Research on Thermal Error Modeling of Motorized Spindle Based on BP Neural Network Optimized by Beetle Antennae Search Algorithm
نویسندگان
چکیده
High-speed motorized spindle heating will produce thermal error, which is an important factor affecting the machining accuracy of machine tools. The error model high-speed spindles can compensate for and improve effectively. In order to confirm high precision model, Beetle antennae search algorithm (BAS) proposed optimize prediction based on BP neural network. Through characteristic experiment, A02 used as research object obtain temperature axial drift data at different speeds. Using fuzzy clustering grey relational analysis screen temperature-sensitive points. weights thresholds Finally, BAS-BP established. Compared with GA-BP models, results show that has higher than models Therefore, suitable compensation error.
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ژورنال
عنوان ژورنال: Machines
سال: 2021
ISSN: ['2075-1702']
DOI: https://doi.org/10.3390/machines9110286