Reproducible analysis frameworks in Lattice Field Theory and STFC-enabled computational research in Wales
Lead Research Organisation:
Swansea University
Department Name: College of Science
Abstract
Lattice Field Theory is a technique used to study many models of physics, most notable Quantum ChromoDynamics, the theory of the strong interaction which holds the nuclei of atoms together. Calculations at the very smallest scales-many thousands of times smaller than the size of an atom-can make predictions for properties of matter that can be observed at experiments such as those at the Large Hadron Collider in Switzerland. Even though (and because) the length scales considered are so small, these calculations require vast amounts of computing power, using some of the largest supercomputers in the world. This produces large amounts of data, which must be carefully analysed by researchers to extract the properties being studied and make predictions. As the size of computers and the amount of data that can be produced grows, the likelihood of making errors in this process increases. To reduce the chance of this happening, this project will develop a set of tools to automate these analyses, so that they can always run consistently, and their results can be re-run and checked by anyone. The project will work with researchers to adapt their existing software to make use of these tools, and train them to do the same themselves for new software.
The Solar System Physics group at Aberystwyth University studies our Sun and its interactions with the rest of our Solar System. This includes studying phenomena like solar storms, which have the potential to significantly disrupt electronics and telecommunications on Earth; better understanding these phenomena allows us to predict when they may occur and take steps to protect critical infrastructure. These computations make use of programs written in a computer language called IDL, which requires paying money to use, with the amount you pay determining the number of processing units you can use at once, and so how fast your computations will be performed. While this was a good choice when the programs were written, the amount of data needing to be analysed has grown to the point that waiting for IDL to run an analysis is causing a bottleneck in research. This project will support researchers at Aberystwyth in adapting the programs to instead use the commonly-used Python programming language instead. This will let them use many more processing units simultaneously, giving answers more quickly. This will also mean that other researchers who haven't paid for IDL will be able to verify the results.
The Laser Interferometer Gravitational-Wave Observatory (LIGO) is an international collaboration to observe gravitational waves, which are ripples in spacetime itself, predicted by Einstein's theory of General Relativity. When very heavy objects in space, like black holes, collide with each other, their acceleration is strong enough to create gravitational waves that we can detect on Earth. These waves cause lengths and distances to change ever so slightly, which can be measured using devices called interferometers. In order to understand what kind of astronomical event created a gravitational wave, the readings from the interferometers must be compared with the results of simulations. At first, LIGO could only sense the largest of large events, the collisions of large black holes. Researchers are working to make LIGO more sensitive, to be able to detect collisions between smaller objects. This means that it observes a lot more gravitational waves than previously, so there is a lot more data to analyse. This project will work with the LIGO team at the Gravity Exploration Institute at Cardiff University to redevelop their software so that each analysis takes less time, which will allow LIGO to keep up with the increasing number of gravitational wave events that they observe.
The Solar System Physics group at Aberystwyth University studies our Sun and its interactions with the rest of our Solar System. This includes studying phenomena like solar storms, which have the potential to significantly disrupt electronics and telecommunications on Earth; better understanding these phenomena allows us to predict when they may occur and take steps to protect critical infrastructure. These computations make use of programs written in a computer language called IDL, which requires paying money to use, with the amount you pay determining the number of processing units you can use at once, and so how fast your computations will be performed. While this was a good choice when the programs were written, the amount of data needing to be analysed has grown to the point that waiting for IDL to run an analysis is causing a bottleneck in research. This project will support researchers at Aberystwyth in adapting the programs to instead use the commonly-used Python programming language instead. This will let them use many more processing units simultaneously, giving answers more quickly. This will also mean that other researchers who haven't paid for IDL will be able to verify the results.
The Laser Interferometer Gravitational-Wave Observatory (LIGO) is an international collaboration to observe gravitational waves, which are ripples in spacetime itself, predicted by Einstein's theory of General Relativity. When very heavy objects in space, like black holes, collide with each other, their acceleration is strong enough to create gravitational waves that we can detect on Earth. These waves cause lengths and distances to change ever so slightly, which can be measured using devices called interferometers. In order to understand what kind of astronomical event created a gravitational wave, the readings from the interferometers must be compared with the results of simulations. At first, LIGO could only sense the largest of large events, the collisions of large black holes. Researchers are working to make LIGO more sensitive, to be able to detect collisions between smaller objects. This means that it observes a lot more gravitational waves than previously, so there is a lot more data to analyse. This project will work with the LIGO team at the Gravity Exploration Institute at Cardiff University to redevelop their software so that each analysis takes less time, which will allow LIGO to keep up with the increasing number of gravitational wave events that they observe.
Publications
Athenodorou A
(2022)
Open Science in Lattice Gauge Theory community
Athenodorou A
(2021)
Investigating the conformal behavior of SU(2) with one adjoint Dirac flavor
in Physical Review D
Athenodorou A
(2021)
Investigating the conformal behaviour of SU(2) with one adjoint Dirac flavor
Athenodorou A.
(2023)
Open Science in Lattice Gauge Theory community
in Proceedings of Science
Bennett E
(2023)
Sp(2N) Lattice Gauge Theories and Extensions of the Standard Model of Particle Physics
in Universe
Bennett E
(2024)
Lattice investigations of the chimera baryon spectrum in the S p ( 4 ) gauge theory
in Physical Review D
Bennett E
(2022)
Status of reproducibility and open science in hep-lat in 2021
Bennett E
(2023)
Status of reproducibility and open science in hep-lat in 2021
| Title | Let it (Wilson) flow |
| Description | Visualisation of the topological charge density distribution of a field configuration of Minimal Walking Technicolor. Successive time-slices are also iterated using the Wilson flow, which removes ultraviolet noise, which is clearly visible on the left, with the actual instantons (orange) and anti-instantons (blue) becoming visible at longer flow times to the right. The configuration was generated, and the charge density computed, using the DiRAC 3 Extreme Scaling service in Edinburgh. Credit: Ed Bennett, Biagio Lucini. |
| Type Of Art | Image |
| Year Produced | 2022 |
| Impact | DiRAC image competition prize |
| URL | https://telescoper.wordpress.com/2022/11/09/dirac-research-image-competition-the-winning-entries/ |
| Description | Additional lattice groups have now begun to release data and analysis code alongside their journal publications, independent of my personal support. In some cases this has followed directly from conversations with the project team. |
| First Year Of Impact | 2024 |
| Sector | Other |
| Description | LaVA (Lattice Virtual Academy): Reproducibility and Open Science |
| Geographic Reach | Multiple continents/international |
| Policy Influence Type | Influenced training of practitioners or researchers |
| URL | https://sites.google.com/view/lattice-virtual-academy/topics/open-science |
| Description | Training material on publishing of data analysis code |
| Geographic Reach | Local/Municipal/Regional |
| Policy Influence Type | Influenced training of practitioners or researchers |
| URL | https://edbennett.github.io/publishing-analysis |
| Title | Dataset for "Magnetic catalysis in the (2+1)-dimensional Gross-Neveu model" |
| Description | We study the Gross-Neveu model in 2 + 1 dimensions in an external magnetic field B. We first summarize known mean-field results, obtained in the limit of large flavor number N f , before presenting lattice results using the overlap discretization to study one reducible fermion flavor, N f = 1. Our findings indicate that the magnetic catalysis phenomenon, i.e., an increase of the chiral condensate with the magnetic field, persists beyond the mean-field limit for temperatures below the chiral phase transition and that the critical temperature grows with increasing magnetic field. This is in contrast to the situation in QCD, where the broken phase shrinks with increasing B while the condensate exhibits a non-monotonic B-dependence close to the chiral crossover, and we comment on this discrepancy. We do not find any trace of inhomogeneous phases induced by the magnetic field. If you use this data, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2302.05279 (or better the not-yet-existing published version) |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | These data enabled the publication "Magnetic catalysis in the (2+1)-dimensional Gross-Never model" by the dataset authors. |
| URL | https://zenodo.org/record/7627752 |
| Title | Dataset for "Magnetic catalysis in the (2+1)-dimensional Gross-Neveu model" |
| Description | We study the Gross-Neveu model in 2 + 1 dimensions in an external magnetic field B. We first summarize known mean-field results, obtained in the limit of large flavor number N f , before presenting lattice results using the overlap discretization to study one reducible fermion flavor, N f = 1. Our findings indicate that the magnetic catalysis phenomenon, i.e., an increase of the chiral condensate with the magnetic field, persists beyond the mean-field limit for temperatures below the chiral phase transition and that the critical temperature grows with increasing magnetic field. This is in contrast to the situation in QCD, where the broken phase shrinks with increasing B while the condensate exhibits a non-monotonic B-dependence close to the chiral crossover, and we comment on this discrepancy. We do not find any trace of inhomogeneous phases induced by the magnetic field. If you use this data, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2302.05279 (or better the not-yet-existing published version) |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | Enables the results presented in "Magnetic catalysis in the (2+1)-dimensional Gross-Neveu model", enables them to be reproduced by others, and enables others to build upon them. |
| URL | https://zenodo.org/record/7627753 |
| Title | Dataset for "The magnetized (2+1)-dimensional Gross-Neveu model at finite density" |
| Description | We perform a lattice study of the (2+1)-dimensional Gross-Neveu model in a background magnetic field B and at non-zero chemical potential µ. The complex-action problem arising in our simulations using overlap fermions is under control. For B=0 we observe a first-order phase transition in µ even at non-vanishing temperatures. Our main finding, however, is that the rich phase structure found in the limit of infinite flavor number Nf is washed out by the fluctuations present at Nf=1. We find no evidence for inverse magnetic catalysis, i.e., the decrease of the order parameter of chiral symmetry breaking with B for µ close to the chiral phase transition. Instead, the magnetic field tends to enhance the breakdown of chiral symmetry for all values of µ below the transition. Moreover, we find no trace of spatial inhomogeneities in the order parameter. We briefly comment on the potential relevance of our results for QCD. If you use this data, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2304.14812 (or better the not-yet-existing published version) |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | These data enabled the publication "The magnetized (2+1)-dimensional Gross-Never model at finite density" by the dataset authors, DOI 10.48550/arXiv:2304.14812. |
| URL | https://zenodo.org/record/8201660 |
| Title | Dataset for "The magnetized (2+1)-dimensional Gross-Neveu model at finite density" |
| Description | We perform a lattice study of the (2+1)-dimensional Gross-Neveu model in a background magnetic field B and at non-zero chemical potential µ. The complex-action problem arising in our simulations using overlap fermions is under control. For B=0 we observe a first-order phase transition in µ even at non-vanishing temperatures. Our main finding, however, is that the rich phase structure found in the limit of infinite flavor number Nf is washed out by the fluctuations present at Nf=1. We find no evidence for inverse magnetic catalysis, i.e., the decrease of the order parameter of chiral symmetry breaking with B for µ close to the chiral phase transition. Instead, the magnetic field tends to enhance the breakdown of chiral symmetry for all values of µ below the transition. Moreover, we find no trace of spatial inhomogeneities in the order parameter. We briefly comment on the potential relevance of our results for QCD. If you use this data, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2304.14812 (or better the not-yet-existing published version) |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | Enables the data presented in "The magnetized (2+1)-dimensional Gross-Neveu model at finite density", and enables them to be reproduced, and enables them to be built upon by others. |
| URL | https://zenodo.org/record/8201661 |
| Title | Investigating the conformal behaviour of SU(2) with one adjoint Dirac flavor --- data release |
| Description | The full data generated in preparation for the publication "Investigating the conformal behaviour of SU(2) with one adjoint Dirac flavor" drafted in March 2021; this dataset was tidied and documented as part of this project. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2021 |
| Provided To Others? | Yes |
| Impact | The dataset enabled publication of the paper mentioned above. |
| URL | https://zenodo.org/record/5139618 |
| Title | Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory---Data Release |
| Description | This release contains the analysis workflow used to prepare the publication Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory. A Python code for performing the analysis and generating the plots and tables is uploaded to Zenodo. See the README therein for details on running the code. For details on the data formats, see the relevant README.md files. Content of directories and files: README.md: This contains general information on the content of the release. raw_data.zip: This compressed file contains all the raw data utilized in the research outlined in arXiv:2311.14663. These data were crucial in generating the results showcased in the paper. data.h5: An HDF5 file housing the correlators derived from the raw data through the processing code, generate/transform_h5.py. metadata.zip: This archive furnishes essential metadata such as ensemble information, fitting intervals, and smearing parameters crucial for extracting masses. F_meson.csv: Presents the fundamental meson masses extracted via the analysis/analysis_F.py script. AS_meson.csv: Presents the antisymmetric meson masses extracted via the analysis/analysis_AS.py script. CB_mass.csv: Presents the chimera baryon masses extracted via the analysis/analysis_CB.py script. FIT_mass.csv: Offers the AIC scan results conducted through the analysis/analysis_AIC.py script. FIT_cross_fixAS.csv and FIT_cross_fixF.csv: These files provide cross-check results computed by the analysis/analysis_cross.py script, specifically for fixing antisymmetric and fundamental masses, respectively. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| Impact | Enabled the results presented in Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory to be fully reproducible, and allows others to build on them. |
| URL | https://zenodo.org/doi/10.5281/zenodo.10819721 |
| Title | Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory---Data Release |
| Description | This release contains the analysis workflow used to prepare the publication Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory. A Python code for performing the analysis and generating the plots and tables is uploaded to Zenodo. See the README therein for details on running the code. For details on the data formats, see the relevant README.md files. Content of directories and files: README.md: This contains general information on the content of the release. raw_data.zip: This compressed file contains all the raw data utilized in the research outlined in arXiv:2311.14663. These data were crucial in generating the results showcased in the paper. data.h5: An HDF5 file housing the correlators derived from the raw data through the processing code, generate/transform_h5.py. metadata.zip: This archive furnishes essential metadata such as ensemble information, fitting intervals, and smearing parameters crucial for extracting masses. F_meson.csv: Presents the fundamental meson masses extracted via the analysis/analysis_F.py script. AS_meson.csv: Presents the antisymmetric meson masses extracted via the analysis/analysis_AS.py script. CB_mass.csv: Presents the chimera baryon masses extracted via the analysis/analysis_CB.py script. FIT_mass.csv: Offers the AIC scan results conducted through the analysis/analysis_AIC.py script. FIT_cross_fixAS.csv and FIT_cross_fixF.csv: These files provide cross-check results computed by the analysis/analysis_cross.py script, specifically for fixing antisymmetric and fundamental masses, respectively. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| Impact | Enables the results presented in Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory, enables their reproducibility, and enables others to build upon them. |
| URL | https://zenodo.org/doi/10.5281/zenodo.10819720 |
| Title | Lattice studies of the Sp(4) gauge theory with two fundamental and three antisymmetric Dirac fermions-code release |
| Description | This release contains the analysis code used to prepare the plots and tables included in Lattice studies of the Sp(4) gauge theory with two fundamental and three antisymmetric Dirac fermions. |
| Type Of Material | Computer model/algorithm |
| Year Produced | 2022 |
| Provided To Others? | Yes |
| Impact | This work underpinned the publication listed above. |
| URL | https://zenodo.org/record/6637743 |
| Title | Lattice studies of the Sp(4) gauge theory with two fundamental and three antisymmetric Dirac fermions-data release |
| Description | This dataset contains the raw data and metadata used to prepare the publication Lattice studies of the Sp(4) gauge theory with two fundamental and three antisymmetric Dirac fermions. Included are: The raw log output from the configuration generation, correlation function calculation, and Dirac eigenvalue computation, as well as metadata describing the ensembles used for the mass spectrum calculation, in `raw_data.zip`. These include all numbers used in the publication (aside from fit parameters) in plaintext form. All numbers included in the above logs, restructured into HDF5 format for convenience, in `data.h5`. The fit parameters used to compute the spectrum, including the thermalisation length, and the plateau start and end points, in `fit_params.zip`. The data underlying tables 2-6 of the publication above, in CSV format. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2022 |
| Provided To Others? | Yes |
| Impact | These data underpinned the corresponding narrative publication mentioned above. |
| URL | https://zenodo.org/record/6637515 |
| Title | On the mixing between flavor singlets in lattice gauge theories coupled to matter fields in multiple representations - data release |
| Description | This release contains all data and metadata used to prepare the publication On the mixing between flavor singlets in lattice gauge theories coupled to matter fields in multiple representations [2405.05765]. If you encounter difficulties downloading the large files, we recommend using zenodo-get. This provides a command-line downloader for any Zenodo record. For unstable connections we recommend using it with the -w flag to generate a list all files in this Zenodo record. This can then be used with tools such as wget to resume partial downloads as zenodo_get RECORD_ID_OR_DOI -w - | xargs wget -czenodo_get RECORD_ID_OR_DOI (The second line ensures that the downloads completed correctly, and that the md5 hashes match)Further details are given in the file README.md. The work of EB and BL is supported in part by the EPSRC ExCALIBUR programme ExaTEPP (project EP/X017168/1). The work of EB, BL, MP, and FZ has been supported by the STFC Consolidated Grant No. ST/X000648. The work of EB has also been supported by the UKRI Science and Technology Facilities Council (STFC) Research Software Engineering Fellowship EP/V052489/1. The work of NF has been supported by the STFC Consolidated Grant No. ST/X508834/1. The work of DKH was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (NRF-2017R1D1A1B06033701). The work of DKH was further supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) (2021R1A4A5031460). The work of JWL is supported by IBS under the project code, IBS-R018-D1. The work of HH and CJDL is supported by the Taiwanese MoST grant 109-2112-M-009-006-MY3 and NSTC grant 112-2112-M-A49-021-MY3. The work of CJDL is also supported by Grants No. 112-2639-M-002-006-ASP and No. 113-2119-M-007-013. The work of BL and MP has been further supported in part by the STFC Consolidated Grant No. ST/T000813/1.BL and MP received funding from the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation program under Grant Agreement No.~813942. The work of DV is supported by STFC under Consolidated Grant No. ST/X000680/1. Numerical simulations have been performed on the DiRAC Extreme Scaling service at the University of Edinburgh, and on the DiRAC Data Intensive service at Leicester.The DiRAC Extreme Scaling service is operated by the Edinburgh Parallel Computing Centre on behalf of the STFC DiRAC HPC Facility (www.dirac.ac.uk). This equipment was funded by BEIS capital funding via STFC capital grant ST/R00238X/1 and STFC DiRAC Operations grant ST/R001006/1. DiRAC is part of the National e-Infrastructure |
| Type Of Material | Database/Collection of data |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| Impact | This work enabled the publication On the mixing between flavor singlets in lattice gauge theories coupled to matter fields in multiple representations to be fully reproducible. |
| URL | https://zenodo.org/doi/10.5281/zenodo.11370542 |
| Title | On the spectrum of mesons in quenched Sp(2N) gauge theories---Data release |
| Description | This release contains all data and metadata used to prepare the publication On the spectrum of mesons in quenched Sp(2N) gauge theories. Included are: The file README.md, containing descriptions of the data formats used for other data in this submission. The raw log output for: The gauge field generation The correlation function computation The Wilson flow computation in the file raw_data.zip.These include all numbers used in the publication (aside from fit parameters) in plaintext form. The archive contains a separate README.md documenting the layout of these data. All metadata used for the fitting and subsequent analysis of these data, in the file metadata.zip, in files described in more detail in the README. All data presented in plots and tables in the paper, in CSV format, in files described in more detail in the README. All input files given during the gauge field generation, in input_files.zip. These are compatible withthe Sp(2N) extension of HiRep. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| Impact | Enabled the results presented in On the spectrum of mesons in quenched Sp(2N) gauge theories to be generated, and to be fully reproducible. |
| URL | https://zenodo.org/doi/10.5281/zenodo.10932404 |
| Title | On the spectrum of mesons in quenched Sp(2N) gauge theories---Data release |
| Description | This release contains all data and metadata used to prepare the publication On the spectrum of mesons in quenched Sp(2N) gauge theories. Included are: The file README.md, containing descriptions of the data formats used for other data in this submission. The raw log output for: The gauge field generation The correlation function computation The Wilson flow computation in the file raw_data.zip.These include all numbers used in the publication (aside from fit parameters) in plaintext form. The archive contains a separate README.md documenting the layout of these data. All metadata used for the fitting and subsequent analysis of these data, in the file metadata.zip, in files described in more detail in the README. All data presented in plots and tables in the paper, in CSV format, in files described in more detail in the README. All input files given during the gauge field generation, in input_files.zip. These are compatible withthe Sp(2N) extension of HiRep. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| Impact | Enables the results presented in On the spectrum of mesons in quenched Sp(2N) gauge theories, enables their reproducibility, and enables others to build upon them. |
| URL | https://zenodo.org/doi/10.5281/zenodo.10932403 |
| Title | Singlets in gauge theories with fundamental matter - data release |
| Description | This release contains all data and metadata used to prepare the publication Singlets in gauge theories with fundamental matter. Further details are given in the file README.md. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | These data enabled the paper "Singlets in gauge theories with fundamental matter". |
| URL | https://zenodo.org/record/8154507 |
| Title | Sp(2N) Yang-Mills theories on the lattice: scale setting and topology-analysis workflow |
| Description | This repository contains the analysis code used to prepare the plots and tables included in Topological susceptibility in Yang-Mills theories and Sp(2N) Yang-Mills theories on the lattice: scale setting and topology. |
| Type Of Material | Computer model/algorithm |
| Year Produced | 2022 |
| Provided To Others? | Yes |
| Impact | This work underpinned the two publications listed above. |
| URL | https://zenodo.org/record/7260975 |
| Title | Sp(2N) Yang-Mills theories on the lattice: scale setting and topology-data release |
| Description | This release contains all data and metadata used to prepare the publications Topological susceptibility in Yang-Mills theories and Sp(2N) Yang-Mills theories on the lattice: scale setting and topology. Included are: The raw log output from the Wilson flow computation, as well as metadata describing the ensembles used, in `raw_data.zip`. These include all numbers used in the publication (aside from fit parameters) in plaintext form. The archive contains a separate `README.md` describing the layout of the data. All numbers included in the above logs, restructured into HDF5 format for convenience, in `datapackage.h5`. The data presented in all tables in both papers, in CSV format, as described in more detail below. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2022 |
| Provided To Others? | Yes |
| Impact | These data underpinned the narrative publication mentioned above. |
| URL | https://zenodo.org/record/6678411 |
| Title | Survey of reproducibility in hep-lat publications in 2021 |
| Description | Results of a survey of submissions to the hep-lat arXiv category in 2021, assessing how well each conforms to certain standards of reproducibility and openness. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2022 |
| Provided To Others? | Yes |
| Impact | Two invited talks, a conference talk, and feed forward to other aspects of the project's work. |
| URL | https://zenodo.org/record/7373413 |
| Title | Survey on lattice data analysis, presentation, and curation practices |
| Description | This repository contains the results of a survey on software workflows and open science in lattice field theory conducted in 2022 by Andreas Athenodorou, Ed Bennett, Julian Lenz, and Elli Papadopolou. These data were collected using LimeSurvey, and were first presented in a talk at Lattice 2022 by Andreas Athenodorou. The analysis is based on Julian Lenz's LimeSurvey CSV parser. The survey results are included in survey-results-redacted.csv. The survey structure is included in survey-structure.lss. Further details of the structure of the data, setup, see the included README.md file. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2022 |
| Provided To Others? | Yes |
| Impact | These data underpinned a conference talk and a conference poster, as well as significantly informing the further development of this project. |
| URL | https://zenodo.org/record/6980070 |
| Title | Symplectic lattice gauge theories on Grid: approaching the conformal window---data release |
| Description | This is the data release relative to the paper "Symplectic lattice gauge theories on Grid: approaching the conformal window" (arXiv:2306.11649). It contains pre-analysed data that can be plotted, and raw data that can be analysed and plotted through the analysis code in doi:10.5281/zenodo.8136514. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | These data enabled the publication "Symplectic lattice gauge theorem on Grid: approaching the conformal window" (arXiv:2306.11649). |
| URL | https://zenodo.org/record/8136452 |
| Title | Analysis and visualisation code for "Magnetic catalysis in the (2+1)-dimensional Gross-Neveu model" |
| Description | We study the Gross-Neveu model in 2 + 1 dimensions in an external magnetic field B. We first summarize known mean-field results, obtained in the limit of large flavor number N f , before presenting lattice results using the overlap discretization to study one reducible fermion flavor, N f = 1. Our findings indicate that the magnetic catalysis phenomenon, i.e., an increase of the chiral condensate with the magnetic field, persists beyond the mean-field limit for temperatures below the chiral phase transition and that the critical temperature grows with increasing magnetic field. This is in contrast to the situation in QCD, where the broken phase shrinks with increasing B while the condensate exhibits a non-monotonic B-dependence close to the chiral crossover, and we comment on this discrepancy. We do not find any trace of inhomogeneous phases induced by the magnetic field. If you use this software, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2302.05279 (or better the not-yet-existing published version) |
| Type Of Technology | Software |
| Year Produced | 2023 |
| Impact | Enables the results presented in "Magnetic catalysis in the (2+1)-dimensional Gross-Neveu model", enables others to reproduce these findings, and allows others to fully understand the exact process carried out to obtain the results. |
| URL | https://zenodo.org/record/7627842 |
| Title | Analysis and visualisation code for "Magnetic catalysis in the (2+1)-dimensional Gross-Neveu model" |
| Description | We study the Gross-Neveu model in 2 + 1 dimensions in an external magnetic field B. We first summarize known mean-field results, obtained in the limit of large flavor number N f , before presenting lattice results using the overlap discretization to study one reducible fermion flavor, N f = 1. Our findings indicate that the magnetic catalysis phenomenon, i.e., an increase of the chiral condensate with the magnetic field, persists beyond the mean-field limit for temperatures below the chiral phase transition and that the critical temperature grows with increasing magnetic field. This is in contrast to the situation in QCD, where the broken phase shrinks with increasing B while the condensate exhibits a non-monotonic B-dependence close to the chiral crossover, and we comment on this discrepancy. We do not find any trace of inhomogeneous phases induced by the magnetic field. If you use this software, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2302.05279 (or better the not-yet-existing published version) |
| Type Of Technology | Software |
| Year Produced | 2023 |
| Impact | This workflow enabled the publication "Magnetic catalysis in the (2+1)-dimensional Gross-Neveu model" |
| URL | https://zenodo.org/record/7627841 |
| Title | Analysis and visualisation code for "The magnetized (2+1)-dimensional Gross-Neveu model at finite density" |
| Description | We perform a lattice study of the (2+1)-dimensional Gross-Neveu model in a background magnetic field B and at non-zero chemical potential µ. The complex-action problem arising in our simulations using overlap fermions is under control. For B=0 we observe a first-order phase transition in µ even at non-vanishing temperatures. Our main finding, however, is that the rich phase structure found in the limit of infinite flavor number Nf is washed out by the fluctuations present at Nf=1. We find no evidence for inverse magnetic catalysis, i.e., the decrease of the order parameter of chiral symmetry breaking with B for µ close to the chiral phase transition. Instead, the magnetic field tends to enhance the breakdown of chiral symmetry for all values of µ below the transition. Moreover, we find no trace of spatial inhomogeneities in the order parameter. We briefly comment on the potential relevance of our results for QCD. If you use this software, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2304.14812 (or better the not-yet-existing published version) |
| Type Of Technology | Software |
| Year Produced | 2023 |
| Impact | This workflow enabled the publication "The magnetized (2+1)-dimensional Gross-Neveu model at finite density" |
| URL | https://zenodo.org/record/8201672 |
| Title | Analysis and visualisation code for "The magnetized (2+1)-dimensional Gross-Neveu model at finite density" |
| Description | We perform a lattice study of the (2+1)-dimensional Gross-Neveu model in a background magnetic field B and at non-zero chemical potential µ. The complex-action problem arising in our simulations using overlap fermions is under control. For B=0 we observe a first-order phase transition in µ even at non-vanishing temperatures. Our main finding, however, is that the rich phase structure found in the limit of infinite flavor number Nf is washed out by the fluctuations present at Nf=1. We find no evidence for inverse magnetic catalysis, i.e., the decrease of the order parameter of chiral symmetry breaking with B for µ close to the chiral phase transition. Instead, the magnetic field tends to enhance the breakdown of chiral symmetry for all values of µ below the transition. Moreover, we find no trace of spatial inhomogeneities in the order parameter. We briefly comment on the potential relevance of our results for QCD. If you use this software, please cite the corresponding paper: https://doi.org/10.48550/arXiv.2304.14812 (or better the not-yet-existing published version) |
| Type Of Technology | Software |
| Year Produced | 2023 |
| Impact | Enables the results presented in "The magnetized (2+1)-dimensional Gross-Neveu model at finite density", enables others to reproduce these findings, and allows others to fully understand the exact process carried out to obtain the results. |
| URL | https://zenodo.org/record/8201673 |
| Title | Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory---Code release |
| Description | This release contains the analysis workflow used to prepare the publication Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory, which is a Python code for performing the analysis and generating the plots and tables is uploaded to the GitHub repository: Data_release_Sp4_CB. See the README for details on running the code. It uses data from the corresponding data release on Zenodo. |
| Type Of Technology | Software |
| Year Produced | 2024 |
| Impact | Enables the results presented in "Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory", enables others to reproduce these findings, and allows others to fully understand the exact process carried out to obtain the results. |
| URL | https://zenodo.org/doi/10.5281/zenodo.10929539 |
| Title | Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory---Code release |
| Description | This release contains the analysis workflow used to prepare the publication Lattice investigations of the chimera baryon spectrum in the Sp(4) gauge theory, which is a Python code for performing the analysis and generating the plots and tables is uploaded to the GitHub repository: Data_release_Sp4_CB. See the README for details on running the code. It uses data from the corresponding data release on Zenodo. |
| Type Of Technology | Software |
| Year Produced | 2024 |
| Open Source License? | Yes |
| URL | https://zenodo.org/doi/10.5281/zenodo.10929538 |
| Title | On the spectrum of mesons in quenched Sp(2N) gauge theories---Analysis workflow |
| Description | This repository contains the analysis code used to prepare the plots and tables included in On the spectrum of mesons in quenched Sp(2N) gauge theories. Full details on requirements and how to run the workflow can be found in the file README.md. |
| Type Of Technology | Software |
| Year Produced | 2024 |
| Impact | Enables the results presented in "On the spectrum of mesons in quenched Sp(2N) gauge theories", enables others to reproduce these findings, and allows others to fully understand the exact process carried out to obtain the results. |
| URL | https://zenodo.org/doi/10.5281/zenodo.10932408 |
| Title | Optimisation of Dynesty software |
| Description | Dynesty is a library underpinning the Parallel Bilby application used by the LIGO Scientific Collaboration. It was identified as being a performance bottleneck in the parallelised code, and so work has been undertaken to reduce the time spent in serial portions of this code. |
| Type Of Technology | New/Improved Technique/Technology |
| Year Produced | 2022 |
| Open Source License? | Yes |
| Impact | Significant reduction in execution time of hot serialised functions. |
| Title | Optimisation of Grid code |
| Description | Grid is a toolkit for performing computations in lattice field theory that can be run on most high-performance computing architectures. One aspect of this computation was optimised resulting in an up to 20% reduction in execution time. |
| Type Of Technology | New/Improved Technique/Technology |
| Year Produced | 2021 |
| Open Source License? | Yes |
| Impact | N/A |
| URL | https://github.com/edbennett/Grid_epcc/tree/accelerate-setcheckerboard |
| Title | Sp(2N) Yang-Mills theories on the lattice: scale setting and topology-analysis workflow |
| Description | Sp(2N) Yang-Mills theories on the lattice: scale setting and topology-analysis workflow This repository contains the analysis code used to prepare the plots and tables included in Topological susceptibility in Yang-Mills theories and Sp(2N) Yang-Mills theories on the lattice: scale setting and topology. Further details are given in the file README.md. |
| Type Of Technology | Software |
| Year Produced | 2022 |
| Impact | Enables the results presented in "Sp(2N) Yang-Mills theories on the lattice: scale setting and topology-analysis workflow", enables others to reproduce these findings, and allows others to fully understand the exact process carried out to obtain the results. |
| URL | https://zenodo.org/record/6685967 |
| Title | Sp(2N) Yang-Mills theories on the lattice: scale setting and topology-analysis workflow |
| Description | This repository contains the analysis code used to prepare the plots and tables included in Topological susceptibility in Yang-Mills theories and Sp(2N) Yang-Mills theories on the lattice: scale setting and topology. Further details are given in the file README.md. Version history: v1.1.0 This version; updates plots in response to referee's comments v1.0.0 Initial version as submitted to PRD |
| Type Of Technology | Software |
| Year Produced | 2022 |
| Impact | This workflow enabled the publication "Sp(2N) Yang-Mills theories on the lattice: scale setting and topology" |
| URL | https://zenodo.org/record/6685966 |
| Title | Sp(2N) Yang-Mills theories on the lattice: scale setting and topology-analysis workflow |
| Description | This repository contains the analysis code used to prepare the plots and tables included in Topological susceptibility in Yang-Mills theories and Sp(2N) Yang-Mills theories on the lattice: scale setting and topology. Further details are given in the file README.md. Version history: v1.1.0 This version; updates plots in response to referee's comments v1.0.0 Initial version as submitted to PRD |
| Type Of Technology | Software |
| Year Produced | 2022 |
| Impact | Enables the results presented in "Topological susceptibility in Yang-Mills theories and Sp(2N) Yang-Mills theories on the lattice: scale setting and topology", enables others to reproduce these findings, and allows others to fully understand the exact process carried out to obtain the results. |
| URL | https://zenodo.org/record/7260975 |
| Title | Symplectic lattice gauge theories on Grid: approaching the conformal window-analysis code |
| Description | This is the analysis code that has been used to analyse and plot the data for the paper 'Symplectic lattice gauge theories on Grid: approaching the conformal window' (arXiv:2306.11649). |
| Type Of Technology | Software |
| Year Produced | 2023 |
| Impact | Enables the results presented in "Symplectic lattice gauge theories on Grid: approaching the conformal window", enables others to reproduce these findings, and allows others to fully understand the exact process carried out to obtain the results. |
| URL | https://zenodo.org/record/8136514 |
| Title | Symplectic lattice gauge theories on Grid: approaching the conformal window-analysis code |
| Description | This is the analysis code that has been used to analyse and plot the data for the paper 'Symplectic lattice gauge theories on Grid: approaching the conformal window' (arXiv:2306.11649). |
| Type Of Technology | Software |
| Year Produced | 2023 |
| Impact | This workflow enabled the publication "Symplectic lattice gauge theories on Grid: approaching the conformal window" |
| URL | https://zenodo.org/record/8136513 |
| Description | DiRAC Federation Project 2 workshops |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Professional Practitioners |
| Results and Impact | As part of the DiRAC Federation Project 2, a hackathon and ideation workshop were organised to understand the future requirements of large-scale computing in STFC-funded research. Each had around 30 attendees; outputs include research performed by new communities using DiRAC resources, and a report on the outcomes of discussions and recommendations for future development in this space. |
| Year(s) Of Engagement Activity | 2023 |
| Description | DiRAC Federation Project workshops |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Other audiences |
| Results and Impact | Met with 20-30 experienced researchers in science enabled by high-performance computing to identify opportunities for collaboration on future UKRI-led science-specific HPC procurements. |
| Year(s) Of Engagement Activity | 2022 |
| Description | Invited talk at Maynooth University |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Postgraduate students |
| Results and Impact | Invited talk on open science and reproducibility given at Maynooth University research week. Audience was primarily academics and postgraduate research students. Significant questions and discussion followed. |
| Year(s) Of Engagement Activity | 2023 |
| URL | http://edbennett.github.io/maynooth-talk-20221024/ |
| Description | Invited talk at the University of Plymouth |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Other audiences |
| Results and Impact | An invited talk was given on the topic of reproducibility and open science to the physics department at the University of Plymouth. This sparked questions and discussion around how attendees could deploy the tools and techniques presented in their own work. |
| Year(s) Of Engagement Activity | 2024 |
