MIT News - Machine learning 09月25日
MIT将建立新研究中心
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美国能源部国家核安全局最近宣布,选派麻省理工学院建立一个新的研究中心,致力于推进极端环境的预测模拟,如高超音速飞行和大气再入环境。该中心将成为NNSA预测科学学术联盟计划第四阶段的组成部分,支持前沿研究,提升高性能计算在开放科学和工程应用中的预测能力。该中心名为耦合高焓流固相互作用超算中心(CHEFSI),由麻省理工学院的计算科学与工程中心、施瓦茨曼计算学院和士兵纳米技术研究所联合建立。计划利用超算和下一代算法,详细模拟高温高速气固材料的相互作用。这些极端环境温度超过1500摄氏度,速度高达马赫25,对国家安全、太空探索和先进热防护系统开发至关重要。中心将结合麻省理工的预测建模、高性能计算和STEM教育优势,确保美国在科技创新中保持领先。该中心将模拟高焓气流与固体材料的化学、热和力学行为,捕捉氧化、氮化、烧蚀和断裂等现象。通过结合高保真物理模型、人工智能替代模型、实验验证和最先进的超算工具,帮助理解热防护系统在严苛条件下的表现。

🔬 CHEFSI是麻省理工学院计算科学与工程中心、施瓦茨曼计算学院和士兵纳米技术研究所的联合项目,旨在利用超算和下一代算法,详细模拟高温高速气固材料的相互作用。

🌡️ 该中心将研究极端环境,如高超音速飞行和大气再入,这些环境温度超过1500摄氏度,速度高达马赫25,对国家安全、太空探索和先进热防护系统开发至关重要。

📊 CHEFSI将结合高保真物理模型、人工智能替代模型、实验验证和最先进的超算工具,帮助理解热防护系统在严苛条件下的表现,为可重复使用航天器和高超音速飞行器的设计提供关键知识。

🤝 该中心将与能源部国家核安全局的国家实验室(劳伦斯利弗莫尔国家实验室、洛斯阿拉莫斯国家实验室和桑迪亚国家实验室)进行广泛合作,为研究生和博士后提供沉浸式研究经验和实习机会。

💡 通过模拟高焓气流与固体材料的化学、热和力学行为,捕捉氧化、氮化、烧蚀和断裂等现象,CHEFSI将提升高性能计算在开放科学和工程应用中的预测能力。

The U.S. Department of Energy’s National Nuclear Security Administration (DOE/NNSA) recently announced that it has selected MIT to establish a new research center dedicated to advancing the predictive simulation of extreme environments, such as those encountered in hypersonic flight and atmospheric re-entry. The center will be part of the fourth phase of NNSA's Predictive Science Academic Alliance Program (PSAAP-IV), which supports frontier research advancing the predictive capabilities of high-performance computing for open science and engineering applications relevant to national security mission spaces.

The Center for the Exascale Simulation of Coupled High-Enthalpy Fluid–Solid Interactions (CHEFSI) — a joint effort of the MIT Center for Computational Science and Engineering, the MIT Schwarzman College of Computing, and the MIT Institute for Soldier Nanotechnologies (ISN) — plans to harness cutting-edge exascale supercomputers and next-generation algorithms to simulate with unprecedented detail how extremely hot, fast-moving gaseous and solid materials interact. The understanding of these extreme environments — characterized by temperatures of more than 1,500 degrees Celsius and speeds as high as Mach 25 — and their effect on vehicles is central to national security, space exploration, and the development of advanced thermal protection systems.

“CHEFSI will capitalize on MIT’s deep strengths in predictive modeling, high-performance computing, and STEM education to help ensure the United States remains at the forefront of scientific and technological innovation,” says Ian A. Waitz, MIT’s vice president for research. “The center’s particular relevance to national security and advanced technologies exemplifies MIT’s commitment to advancing research with broad societal benefit.”

CHEFSI is one of five new Predictive Simulation Centers announced by the NNSA as part of a program expected to provide up to $17.5 million to each center over five years.

CHEFSI’s research aims to couple detailed simulations of high-enthalpy gas flows with models of the chemical, thermal, and mechanical behavior of solid materials, capturing phenomena such as oxidation, nitridation, ablation, and fracture. Advanced computational models — validated by carefully designed experiments — can address the limitations of flight testing by providing critical insights into material performance and failure.

“By integrating high-fidelity physics models with artificial intelligence-based surrogate models, experimental validation, and state-of-the-art exascale computational tools, CHEFSI will help us understand and predict how thermal protection systems perform under some of the harshest conditions encountered in engineering systems,” says Raúl Radovitzky, the Jerome C. Hunsaker Professor of Aeronautics and Astronautics, associate director of the ISN, and director of CHEFSI. “This knowledge will help in the design of resilient systems for applications ranging from reusable spacecraft to hypersonic vehicles.”

Radovitzky will be joined on the center’s leadership team by Youssef Marzouk, the Breene M. Kerr (1951) Professor of Aeronautics and Astronautics, co-director of the MIT Center for Computational Science and Engineering (CCSE), and recently named the associate dean of the MIT Schwarzman College of Computing; and Nicolas Hadjiconstantinou, the Quentin Berg (1937) Professor of Mechanical Engineering and co-director of CCSE, who will serve as associate directors. The center co-principal investigators include MIT faculty members across the departments of Aeronautics and Astronautics, Electrical Engineering and Computer Science, Materials Science and Engineering, Mathematics, and Mechanical Engineering. Franklin Hadley will lead center operations, with administration and finance under the purview of Joshua Freedman. Hadley and Freedman are both members of the ISN headquarters team. 

CHEFSI expects to collaborate extensively with the DoE/NNSA national laboratories — Lawrence Livermore National Laboratory, Los Alamos National Laboratory, and Sandia National Laboratories — and, in doing so, offer graduate students and postdocs immersive research experiences and internships at these facilities.

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MIT DOE/NNSA CHEFSI 极端环境模拟 高性能计算 热防护系统 国家安全 太空探索
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