Computational Design and Manufacturing of Sustainable Materials through First-Principles and Materiomics

持续性 计算机科学 可持续发展 系统工程 风险分析(工程) 生化工程 纳米技术 管理科学 建筑工程 工程类 业务 材料科学 生态学 生物
作者
Sabrina C. Shen,Eesha Khare,Nicolas A. Lee,Michael K. Saad,David L. Kaplan,Markus J. Buehler
出处
期刊:Chemical Reviews [American Chemical Society]
卷期号:123 (5): 2242-2275 被引量:29
标识
DOI:10.1021/acs.chemrev.2c00479
摘要

Engineered materials are ubiquitous throughout society and are critical to the development of modern technology, yet many current material systems are inexorably tied to widespread deterioration of ecological processes. Next-generation material systems can address goals of environmental sustainability by providing alternatives to fossil fuel-based materials and by reducing destructive extraction processes, energy costs, and accumulation of solid waste. However, development of sustainable materials faces several key challenges including investigation, processing, and architecting of new feedstocks that are often relatively mechanically weak, complex, and difficult to characterize or standardize. In this review paper, we outline a framework for examining sustainability in material systems and discuss how recent developments in modeling, machine learning, and other computational tools can aid the discovery of novel sustainable materials. We consider these through the lens of materiomics, an approach that considers material systems holistically by incorporating perspectives of all relevant scales, beginning with first-principles approaches and extending through the macroscale to consider sustainable material design from the bottom-up. We follow with an examination of how computational methods are currently applied to select examples of sustainable material development, with particular emphasis on bioinspired and biobased materials, and conclude with perspectives on opportunities and open challenges.
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