{"id":13584448,"url":"https://github.com/klemenjak/SynD","last_synced_at":"2025-04-07T01:32:26.610Z","repository":{"id":129032574,"uuid":"218721000","full_name":"klemenjak/SynD","owner":"klemenjak","description":"A Synthetic Energy Consumption Dataset for Non-Intrusive Load Monitoring","archived":false,"fork":false,"pushed_at":"2020-04-07T07:56:48.000Z","size":159,"stargazers_count":24,"open_issues_count":0,"forks_count":8,"subscribers_count":5,"default_branch":"master","last_synced_at":"2024-05-21T22:14:56.249Z","etag":null,"topics":["datasets","datasets-simulation","energy-consumption","energy-disaggregation","nilm","nilmtk","non-intrusive-load-monitoring"],"latest_commit_sha":null,"homepage":"","language":null,"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/klemenjak.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}},"created_at":"2019-10-31T08:42:03.000Z","updated_at":"2024-02-06T07:22:33.000Z","dependencies_parsed_at":"2023-09-22T07:26:03.452Z","dependency_job_id":null,"html_url":"https://github.com/klemenjak/SynD","commit_stats":{"total_commits":11,"total_committers":2,"mean_commits":5.5,"dds":"0.36363636363636365","last_synced_commit":"a1a0cf7668fb24ce77cc0188ccdd502baf056cf9"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/klemenjak%2FSynD","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/klemenjak%2FSynD/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/klemenjak%2FSynD/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/klemenjak%2FSynD/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/klemenjak","download_url":"https://codeload.github.com/klemenjak/SynD/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247578149,"owners_count":20961230,"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":["datasets","datasets-simulation","energy-consumption","energy-disaggregation","nilm","nilmtk","non-intrusive-load-monitoring"],"created_at":"2024-08-01T15:04:15.554Z","updated_at":"2025-04-07T01:32:25.606Z","avatar_url":"https://github.com/klemenjak.png","language":null,"funding_links":[],"categories":["Others"],"sub_categories":[],"readme":"# A Synthetic Energy Consumption Dataset for NILM\n\nWith the roll-out of smart meters, the importance of effective non-intrusive load monitoring (NILM) techniques has risen rapidly. NILM\nestimates the power consumption of individual devices given their aggregate consumption. In this way, the combined consumption must only be\nmonitored at a single, central point in the household, providing various\nadvantages such as reduced cost for metering equipment.\n\nAs related Machine Learning problems, research and development requires a sufficient amount of data to train and validate new approaches. As a viable alternative to collecting datasets in buildings during expensive and time-consuming measurement campaigns, the idea of generating synthetic datasets for NILM gain momentum recently.\n\n| Aspect       |   Fact about SynD        |\n| ------------- |:-------------:|\n| Number of Appliances      | 21 |\n| Duration     | 180      |  \n| Sampling Rate | 5 Hz    |\n| Scope | residential NILM   |\n| Compatible to NILMTK? |  Yes   |\n| Where can I learn more about SynD? |  [Read the paper here.](https://www.nature.com/articles/s41597-020-0434-6)   |\n| Is SynD public? | [Download SynD here.](https://springernature.figshare.com/collections/SynD_A_Synthetic_Energy_Dataset_for_Non-Intrusive_Load_Monitoring_in_Households/4716179)|\n\nWith SynD, we introduce a synthetic energy dataset with focus on residential buildings. We release 180 days of synthetic power data on aggregate level (i.e. mains) and individual appliances. SynD is the result of a custom simulation process that relies on power traces of real household appliances.\n\n![One day in SynD for six appliances](img/github.png)\n\n## Usage Notes\n\nWe provide supplemental material for new NILMTK users. Please report any bugs in the provided material or the dataset!\n\n* [Exploring SynD with NILMTK](examples/synd_exploration.ipynb)\n\n* [Simple Disaggregation Example using NILMTK](examples/simple_disaggregation.ipynb)\n\n* More notes are about to follow!\n\n## Stay updated!\n\n* Follow Christoph Klemenjak on [Twitter](https://twitter.com/CKlemenjak) or read latest [Blog Posts](https://klemenjak.github.io/)\n* Follow Wilfried Elmenreich on [Twitter](https://twitter.com/elmenreich) or connect via [LinkedIn](https://www.linkedin.com/in/wilfriedelmenreich/)\n\n## History\n\n* April 2020: SynD goes public!\n* October 2019: Repository goes live!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fklemenjak%2FSynD","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fklemenjak%2FSynD","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fklemenjak%2FSynD/lists"}