工艺合成的高级建模和优化策略

IF 7.6 2区 工程技术 Q1 CHEMISTRY, APPLIED Annual review of chemical and biomolecular engineering Pub Date : 2024-04-10 DOI:10.1146/annurev-chembioeng-100522-112139
Efstratios N. Pistikopoulos, Yuhe Tian
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引用次数: 0

摘要

本文系统回顾了基于优化的过程合成的最新进展。首先,我们讨论了多尺度建模框架,包括目标方法、基于现象的建模、基于单元操作的建模和混合建模。接下来,我们介绍了工艺合成目标的扩展范围,重点考虑了可持续性和可操作性,以确保在环保意识日益增强的动态市场中,生产成本具有竞争力。然后,我们回顾了优化算法和工具的进展,包括新兴的机器学习和量子计算辅助方法。最后,我们总结了工艺合成策略的进展和前景。
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Advanced Modeling and Optimization Strategies for Process Synthesis
This article provides a systematic review of recent progress in optimization-based process synthesis. First, we discuss multiscale modeling frameworks featuring targeting approaches, phenomena-based modeling, unit operation–based modeling, and hybrid modeling. Next, we present the expanded scope of process synthesis objectives, highlighting the considerations of sustainability and operability to assure cost-competitive production in an increasingly dynamic market with growing environmental awareness. Then, we review advances in optimization algorithms and tools, including emerging machine learning–and quantum computing–assisted approaches. We conclude by summarizing the advances in and perspectives for process synthesis strategies.
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来源期刊
Annual review of chemical and biomolecular engineering
Annual review of chemical and biomolecular engineering CHEMISTRY, APPLIED-ENGINEERING, CHEMICAL
CiteScore
16.00
自引率
0.00%
发文量
25
期刊介绍: The Annual Review of Chemical and Biomolecular Engineering aims to provide a perspective on the broad field of chemical (and related) engineering. The journal draws from disciplines as diverse as biology, physics, and engineering, with development of chemical products and processes as the unifying theme.
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