2019
DOI: 10.1016/j.precisioneng.2019.07.011
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Piecewise compensation of thermal errors of a ball screw driven CNC axis

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Cited by 37 publications
(15 citation statements)
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“…According to Ramesh et al [ 18 , 19 ], the thermal factors account for 40–70% of the total dimensional and shape errors in machine tools. Much scientific research has been performed to analyze, model, and compensate the influence of thermal positioning error in manually or computer-numerical-control (CNC) machines [ 20 , 21 , 22 , 23 , 24 , 25 , 26 , 27 , 28 ]. The majority of this research analyzes only the machine tool structure, considering that the used measurement system is not the source of the error by itself [ 29 ].…”
Section: Introductionmentioning
confidence: 99%
“…According to Ramesh et al [ 18 , 19 ], the thermal factors account for 40–70% of the total dimensional and shape errors in machine tools. Much scientific research has been performed to analyze, model, and compensate the influence of thermal positioning error in manually or computer-numerical-control (CNC) machines [ 20 , 21 , 22 , 23 , 24 , 25 , 26 , 27 , 28 ]. The majority of this research analyzes only the machine tool structure, considering that the used measurement system is not the source of the error by itself [ 29 ].…”
Section: Introductionmentioning
confidence: 99%
“…For this method, the temperature sensitive point must be determined and establish the mathematical model between the temperature sensitive point and the thermal error. The way to find temperature sensitive point include cluster analysis [6], Lasso [7], fuzzy c-means clustering [8], correlation analysis [9], Gaussian integration method [10], etc. The related modeling methods include Elman neural network [11], adaptive support vector machine [12], dynamic model [13], etc.…”
Section: Introductionmentioning
confidence: 99%
“…JacekZapłata calculated the heat output of nuts and bearings at different speed, then found the mapping relation between heat sources and speed. At last, the change rules of thermal characteristic parameters at different speed was obtained [15]. Liu Kuo proposed the heat value and heat conduction coefficient of the nut through optimization theory, then input these parameters into DBN model to evaluate the reliability of thermal error parameters [16].…”
Section: Introductionmentioning
confidence: 99%
“…For many companies, the cost of hiring a qualified operator is too high and the time needed for training is too long. Therefore, the control systems of machine tools are extended with operator support systems, such as: compensation of temperature errors of ball screws [ 14 ] or 3D (three-dimensional) scanning vision system for positioning the workpiece [ 15 ]. More extensive CNC systems have additional built-in options, which include extensive graphical interfaces to facilitate the generation and analysis of G-code i.e., Siemens: Shopturn/ShopMill, Fanuc: Manual Guide.…”
Section: Introductionmentioning
confidence: 99%