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A review of sustainability assessment of geopolymer concrete through AI‑based life cycle analysis
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作者 V.Ramesh b.muthramu D.Rebekhal 《AI in Civil Engineering》 2025年第1期42-70,共29页
Geopolymer concrete is acknowledged as a sustainable alternative to conventional Portland cement concrete owing to its ability to reduce carbon emissions and reutilize industrial by-products.This paper reviews the app... Geopolymer concrete is acknowledged as a sustainable alternative to conventional Portland cement concrete owing to its ability to reduce carbon emissions and reutilize industrial by-products.This paper reviews the application of Artificial Intelligence-based Life Cycle Analysis(LCA)techniques in the sustainability assessment of geopolymer concrete.The assessment covers the entire life cycle of geopolymer concrete,spanning from the extraction of raw materials to its ultimate disposal,with a particular focus on its environmental,economic,and social impacts.The incorporation of AI techniques into the LCA process offers notable advantages,such as the efficient management of large datasets,enhancement of data quality,prediction of environmental impacts,and facilitation of informed decision-making.Key sustainability metrics to be considered include environmental impacts such as carbon footprint and energy consumption,economic factors like cost-effectiveness,as well as social implications.The amalgamation of AI within the LCA framework provides a comprehensive and efficient approach to evaluating the sustainability of geopolymer concrete,thereby facilitating its application in sustainable construction practices. 展开更多
关键词 Geopolymer concrete Sustainability assessment Artificial intelligence Life cycle analysis Environmental impact Sustainable construction Machine learning Neural networks Carbon footprint Alternative cementitious materials Eco-friendly building materials AI-based optimization
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