{"id":19398136,"url":"https://github.com/jesperdramsch/complex-cnn-seismic","last_synced_at":"2025-04-24T05:31:27.024Z","repository":{"id":68620539,"uuid":"226117813","full_name":"JesperDramsch/Complex-CNN-Seismic","owner":"JesperDramsch","description":"Code accompanying the paper \"Complex-valued neural networks for machine learning on non-stationary physical data\".","archived":false,"fork":false,"pushed_at":"2020-11-30T22:31:20.000Z","size":3920,"stargazers_count":29,"open_issues_count":3,"forks_count":11,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-04-03T00:24:24.175Z","etag":null,"topics":["complex","complex-numbers","neural-network","seismic"],"latest_commit_sha":null,"homepage":"https://www.sciencedirect.com/science/article/pii/S0098300420306208","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/JesperDramsch.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2019-12-05T14:14:24.000Z","updated_at":"2025-02-20T10:59:34.000Z","dependencies_parsed_at":"2023-06-29T18:15:50.537Z","dependency_job_id":null,"html_url":"https://github.com/JesperDramsch/Complex-CNN-Seismic","commit_stats":{"total_commits":16,"total_committers":1,"mean_commits":16.0,"dds":0.0,"last_synced_commit":"6ada496a33e19357f1be62f7e72671f44df76e8b"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JesperDramsch%2FComplex-CNN-Seismic","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JesperDramsch%2FComplex-CNN-Seismic/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JesperDramsch%2FComplex-CNN-Seismic/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JesperDramsch%2FComplex-CNN-Seismic/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JesperDramsch","download_url":"https://codeload.github.com/JesperDramsch/Complex-CNN-Seismic/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250572328,"owners_count":21452329,"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":["complex","complex-numbers","neural-network","seismic"],"created_at":"2024-11-10T11:04:58.390Z","updated_at":"2025-04-24T05:31:26.518Z","avatar_url":"https://github.com/JesperDramsch.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Complex-CNN-Seismic\nThis repository reproduces \"Complex-valued neural networks for machine learning on non-stationary physical data\".\n\n## Data\nObtained from https://github.com/olivesgatech/facies_classification_benchmark via\n```\n# download the files: \nwget https://zenodo.org/record/3755060/files/data.zip\n# check that the md5 checksum matches: \nopenssl dgst -md5 data.zip # Make sure the result looks like this: MD5(data.zip)= bc5932279831a95c0b244fd765376d85, otherwise the downloaded data.zip is corrupted. \n```\n\nPreparation for training via `src/data_prep.py`.\n\n## Training\nTraining done on GPU cluster using `src/mass_train.py`.\n\n## Prediction\nUse trained models to generate predictions `src/save_predictions.py`.\n\n## Analysis\nNumerical and qualitative analysis generated via `src/explore.py`.\n\n## Citation\nPlease cite the according paper as\n```\n@article{dramsch2020complex,\n  title={Complex-valued neural networks for machine learning on non-stationary physical data},\n  author={Dramsch, Jesper S{\\\"o}ren and L{\\\"u}thje, Mikael and Christensen, Anders Nymark},\n  journal={Computers \\\u0026 Geosciences},\n  pages={104643},\n  year={2020},\n  publisher={Elsevier}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjesperdramsch%2Fcomplex-cnn-seismic","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjesperdramsch%2Fcomplex-cnn-seismic","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjesperdramsch%2Fcomplex-cnn-seismic/lists"}