Maria-Andreea Filip, Evelin Martine Corvid Christlmaier, J Philip Haupt, Daniel Kats, Pablo López Ríos, Ali Alavi
{"title":"Deterministic optimization of Jastrow factors.","authors":"Maria-Andreea Filip, Evelin Martine Corvid Christlmaier, J Philip Haupt, Daniel Kats, Pablo López Ríos, Ali Alavi","doi":"10.1063/5.0284106","DOIUrl":null,"url":null,"abstract":"<p><p>Highly flexible Jastrow factors have found significant use in stochastic electronic structure methods such as variational Monte Carlo (VMC) and diffusion Monte Carlo, as well as in quantum chemical transcorrelated (TC) approaches, which have recently seen great success in generating highly accurate electronic energies using moderately sized basis sets. In particular, for the latter, the intrinsic noise in the Jastrow factor due to its optimization by VMC can pose a problem, especially when targeting weak (non-covalent) interactions. In this paper, we propose a deterministic alternative to VMC Jastrow optimization, based on minimizing the \"variance of the TC reference energy\" in a standard basis set. Analytic expressions for the derivatives of the TC Hamiltonian matrix elements are derived and implemented. This approach can be used to optimize the parameters in the Jastrow functions, either from scratch or to refine an initial VMC-based guess, to produce noise-free Jastrows in a reproducible manner. Applied to the first row of atoms and molecules, the results show that the method yields Slater-Jastrow wavefunctions whose variances are almost as low as those obtained from standard VMC variance optimization, but whose energies are lower and comparable to those obtained from energy-minimization VMC. We propose that the method can be used both in the context of the transcorrelated method and in standard VMC as a new way to optimize Jastrow functions.</p>","PeriodicalId":15313,"journal":{"name":"Journal of Chemical Physics","volume":"163 8","pages":""},"PeriodicalIF":3.1000,"publicationDate":"2025-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Chemical Physics","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1063/5.0284106","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Highly flexible Jastrow factors have found significant use in stochastic electronic structure methods such as variational Monte Carlo (VMC) and diffusion Monte Carlo, as well as in quantum chemical transcorrelated (TC) approaches, which have recently seen great success in generating highly accurate electronic energies using moderately sized basis sets. In particular, for the latter, the intrinsic noise in the Jastrow factor due to its optimization by VMC can pose a problem, especially when targeting weak (non-covalent) interactions. In this paper, we propose a deterministic alternative to VMC Jastrow optimization, based on minimizing the "variance of the TC reference energy" in a standard basis set. Analytic expressions for the derivatives of the TC Hamiltonian matrix elements are derived and implemented. This approach can be used to optimize the parameters in the Jastrow functions, either from scratch or to refine an initial VMC-based guess, to produce noise-free Jastrows in a reproducible manner. Applied to the first row of atoms and molecules, the results show that the method yields Slater-Jastrow wavefunctions whose variances are almost as low as those obtained from standard VMC variance optimization, but whose energies are lower and comparable to those obtained from energy-minimization VMC. We propose that the method can be used both in the context of the transcorrelated method and in standard VMC as a new way to optimize Jastrow functions.
高度灵活的Jastrow因子在随机电子结构方法(如变分蒙特卡罗(VMC)和扩散蒙特卡罗(diffusion Monte Carlo))以及量子化学相关(TC)方法中发现了重要的应用,这些方法最近在使用中等大小的基集产生高度精确的电子能量方面取得了巨大成功。特别是,对于后者,由于VMC优化而导致的Jastrow因子中的固有噪声可能会造成问题,特别是在针对弱(非共价)相互作用时。在本文中,我们提出了一种基于最小化标准基集中“TC参考能量方差”的VMC Jastrow优化的确定性替代方案。导出并实现了TC哈密顿矩阵元素导数的解析表达式。这种方法可用于优化jastrorow函数中的参数,可以从头开始,也可以改进初始的基于vmc的猜测,以可重复的方式生成无噪声的Jastrows。应用于第一排原子和分子,结果表明,该方法得到的Slater-Jastrow波函数的方差几乎与标准VMC方差优化方法得到的方差一样低,但其能量较低,与能量最小化VMC方法得到的能量相当。我们提出该方法既可用于跨相关方法,也可用于标准VMC,作为优化Jastrow函数的一种新方法。
期刊介绍:
The Journal of Chemical Physics publishes quantitative and rigorous science of long-lasting value in methods and applications of chemical physics. The Journal also publishes brief Communications of significant new findings, Perspectives on the latest advances in the field, and Special Topic issues. The Journal focuses on innovative research in experimental and theoretical areas of chemical physics, including spectroscopy, dynamics, kinetics, statistical mechanics, and quantum mechanics. In addition, topical areas such as polymers, soft matter, materials, surfaces/interfaces, and systems of biological relevance are of increasing importance.
Topical coverage includes:
Theoretical Methods and Algorithms
Advanced Experimental Techniques
Atoms, Molecules, and Clusters
Liquids, Glasses, and Crystals
Surfaces, Interfaces, and Materials
Polymers and Soft Matter
Biological Molecules and Networks.