{"repo":"kokikwbt/predictive-maintenance","free":true,"listed":false,"github":"https://github.com/kokikwbt/predictive-maintenance","clone":"git clone https://github.com/kokikwbt/predictive-maintenance.git","description":"Datasets for Predictive Maintenance","language":"Jupyter Notebook","stars":168,"topics":["ai-engineering","industry-4","machine-learning","predictive-maintenance","remaining-useful-life","anomaly","condition-based-maintenance","survival-analysis","anomaly-detection","time-series"],"license":"MIT","category":"machine-learning","readme_excerpt":"Predictive Maintenance This repository is intended to enable quick access to datasets for predictive maintenance (PM) tasks (under development). The following table summarizes the available features, where the mark \\ on dataset names shows the richness of attributes you may check them up with higher priority. Note that RUL means remaining useful life. Timestamp #Sensor #Alarm RUL License :--- :--: :--: :--: :--: :--- ALPI x 140 CC-BY CBM x 16 3 Other CMAPSS x 26 2-6 x CC0: Public Domain GDD x 5(1) 3 CC-BY-NC-SA GFD x 4 2 CC-BY-SA HydSys x 17 2-4 Other MAPM x 4 5 x Other PPD x 25 x CC-BY-SA UFD 37-52 4 Other Installation - Python=3.7 - pandas=1.1.2 Usage Please put datasets directory into your workspace and import it like: Each dataset class has the following functions: - : Dataset loading specified by 'index'. Please see README.md in each dataset directory for more details. - : PDF file generation for full dataset visualization. Features Run-to-Falure Run-to-Falure data require: - time column - event/cencoring column (categorical) - numerical/categorical feature columns (optional) Notebooks There are Jupyter notebooks for all datasets, which may help interactive data processing and visualization. References Introduction to Predictive Maintenance 1. Wikipedia: https://en.wikipedia.org/wiki/Predictive maintenance 1. Azure AI guide for predictive maintenance solutions: https://docs.microsoft.com/en-us/azure/architecture/data-science-process/predictive-maintenance-playbook 1. Ope","default_branch":null,"files":null,"tree":[],"storefront":"/r/kokikwbt","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/kokikwbt/predictive-maintenance/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}