{"id":17633118,"url":"https://github.com/mikhailmints/aerosolactivationemulation","last_synced_at":"2025-03-30T03:34:24.707Z","repository":{"id":179769196,"uuid":"663622520","full_name":"mikhailmints/AerosolActivationEmulation","owner":"mikhailmints","description":null,"archived":false,"fork":false,"pushed_at":"2023-09-04T01:40:22.000Z","size":202145,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-05T05:45:18.405Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mikhailmints.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-07-07T18:17:38.000Z","updated_at":"2024-11-03T00:45:01.000Z","dependencies_parsed_at":"2024-10-23T10:18:10.208Z","dependency_job_id":null,"html_url":"https://github.com/mikhailmints/AerosolActivationEmulation","commit_stats":null,"previous_names":["mikhailmints/aerosolactivationemulation"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikhailmints%2FAerosolActivationEmulation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikhailmints%2FAerosolActivationEmulation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikhailmints%2FAerosolActivationEmulation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikhailmints%2FAerosolActivationEmulation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mikhailmints","download_url":"https://codeload.github.com/mikhailmints/AerosolActivationEmulation/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246273536,"owners_count":20750904,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-10-23T01:47:28.953Z","updated_at":"2025-03-30T03:34:24.686Z","avatar_url":"https://github.com/mikhailmints.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"This repository contains code for generating datasets of parcel model runs using [PySDM](https://github.com/open-atmos/PySDM), and using them to train machine learning emulators of aerosol activation, using approaches based on the work of [Silva et al.](https://doi.org/10.5194/gmd-14-3067-2021)\n\nTo generate a dataset on Caltech's HPC cluster, run the following:\n```bash\nsbatch generate_parcel_data.sh [dataset_name] [num_simulations] [num_modes]\n```\nAnd then to see the output logs displayed,\n```bash\ntail -f slurm.out\n```\nFor instance,\n```bash\nsbatch generate_parcel_data.sh my_2modal_dataset 20000 2\n```\nwill perform 20000 runs of simulations with 2-modal aerosol populations, creating the files `datasets/my_2modal_dataset_train.csv`, `datasets/my_2modal_dataset_test.csv`, and `datasets/my_2modal_dataset_fail.csv` - which are the generated train dataset, test dataset, and initial conditions of the runs that failed (due to a condensation solver failure or timeout).\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmikhailmints%2Faerosolactivationemulation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmikhailmints%2Faerosolactivationemulation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmikhailmints%2Faerosolactivationemulation/lists"}