TW200617800A - The hierarchy-genetic-algorithm trained artificial neural network thermal error compensation system of CNC machine tools - Google Patents
The hierarchy-genetic-algorithm trained artificial neural network thermal error compensation system of CNC machine toolsInfo
- Publication number
- TW200617800A TW200617800A TW095105042A TW95105042A TW200617800A TW 200617800 A TW200617800 A TW 200617800A TW 095105042 A TW095105042 A TW 095105042A TW 95105042 A TW95105042 A TW 95105042A TW 200617800 A TW200617800 A TW 200617800A
- Authority
- TW
- Taiwan
- Prior art keywords
- thermal error
- hierarchy
- genetic
- artificial neural
- machine tools
- Prior art date
Links
Landscapes
- Numerical Control (AREA)
Abstract
This patent aims to apply the Hierarchy-genetic-algorithm trained artificial neural network and GM(1,N) model of the grey system theory to the design and development of the thermal error compensation system of CNC machine tools. Since the major factor that influences the machining precision is the thermal deformation of machine structure during machining, more and more CNC machine tools maker pay lots of attention on the thermal error compensation technique. To fast and precisely establishing the thermal error model, this patent uses GM(1,N) model to analyze the influence ranking of temperature ascent on the thermal deformation, and Hierarchy-genetic-algorithm trained artificial neural networks (HGANN) to build the thermal error models. Besides, this patent provides a friendly GUI interface with Matlab programming which can effectively reduce the complexity of human manipulation.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW095105042A TW200617800A (en) | 2006-02-15 | 2006-02-15 | The hierarchy-genetic-algorithm trained artificial neural network thermal error compensation system of CNC machine tools |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW095105042A TW200617800A (en) | 2006-02-15 | 2006-02-15 | The hierarchy-genetic-algorithm trained artificial neural network thermal error compensation system of CNC machine tools |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| TW200617800A true TW200617800A (en) | 2006-06-01 |
Family
ID=57808170
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW095105042A TW200617800A (en) | 2006-02-15 | 2006-02-15 | The hierarchy-genetic-algorithm trained artificial neural network thermal error compensation system of CNC machine tools |
Country Status (1)
| Country | Link |
|---|---|
| TW (1) | TW200617800A (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8255075B2 (en) | 2008-12-11 | 2012-08-28 | Industrial Technology Research Institute | Thermal error compensation method for machine tools |
| TWI819578B (en) * | 2022-04-20 | 2023-10-21 | 國立中央大學 | Multi-objective parameters optimization system, method and computer program product thereof |
-
2006
- 2006-02-15 TW TW095105042A patent/TW200617800A/en unknown
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8255075B2 (en) | 2008-12-11 | 2012-08-28 | Industrial Technology Research Institute | Thermal error compensation method for machine tools |
| TWI819578B (en) * | 2022-04-20 | 2023-10-21 | 國立中央大學 | Multi-objective parameters optimization system, method and computer program product thereof |
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