MPS-Ascend: Structure-Preserving Algorithms and Their Applications in Plasma Physics

MPS-Ascend：结构保持算法及其在等离子体物理中的应用

• 批准号: 2213261
• 负责人: Allen Alvarez Loya
• 金额: $ 30万
• 依托单位: Alvarez Loya, Allen
• 依托单位国家: 美国
• 项目类别: Fellowship Award
• 财政年份: 2022
• 资助国家: 美国
• 起止时间: 2022-10-01 至 2025-09-30
• 项目状态: 未结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=2213261&HistoricalAwards=false
• 关键词: MPS; Ascend; Structure; Preserving; Algorithms

This award is funded in whole or in part under the American Rescue Plan Act of 2021 (Public Law 117-2). PI Allen Alvarez Loya is awarded a National Science Foundation Mathematical and Physical Sciences Ascending Postdoctoral Research Fellowship (NSF MPS-Ascend) to conduct a program of research and activities related to broadening participation by groups underrepresented in STEM. This fellowship to Dr. Alvarez Loya supports the research project entitled "MPS-Ascend: Structure-preserving algorithms and their applications in plasma physics", under the mentorship of a sponsoring scientist. The host institution for the fellowship is the Los Alamos National Laboratory, and the sponsoring scientist is Dr. Qi Tang.In this project PI Alvarez Loya will consider two approaches to developing highly efficient and accurate algorithms which preserve important physical or mathematical structures in numerical simulations. The first approach is a divergence-free scalable MHD solver. The second approach is based on structure-preserving NNs for parameterized Hamiltonian systems. The critical piece of the proposed work is a parameterized symplectic neural network that has a provable approximation property significantly generalizing previous work in the area. To broaden participation in MPS fields, the PI brings his own experience as a participating student in programs such as University of Colorado's BOLD (Broadening Opportunity through Leadership and Diversity) program and California State University's PUMP (Preparing Undergraduates Through Mentoring towards PhDs) as well as a substantial track record in mentoring students from under-represented minority groups. Along with the sponsoring scientist Dr. Tang, the PI will co-mentor undergraduate and graduate students at LANL.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.

该奖项的全部或部分资金根据《2021 年美国救援计划法案》（公法 117-2）提供。 PI Allen Alvarez Loya 被授予美国国家科学基金会数学和物理科学提升博士后研究奖学金 (NSF MPS-Ascend)，用于开展一项与扩大 STEM 代表性不足群体的参与相关的研究和活动计划。 Alvarez Loya 博士的这项奖学金支持在一位赞助科学家的指导下题为“MPS-Ascend：结构保持算法及其在等离子体物理学中的应用”的研究项目。该奖学金的主办机构是洛斯阿拉莫斯国家实验室，赞助科学家是唐奇博士。在这个项目中，PI Alvarez Loya 将考虑两种方法来开发高效、准确的算法，从而在数值模拟中保留重要的物理或数学结构。第一种方法是无散可扩展 MHD 求解器。第二种方法基于参数化哈密顿系统的结构保持神经网络。所提出的工作的关键部分是参数化辛神经网络，它具有可证明的近似属性，显着概括了该领域以前的工作。为了扩大对 MPS 领域的参与，PI 带来了自己作为学生参与项目的经验，例如科罗拉多大学的 BOLD（通过领导力和多样性扩大机会）项目和加州州立大学的 PUMP（通过指导为本科生准备攻读博士学位），以及在指导来自代表性不足的少数群体的学生方面的丰富记录。 PI 将与赞助科学家唐博士一起共同指导 LANL 的本科生和研究生。该奖项反映了 NSF 的法定使命，并通过使用基金会的智力价值和更广泛的影响审查标准进行评估，被认为值得支持。