A Reusable Library for Second-Order Orbital Optimization Using the Trust Region Method

We present a reusable, open-source software implementation of the second-order trust region algorithm in the new OpenTrustRegion library. We apply the implementation to the general-purpose optimization of molecular orbitals in various contexts within electronic-structure theory. Our permissibly licensed implementation can be included in any software package, be it free and open-source, academically licensed closed-source, or commercial. Detailing the implementation in OpenTrustRegion, we present a review of the theory behind trust region-based methods alongside various extensions. We demonstrate the robustness and efficiency of our optimization library with extensive benchmarks for self-consistent field calculations, orbital localization, as well as orbital symmetrization tasks, featuring challenging and pathological systems.

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Publication Details

Journal
Journal of Chemical Theory and Computation
Published
2026-01-13
DOI
https://doi.org/10.1021/acs.jctc.5c01576
Citations
1
Primary Topic
Machine Learning in Materials Science
Type
article
Field-Weighted Citation Impact
16.08
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article

A Reusable Library for Second-Order Orbital Optimization Using the Trust Region Method

Ida‐Marie Høyvik, Janus J. Eriksen, Jonas Greiner, Susi Lehtola
1 citations
Journal of Chemical Theory and Computation
Machine Learning in Materials Science
16.08
article

A Reusable Library for Second-Order Orbital Optimization Using the Trust Region Method

Ida‐Marie Høyvik, Janus J. Eriksen, Jonas Greiner, Susi Lehtola
article en
1 citations

Abstract

We present a reusable, open-source software implementation of the second-order trust region algorithm in the new OpenTrustRegion library. We apply the implementation to the general-purpose optimization of molecular orbitals in various contexts within electronic-structure theory. Our permissibly licensed implementation can be included in any software package, be it free and open-source, academically licensed closed-source, or commercial. Detailing the implementation in OpenTrustRegion, we present a review of the theory behind trust region-based methods alongside various extensions. We demonstrate the robustness and efficiency of our optimization library with extensive benchmarks for self-consistent field calculations, orbital localization, as well as orbital symmetrization tasks, featuring challenging and pathological systems.

Journal of Chemical Theory and ComputationVol. 22(2)
University of Helsinki (FI), Norwegian University of Science and Technology (NO), Technical University of Denmark (DK)
Openalex Percentile: Top 3%
Machine Learning in Materials Science
16.08
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A Reusable Library for Second-Order Orbital Optimization Using the Trust Region Method — Ida‐Marie Høyvik, Janus J. Eriksen, et al. · Journal of Chemical Theory and Computation (2026) | TGRS Research Map | TGRS