Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions"
<p dir="ltr">Simulation data for paper: "Variational approach to open quantum systems with long-range competing interactions". Full article accessible under <a href="https://arxiv.org/abs/2510.01543" rel="noreferrer" target="_blank">https...
محفوظ في:
| المؤلف الرئيسي: | |
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| مؤلفون آخرون: | |
| منشور في: |
2025
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| الموضوعات: | |
| الوسوم: |
إضافة وسم
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| _version_ | 1849927644869558272 |
|---|---|
| author | Dawid Hryniuk (11488600) |
| author2 | Marzena Szymanska (6761465) |
| author2_role | author |
| author_facet | Dawid Hryniuk (11488600) Marzena Szymanska (6761465) |
| author_role | author |
| dc.creator.none.fl_str_mv | Dawid Hryniuk (11488600) Marzena Szymanska (6761465) |
| dc.date.none.fl_str_mv | 2025-11-24T12:28:57Z |
| dc.identifier.none.fl_str_mv | 10.5522/04/30676463.v1 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/dataset/Data_repository_for_paper_Variational_approach_to_open_quantum_systems_with_long-range_competing_interactions_/30676463 |
| dc.rights.none.fl_str_mv | CC BY-NC-SA 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Transport properties and non-equilibrium processes Atomic, molecular and optical physics not elsewhere classified Condensed matter physics not elsewhere classified Quantum physics not elsewhere classified Open Quantum Systems Monte Carlo (MC) algorithm Variational Monte Carlo Quantum Monte Carlo Method master equation methods non-equilibrium systems tensor network simulation Long Range Interactions dipolar anisotropic interaction Computational Physics |
| dc.title.none.fl_str_mv | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" |
| dc.type.none.fl_str_mv | Dataset info:eu-repo/semantics/publishedVersion dataset |
| description | <p dir="ltr">Simulation data for paper: "Variational approach to open quantum systems with long-range competing interactions". Full article accessible under <a href="https://arxiv.org/abs/2510.01543" rel="noreferrer" target="_blank">https://arxiv.org/abs/2510.01543<br></a></p><h4><b>Overview: </b>This datasets contains simulation data presented in figures 1-6 in the Main Text and figures 2-61 in the Supplementary Material. This data was obtained from t-VMC+MPO (the method introduced in the above article) and t-MPS simulations. t-VMC+MPO is a method for efficient and scalable simulation of the dynamics of open quantum lattices. It relies on solving the variational equations of motion efficiently by means of time-dependent variational Monte Carlo (t-VMC), while employing compact matrix product operator (MPO) trial states for the many-body density matrix. Among its other advantages, this method is suitable for simulating large driven-dissipative lattices with multiple long-ranged interactions.</h4><p dir="ltr"><b>Implementation: </b>A Julia implementation of t-VMC+MPO (termed t-VMPOMC), which was used to generate this dataset, is available at the public GitHub repository <a href="https://github.com/dhryniuk/t-VMPOMC" rel="noreferrer" target="_blank">https://github.com/dhryniuk/t-VMPOMC</a>. This repository contains example simulation scripts aimed to make the method accessible for first-time users. </p><p dir="ltr"><b>Directory and file organisation:</b> For the Main text, the data is divided first by figure/subplot index, and second by simulation type (please refer to the relevant figure in the article). For the Supplementary Material, the data is divided first by the optimisation hyperparameter label, for which convergence was analysed, and second by model. The folder names specify the model via initialism: I - Ising, C - competing, XYZ - the XYZ model, e.g. the folder name "CI_N200_strong" will contain simulation data for an spin chain of N=200 sites with strong long-ranged competing Ising interactions. Relevant parameter and hyperparameter values distinguishing individual simulations are included in the folder titles. Remaining parameter values not specified can be found in tables 1 and 2 in Supplementary Note 3 on pages 57-59. </p><p dir="ltr">Explanation on t-VMPOMC simulations data file names and structure: "obs.out" - m_x, m_y, m_z, S_2 expectation values per iteration; "corrD.out" - D_local C_xx, C_yy, C_zz correlation functions per iteration; "times.out" - recorded simulation time t per iteration, "iter_times.out" - wall time per iteration; "C.out" - cost function value per iteration; "lambda.out" - smallest eigenvalue of reduced density matrix per iteration; "Schmidt_values.out" - Schmidt singular values per iteration.<a href="https://arxiv.org/abs/2510.01543" rel="noreferrer" target="_blank"><br></a></p> |
| eu_rights_str_mv | openAccess |
| id | Manara_698a1a4a220c6686e75f1eb167ec1f64 |
| identifier_str_mv | 10.5522/04/30676463.v1 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/30676463 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY-NC-SA 4.0 |
| spelling | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions"Dawid Hryniuk (11488600)Marzena Szymanska (6761465)Transport properties and non-equilibrium processesAtomic, molecular and optical physics not elsewhere classifiedCondensed matter physics not elsewhere classifiedQuantum physics not elsewhere classifiedOpen Quantum SystemsMonte Carlo (MC) algorithmVariational Monte CarloQuantum Monte Carlo Methodmaster equation methodsnon-equilibrium systemstensor network simulationLong Range Interactionsdipolar anisotropic interactionComputational Physics<p dir="ltr">Simulation data for paper: "Variational approach to open quantum systems with long-range competing interactions". Full article accessible under <a href="https://arxiv.org/abs/2510.01543" rel="noreferrer" target="_blank">https://arxiv.org/abs/2510.01543<br></a></p><h4><b>Overview: </b>This datasets contains simulation data presented in figures 1-6 in the Main Text and figures 2-61 in the Supplementary Material. This data was obtained from t-VMC+MPO (the method introduced in the above article) and t-MPS simulations. t-VMC+MPO is a method for efficient and scalable simulation of the dynamics of open quantum lattices. It relies on solving the variational equations of motion efficiently by means of time-dependent variational Monte Carlo (t-VMC), while employing compact matrix product operator (MPO) trial states for the many-body density matrix. Among its other advantages, this method is suitable for simulating large driven-dissipative lattices with multiple long-ranged interactions.</h4><p dir="ltr"><b>Implementation: </b>A Julia implementation of t-VMC+MPO (termed t-VMPOMC), which was used to generate this dataset, is available at the public GitHub repository <a href="https://github.com/dhryniuk/t-VMPOMC" rel="noreferrer" target="_blank">https://github.com/dhryniuk/t-VMPOMC</a>. This repository contains example simulation scripts aimed to make the method accessible for first-time users. </p><p dir="ltr"><b>Directory and file organisation:</b> For the Main text, the data is divided first by figure/subplot index, and second by simulation type (please refer to the relevant figure in the article). For the Supplementary Material, the data is divided first by the optimisation hyperparameter label, for which convergence was analysed, and second by model. The folder names specify the model via initialism: I - Ising, C - competing, XYZ - the XYZ model, e.g. the folder name "CI_N200_strong" will contain simulation data for an spin chain of N=200 sites with strong long-ranged competing Ising interactions. Relevant parameter and hyperparameter values distinguishing individual simulations are included in the folder titles. Remaining parameter values not specified can be found in tables 1 and 2 in Supplementary Note 3 on pages 57-59. </p><p dir="ltr">Explanation on t-VMPOMC simulations data file names and structure: "obs.out" - m_x, m_y, m_z, S_2 expectation values per iteration; "corrD.out" - D_local C_xx, C_yy, C_zz correlation functions per iteration; "times.out" - recorded simulation time t per iteration, "iter_times.out" - wall time per iteration; "C.out" - cost function value per iteration; "lambda.out" - smallest eigenvalue of reduced density matrix per iteration; "Schmidt_values.out" - Schmidt singular values per iteration.<a href="https://arxiv.org/abs/2510.01543" rel="noreferrer" target="_blank"><br></a></p>2025-11-24T12:28:57ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.5522/04/30676463.v1https://figshare.com/articles/dataset/Data_repository_for_paper_Variational_approach_to_open_quantum_systems_with_long-range_competing_interactions_/30676463CC BY-NC-SA 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/306764632025-11-24T12:28:57Z |
| spellingShingle | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" Dawid Hryniuk (11488600) Transport properties and non-equilibrium processes Atomic, molecular and optical physics not elsewhere classified Condensed matter physics not elsewhere classified Quantum physics not elsewhere classified Open Quantum Systems Monte Carlo (MC) algorithm Variational Monte Carlo Quantum Monte Carlo Method master equation methods non-equilibrium systems tensor network simulation Long Range Interactions dipolar anisotropic interaction Computational Physics |
| status_str | publishedVersion |
| title | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" |
| title_full | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" |
| title_fullStr | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" |
| title_full_unstemmed | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" |
| title_short | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" |
| title_sort | Data repository for paper: "Variational approach to open quantum systems with long-range competing interactions" |
| topic | Transport properties and non-equilibrium processes Atomic, molecular and optical physics not elsewhere classified Condensed matter physics not elsewhere classified Quantum physics not elsewhere classified Open Quantum Systems Monte Carlo (MC) algorithm Variational Monte Carlo Quantum Monte Carlo Method master equation methods non-equilibrium systems tensor network simulation Long Range Interactions dipolar anisotropic interaction Computational Physics |