Manufacturing is a crucial industry that has a significant impact on the global economy. To keep up with the constantly evolving market demands, the industry relies on advanced technologies and data analysis. In this article, we will be exploring the 10 best datasets for manufacturing in 2023, which will help companies stay ahead of the curve and achieve their goals.
Dataset Name | Size | Download Link | Description |
---|---|---|---|
Quality Prediction in a Manufacturing Process | 900 records | https://archive.ics.uci.edu/ml/datasets/Quality+Prediction+in+a+Manufacturing+Process | This dataset includes information on quality measurements for a manufacturing process, including sensor readings and product measurements. |
Steel Plates Faults | 1941 records | https://archive.ics.uci.edu/ml/datasets/Steel+Plates+Faults | This dataset includes information on steel plates and their potential faults, including surface and edge faults, rolls, and bulges. |
Machine Maintenance | 41,000 records | https://www.kaggle.com/sulianova/machine-maintenance | This dataset includes information on machine maintenance for a manufacturing plant, including failure data and maintenance records. |
Electric Motor Temperature | 97 records | https://archive.ics.uci.edu/ml/datasets/Electric+Motor+Temperature | This dataset includes information on electric motor temperature readings and the corresponding system settings and environmental conditions. |
Condition Monitoring of Hydraulic Systems | 754 records | https://archive.ics.uci.edu/ml/datasets/Condition+Monitoring+of+Hydraulic+Systems | This dataset includes information on the condition monitoring of hydraulic systems, including sensor readings and operating conditions. |
Predictive Maintenance of Air Compressors | 4000 records | https://data.mendeley.com/datasets/f3t3fd3cgv/1 | This dataset includes information on air compressor maintenance and includes failure data, sensor readings, and operating conditions. |
The Machine Learning Competition for Predictive Maintenance | 10,000 records | https://ti.arc.nasa.gov/tech/dash/groups/pcoe/prognostic-data-repository/ | This dataset includes information on machine maintenance, including sensor readings, maintenance data, and machine information. |
Predictive Maintenance of Wind Turbines | 10000 records | https://github.com/numenta/NAB/tree/master/data/realTweets/wind_turbine | This dataset includes information on wind turbine maintenance and includes sensor readings, wind speed, and other environmental factors. |
Energy Efficiency in Building | 768 records | https://archive.ics.uci.edu/ml/datasets/Energy+efficiency | This dataset includes information on energy efficiency for buildings, including heating and cooling load data. |
Equipment Failure | 700 records | https://archive.ics.uci.edu/ml/datasets/Equipment+Failure | This dataset includes information on equipment failures for a manufacturing plant, including equipment type and failure data. |