Research Data Leeds Repository

Dataset to accompany "Data-driven discovery of the equations of turbulent convection"

Citation

Wareing, Christopher J. and Roy, Alasdair M. and Golden, Matthew and Grigoriev, Roman and Tobias, Steven M. (2024) Dataset to accompany "Data-driven discovery of the equations of turbulent convection". University of Leeds. [Dataset] https://doi.org/10.5518/1577¹

Dataset description

This repository presents the means to reproduce all the data and analyses in the paper "Data-driven derivation of the properties of turbulent convection". Specifically, that includes Dedalus v3.0 scripts, SINDy scripts (and the SINDy implementation used) and SPIDER scripts (and the SPIDER library used).

Additional information:	31/10/2024 - this dataset is associated with a paper undergoing peer review and may be subject to change. Any changes will be noted and dated in this field. 29/4/2025 - title changed from ""Data-driven derivation of the properties of turbulent convection"" to "Data-driven discovery of the equations of turbulent convection" File Figure8.zip added 06/05/2025 SPIDERScripts.zip and SINDyScripts.zip updated 06/05/2025
Divisions:	Faculty of Engineering and Physical Sciences > School of Mathematics2 Faculty of Engineering and Physical Sciences > School of Physics and Astronomy3
Related resources:	Location Type https://doi.org/10.48550/arXiv.2505.101094 Publication
License:	Creative Commons Attribution 4.0 International (CC BY 4.0)
Date deposited:	31 Oct 2024 15:48
URI:	https://archive.researchdata.leeds.ac.uk/id/eprint/13395
Additional details Additional details Creators or authors: Creators ORCID Other ID Email Primary affiliation Primary affiliation ID Primary affiliation ID type Secondary affiliation Secondary affiliation ID Secondary affiliation ID type Wareing, Christopher J. https://orcid.org/0000-0001-9641-08616 University of Leeds https://ror.org/024mrxd33 ror Roy, Alasdair M. https://orcid.org/0009-0005-8208-64707 University of Leeds https://ror.org/024mrxd33 ror Golden, Matthew https://orcid.org/0000-0002-3788-54858 Georgia Institute of Technology https://ror.org/01zkghx44 ror Grigoriev, Roman https://orcid.org/0000-0001-6220-47019 Georgia Institute of Technology https://ror.org/01zkghx44 ror Tobias, Steven M. https://orcid.org/0000-0003-0205-771610 University of Leeds https://ror.org/024mrxd33 ror Type of data: Dataset Research funders: EU Publication date: 2024 Resource language: English Metadata language: English Publisher: University of Leeds Last Modified: 05 Jun 2025 08:43

Files

Documentation

README_Wareingetal_2024 [3kB] 11 README_Wareingetal_2024 [3kB] 12 README_Wareingetal_2024 [3kB] 13 Security: Anyone File name: README_Wareingetal_2024.txt14 Content type: Documentation Description: Overview Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 3kB

Figure1-README [1kB] 15 Figure1-README [1kB] 16 Figure1-README [1kB] 17 Security: Anyone File name: Figure1-README.txt18 Content type: Documentation Description: Figure 1 instructions Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 1kB

Figure2-README [1kB] 19 Figure2-README [1kB] 20 Figure2-README [1kB] 21 Security: Anyone File name: Figure2-README.txt22 Content type: Documentation Description: Figure 2 instructions Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 1kB

Figure3-README [696B] 23 Figure3-README [696B] 24 Figure3-README [696B] 25 Security: Anyone File name: Figure3-README.txt26 Content type: Documentation Description: Figure 3 instructions Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 696B

Figure4-README [698B] 27 Figure4-README [698B] 28 Figure4-README [698B] 29 Security: Anyone File name: Figure4-README.txt30 Content type: Documentation Description: Figure 4 instructions Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 698B

Figure5-README [1kB] 31 Figure5-README [1kB] 32 Figure5-README [1kB] 33 Security: Anyone File name: Figure5-README.txt34 Content type: Documentation Description: Figure 5 instructions Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 1kB

Figure6-README [1kB] 35 Figure6-README [1kB] 36 Figure6-README [1kB] 37 Security: Anyone File name: Figure6-README.txt38 Content type: Documentation Description: Figure 6 instructions Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 1kB

Figure7-README [725B] 39 Figure7-README [725B] 40 Figure7-README [725B] 41 Security: Anyone File name: Figure7-README.txt42 Content type: Documentation Description: Figure 7 instructions Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 725B

Table1-README [192B] 43 Table1-README [192B] 44 Table1-README [192B] 45 Security: Anyone File name: table1-README.txt46 Content type: Documentation Description: Instructions for how to generate Table 1 Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 192B

Table2-README [192B] 47 Table2-README [192B] 48 Table2-README [192B] 49 Security: Anyone File name: table2-README.txt50 Content type: Documentation Description: Instructions for how to generate Table 2 Mime-Type: text/plain License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 192B

Data

Figures-SPIDER [53kB] 51 Figures-SPIDER [53kB] 52 Figures-SPIDER [53kB] 53 Security: Anyone File name: Figures-SPIDER.xlsx54 Content type: Data Description: Raw data for Figures 5, 6 and 7 Mime-Type: application/vnd.openxmlformats-officedocument.spreadsheetml.sheet License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 53kB

Figure 8 [18MB] 55 Figure 8 [18MB] 56 Figure 8 [18MB] 57 Security: Anyone File name: Figure8.zip58 Content type: Data Mime-Type: application/zip License: Creative Commons Attribution 4.0 International (CC BY 4.0) File size: 18MB Note: Added 06/05/2025

Program

Dedalus Scripts [82kB] 59 Dedalus Scripts [82kB] 60 Dedalus Scripts [82kB] 61 Security: Anyone File name: DedalusScripts.zip62 Content type: Program Description: Complete set of Dedalus Scripts Mime-Type: application/zip License: MIT License File size: 82kB

SINDy Scripts [2MB] 63 SINDy Scripts [2MB] 64 SINDy Scripts [2MB] 65 Security: Anyone File name: SINDyScripts.zip66 Content type: Program Description: Complete set of SINDy Scripts and the pySINDy library used Mime-Type: application/zip License: MIT License File size: 2MB

SPIDER Scipts [688kB] 67 SPIDER Scipts [688kB] 68 SPIDER Scipts [688kB] 69 Security: Anyone File name: SPIDERScripts.zip70 Content type: Program Description: Complete set of SPIDER Scripts and library matlab files Mime-Type: application/zip License: MIT License File size: 688kB

• 1. https://doi.org/10.5518/1577
• 2. https://archive.researchdata.leeds.ac.uk/view/divisions/SM/
• 3. https://archive.researchdata.leeds.ac.uk/view/divisions/SPA/
• 4. https://doi.org/10.48550/arXiv.2505.10109
• 5. https://archive.researchdata.leeds.ac.uk/id/eprint/1339
• 6. https://orcid.org/0000-0001-9641-0861
• 7. https://orcid.org/0009-0005-8208-6470
• 8. https://orcid.org/0000-0002-3788-5485
• 9. https://orcid.org/0000-0001-6220-4701
• 10. https://orcid.org/0000-0003-0205-7716
• 11. https://archive.researchdata.leeds.ac.uk/1339/1/README_Wareingetal_2024.txt
• 12. https://archive.researchdata.leeds.ac.uk/1339/1/README_Wareingetal_2024.txt
• 13. https://archive.researchdata.leeds.ac.uk/1339/1/README_Wareingetal_2024.txt
• 14. https://archive.researchdata.leeds.ac.uk/1339/1/README_Wareingetal_2024.txt
• 15. https://archive.researchdata.leeds.ac.uk/1339/2/Figure1-README.txt
• 16. https://archive.researchdata.leeds.ac.uk/1339/2/Figure1-README.txt
• 17. https://archive.researchdata.leeds.ac.uk/1339/2/Figure1-README.txt
• 18. https://archive.researchdata.leeds.ac.uk/1339/2/Figure1-README.txt
• 19. https://archive.researchdata.leeds.ac.uk/1339/3/Figure2-README.txt
• 20. https://archive.researchdata.leeds.ac.uk/1339/3/Figure2-README.txt
• 21. https://archive.researchdata.leeds.ac.uk/1339/3/Figure2-README.txt
• 22. https://archive.researchdata.leeds.ac.uk/1339/3/Figure2-README.txt
• 23. https://archive.researchdata.leeds.ac.uk/1339/4/Figure3-README.txt
• 24. https://archive.researchdata.leeds.ac.uk/1339/4/Figure3-README.txt
• 25. https://archive.researchdata.leeds.ac.uk/1339/4/Figure3-README.txt
• 26. https://archive.researchdata.leeds.ac.uk/1339/4/Figure3-README.txt
• 27. https://archive.researchdata.leeds.ac.uk/1339/5/Figure4-README.txt
• 28. https://archive.researchdata.leeds.ac.uk/1339/5/Figure4-README.txt
• 29. https://archive.researchdata.leeds.ac.uk/1339/5/Figure4-README.txt
• 30. https://archive.researchdata.leeds.ac.uk/1339/5/Figure4-README.txt
• 31. https://archive.researchdata.leeds.ac.uk/1339/6/Figure5-README.txt
• 32. https://archive.researchdata.leeds.ac.uk/1339/6/Figure5-README.txt
• 33. https://archive.researchdata.leeds.ac.uk/1339/6/Figure5-README.txt
• 34. https://archive.researchdata.leeds.ac.uk/1339/6/Figure5-README.txt
• 35. https://archive.researchdata.leeds.ac.uk/1339/7/Figure6-README.txt
• 36. https://archive.researchdata.leeds.ac.uk/1339/7/Figure6-README.txt
• 37. https://archive.researchdata.leeds.ac.uk/1339/7/Figure6-README.txt
• 38. https://archive.researchdata.leeds.ac.uk/1339/7/Figure6-README.txt
• 39. https://archive.researchdata.leeds.ac.uk/1339/8/Figure7-README.txt
• 40. https://archive.researchdata.leeds.ac.uk/1339/8/Figure7-README.txt
• 41. https://archive.researchdata.leeds.ac.uk/1339/8/Figure7-README.txt
• 42. https://archive.researchdata.leeds.ac.uk/1339/8/Figure7-README.txt
• 43. https://archive.researchdata.leeds.ac.uk/1339/10/table1-README.txt
• 44. https://archive.researchdata.leeds.ac.uk/1339/10/table1-README.txt
• 45. https://archive.researchdata.leeds.ac.uk/1339/10/table1-README.txt
• 46. https://archive.researchdata.leeds.ac.uk/1339/10/table1-README.txt
• 47. https://archive.researchdata.leeds.ac.uk/1339/11/table2-README.txt
• 48. https://archive.researchdata.leeds.ac.uk/1339/11/table2-README.txt
• 49. https://archive.researchdata.leeds.ac.uk/1339/11/table2-README.txt
• 50. https://archive.researchdata.leeds.ac.uk/1339/11/table2-README.txt
• 51. https://archive.researchdata.leeds.ac.uk/1339/9/Figures-SPIDER.xlsx
• 52. https://archive.researchdata.leeds.ac.uk/1339/9/Figures-SPIDER.xlsx
• 53. https://archive.researchdata.leeds.ac.uk/1339/9/Figures-SPIDER.xlsx
• 54. https://archive.researchdata.leeds.ac.uk/1339/9/Figures-SPIDER.xlsx
• 55. https://archive.researchdata.leeds.ac.uk/1339/25/Figure8.zip
• 56. https://archive.researchdata.leeds.ac.uk/1339/25/Figure8.zip
• 57. https://archive.researchdata.leeds.ac.uk/1339/25/Figure8.zip
• 58. https://archive.researchdata.leeds.ac.uk/1339/25/Figure8.zip
• 59. https://archive.researchdata.leeds.ac.uk/1339/12/DedalusScripts.zip
• 60. https://archive.researchdata.leeds.ac.uk/1339/12/DedalusScripts.zip
• 61. https://archive.researchdata.leeds.ac.uk/1339/12/DedalusScripts.zip
• 62. https://archive.researchdata.leeds.ac.uk/1339/12/DedalusScripts.zip
• 63. https://archive.researchdata.leeds.ac.uk/1339/13/SINDyScripts.zip
• 64. https://archive.researchdata.leeds.ac.uk/1339/13/SINDyScripts.zip
• 65. https://archive.researchdata.leeds.ac.uk/1339/13/SINDyScripts.zip
• 66. https://archive.researchdata.leeds.ac.uk/1339/13/SINDyScripts.zip
• 67. https://archive.researchdata.leeds.ac.uk/1339/14/SPIDERScripts.zip
• 68. https://archive.researchdata.leeds.ac.uk/1339/14/SPIDERScripts.zip
• 69. https://archive.researchdata.leeds.ac.uk/1339/14/SPIDERScripts.zip
• 70. https://archive.researchdata.leeds.ac.uk/1339/14/SPIDERScripts.zip