating AI and Lived Experience
结合人工智能和生活体验的社会能源系统设计
批准号:
22K18039
负责人:
Chapman Andrew
金额:
$2.91万
依托单位:
依托单位国家:
日本
项目类别:
Grant-in-Aid for Early-Career Scientists
财政年份:
2022
资助国家:
日本
项目状态:
已结题
起止时间:
2022-04-01 至 2024-03-31

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中文摘要
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英文摘要
Many research achievements have been made under this research plan. Firstly, the theoretical underpinnings of machine learning and prediction of environmental and social equity preferences of stakeholders via existing data sets (previously undertaken surveys) was established and reported in research currently under review at Applied Energy. The manuscript details multiple machine learning algorithmic approaches to energy system design preferences and the effects of imcreasing training data toward accuracy rates. Based on these findings, a national survey was designed and deployed, specifically to achieve a low-burden, high yield predictive data set which will be leveraged in the coming year. Currently this data is being used to underpin efforts toward a prediciton and visualization tool.
期刊论文(6)
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科研奖励(0)
会议论文
Achieving a just transition: Energy system design and social equity
实现公正转型:能源系统设计和社会公平
DOI: --
发表时间: 2022
期刊:
影响因子: --
作者: [Mise Kazumori, Iwasaki Wataru, Andrew Chapman]
通讯作者: Andrew Chapman
Achieving a Sustainable Transition: Energy System Design, Behavior and Innovation
实现可持续转型:能源系统设计、行为和创新
DOI: --
发表时间: 2022
期刊:
影响因子: --
作者: [五味良太, 山本正樹, 田中美智男, 松村康史, Andrew Chapman]
通讯作者: Andrew Chapman
Holistic sustainability evaluation framework cognizant of demographics and behavior
考虑到人口统计和行为的整体可持续性评估框架
DOI: --
发表时间: 2022
期刊:
影响因子: --
作者: [Andrew Chapman]
通讯作者: Andrew Chapman
海外基金