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CAREER: Tensor Factorization Methods for High-Level Electronic Structure Theory

CAREER: Tensor Factorization Methods for High-Level Electronic Structure Theory
职业:高级电子结构理论的张量分解方法
批准号:
2143725
负责人:
Devin Matthews
金额:
$65.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-02-01 至 2027-01-31

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中文摘要
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英文摘要
With support from the Chemical Theory, Models and Computational Methods program in the Division of Chemistry, Devin Matthews of Southern Methodist University will endeavor to advance the development of complex quantum chemical Couple Cluster methods to enable practitioners of theory to model with very high accuracy much larger molecular systems than has been possible heretofore. Novel state-of-the-art algorithms and GPU (Graphics Processing Unit)-implementations will enable these high-accuracy predictions of parameters such as molecular heats of formation, reaction barrier heights, bond dissociation, ionization, and electron attachment energies. These developments will have a widespread impact on chemical modelling and reliable benchmarks, e.g. through hierarchical reaction models and the Active Thermochemical Tables. The new “model chemistry” developed by Dr. Matthews and his group has the potential to impact a wide range of problems, including the development of novel renewable fuels, a better understanding of our effects on the atmosphere and our environment, and the formation of complex biological molecules in space and other harsh environments which led to the origins of life. The Matthews group will also endeavor to improve awareness of and diversity in theoretical and computational chemistry by directly involving undergraduates and high school students in cutting-edge research and incorporating computational chemistry into the undergraduate physical chemistry curriculum. The Matthews group will also implement an interactive “knowledge web” spanning diverse topics in quantum chemistry and related fields. This “Wikipedia for Quantum Chemistry” will help to improve and accelerate training of graduate students in the field as well as interested non-scientists.Dr. Matthews and his group will be working on enabling highly accurate coupled cluster calculations on larger molecules by developing reduced-scaling approximations of CCSDT (Coupled Cluster Single-Double-Triple) theory methods and CCSDT(Q), as well as analytic gradients thereof. Graph-based techniques and knowledge-based algorithmic search through the Design-by-Transformation methodology will be used to produce optimal working equations, and a high-quality implementation will be produced by utilizing automated code generation that targets high-level tensor contraction interfaces for CPUs (Central Processing Units) and potentially GPUs. To this will be added further optimizations such as coarse-grained parallelism, blocking, and loop fusion. The efficacy of this implementation in terms of computational efficiency, scaling, absolute and relative error characteristics, and error cancellation will be leveraged to create a new model chemistry suitable for accurate thermochemistry (at the ~1kJ/mol scale) of molecules with as many as 12 first- or second-row atoms. The Matthews group will developing this new protocol to study substituted Criegee intermediates and possible water-catalysis of Criegee decomposition as well as oxygenated fuel combustion intermediates relevant to renewable fuel development. Dr. Matthews’s group will also work to achieve a more diverse student base in theoretical and computational chemistry by directly involving undergraduates and high school students from diverse backgrounds in cutting-edge research and incorporating computational chemistry into the undergraduate physical chemistry curriculum.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.
期刊论文(4)
专著(0)
科研奖励(0)
会议论文
Transition Moments for STEOM-CCSD with Core Triples
具有核心三元组的 STEOM-CCSD 的过渡时刻
DOI: 10.1021/acs.jctc.3c00415
发表时间: 2023
期刊: Journal of Chemical Theory and Computation
影响因子: 5.5
作者: [Simons, Megan, Matthews, Devin A.]
通讯作者: Matthews, Devin A.
Open-Shell Tensor Hypercontraction
开壳张量超收缩
DOI: 10.1021/acs.jctc.3c00392
发表时间: 2023
期刊: Journal of Chemical Theory and Computation
影响因子: 5.5
作者: [Zhao, Tingting, Simons, Megan, Matthews, Devin A.]
通讯作者: Matthews, Devin A.
Ab Initio Investigation of Intramolecular Charge Transfer States in DMABN by Calculation of Excited State X-ray Absorption Spectra
通过计算激发态 X 射线吸收光谱从头研究 DMABN 分子内电荷转移态
DOI: 10.1021/acs.jpca.3c01409
发表时间: 2023
期刊: The Journal of Physical Chemistry A
影响因子: --
作者: [Datar, Avdhoot, Gudivada, Saisrinivas, Matthews, Devin A.]
通讯作者: Matthews, Devin A.
Collaborative Research: Frameworks: Beyond the BLAS: A Framework for Accelerating Computational and Data Science
  • 批准号:
    2003931
  • 项目类别:
    Standard Grant
  • 资助金额:
    $36.93万
  • 财政年份:
    2020
  • 负责人:
    Devin Matthews
  • 依托单位:
国内基金
海外基金
基于Tensor Train分解的两类张量优化问题的研究及其应用
  • 批准号:
    11701132
  • 项目类别:
    青年科学基金项目
  • 资助金额:
    25.0万元
  • 批准年份:
    2017
  • 负责人:
    陈中明
  • 依托单位:
基于Rational-Tensor(RTCam)摄像机模型的序列图像间几何框架研究
  • 批准号:
    61072105
  • 项目类别:
    面上项目
  • 资助金额:
    29.0万元
  • 批准年份:
    2010
  • 负责人:
    沈沛意
  • 依托单位: