Finite element-integrated neural network framework for spatial modal prediction in machine tool structures
Authors:
- Aman UllahAUAman Ullah
- Tzu-Chi ChanTCTzu-Chi Chan
- Jun-Fa HuangJHJun-Fa Huang
- Shinn-Liang ChangSCShinn-Liang Chang
- 25 September 2025
- journal article
- Published by Elsevier in Engineering Applications of Artificial Intelligence
- Vol. 162
Abstract
No abstract availableFunding Information
- National Science and Technology Council (111-2221-E\u2212150 -024 -MY2)
- National Science and Technology Council (111-2622-E\u2212150 -009)
This publication has 39 references indexed in Scilit:
- Efficient prediction of machine tool position-dependent dynamics based on transfer learning and adaptive samplingCIRP Journal of Manufacturing Science and Technology, 2025
- Machine learning-based parameter identification method for wireless power transfer systemsJournal of Power Electronics, 2022
- Experimental and Numerical Evaluation of Mechanical Properties of 3D-Printed Stainless Steel 316L Lattice StructuresJournal of Materials Engineering and Performance, 2021
- Thermal error modeling based on BiLSTM deep learning for CNC machine toolAdvances in Manufacturing, 2021
- Reliability mesh convergence analysis by introducing expanded control variatesFrontiers of Structural and Civil Engineering, 2020
- Prediction of the position dependent dynamic behavior of a machine tool considering local damping effectsCIRP Journal of Manufacturing Science and Technology, 2019
- A method to obtain the in-process FRF of a machine tool based on operational modal analysis and experiment modal analysisThe International Journal of Advanced Manufacturing Technology, 2017
- Active suppression of structural chatter vibrations using machine drives and accelerometersCIRP Annals, 2015
- Isogeometric analysis of structural vibrationsComputer Methods in Applied Mechanics and Engineering, 2006
- Integrated planning for precision machining of complex surfaces. Part 1: Cutting-path and feedrate optimizationInternational Journal of Machine Tools and Manufacture, 1997