CNC machining data repository: Geometry, NC code & high-frequency energy consumption data for aluminum and plastic
Markus Brillinger1, Muaaz Abdul Hadi1, Stefan Trabesinger1,2
1Pro2Future GmbH, Sandgasse 34, Graz 8010, Austria.
Data in Brief
|July 18, 2025
Summary
This study introduces a new CNC machining dataset with geometry, NC code, and energy data. This resource aids smart manufacturing research in optimizing processes and energy efficiency.
Area of Science:
- Manufacturing Engineering
- Data Science
- Machine Learning
Background:
- High-quality datasets are crucial for advancing machine learning and optimizing manufacturing processes.
- Data-driven approaches are increasingly vital for improving energy efficiency and predictive maintenance in manufacturing.
Purpose of the Study:
- To introduce a comprehensive CNC machining data repository.
- To provide researchers and engineers with valuable data for manufacturing analytics and smart manufacturing applications.
Main Methods:
- The dataset comprises three key categories: product geometry, NC code, and high-frequency energy consumption data.
- The data was collected from CNC machining operations.
Main Results:
- The repository integrates diverse data types essential for advanced manufacturing analytics.
- This dataset enables the analysis of energy consumption patterns during machining.
Conclusions:
- The public availability of this dataset will accelerate the development of data-driven solutions in smart manufacturing.
- This resource facilitates benchmarking and the enhancement of digital twin models with real-world machining data.
Related Concept Videos
01:20Plastic Deformation in Circular Shafts
233
When materials are subjected to forces that surpass their yield strength, they undergo a process known as plastic deformation. This results in a permanent alteration or strain in their structure. This concept can be specifically applied to circular shafts, where the deformation leads to a change in its shape. The precise evaluation of this plastic deformation requires understanding the stress distribution within the circular shaft, which is achieved by calculating the maximum shearing stress in...
233
01:14Mechanical Efficiency of Real Machines
868
The mechanical efficiency of a machine is a fundamental concept that describes how effectively a machine can convert input work into output work. According to this concept, the efficiency of a machine is equal to the ratio of the output work to the input work. An ideal machine, meaning a machine that has no energy losses, has an efficiency of one. This implies that the input work and the output work are equal.
However, in reality, no machine can be truly ideal, and all of them experience some...
However, in reality, no machine can be truly ideal, and all of them experience some...
868
01:19Net Torque Calculations
9.7K
When a mechanic tries to remove a hex nut with a wrench, it is easier if the force is applied at the farthest end of the wrench handle. The lever arm is the distance from the pivot point (the hex nut in this case) to the person’s hand. If this distance is large, the torque is higher. Only the component of the force perpendicular to the lever arm contributes to the torque. Therefore, pushing the wrench perpendicular to the lever arm is more advantageous. If multiple people apply force to...
9.7K