scispace - formally typeset
Open AccessJournal ArticleDOI

RTCP test axis motion planning for five-axis machine tool dynamic performance using observability optimization based on modified genetic algorithm

Reads0
Chats0
TLDR
In this paper, a modified genetic algorithm is used to select the sensitive rotary axis position and velocity combos; cubic spline interpolation is then used to plan the axis motions based on the sensitive positions and velocities.
Abstract
In the five-axis CNC machining process, the dynamic tracking error due to servo dynamic performance deficiency is a main cause of processing inaccuracy during precise high-speed machining. The rotation tool center point (RTCP) test is commonly used to measure the dynamic performance of five-axis machine tools. The key to the capability of the RTCP test is axis motion planning in the test process. However, the axis motion plans for RTCP tests are usually based on simple motion instruction or engineering experience; the mechanism of the discrepancy between different axis motion plans is unclear. In this study, the axis motion planning process for RTCP dynamic performance tests is analyzed, and a novel axis motion planning method is proposed. The axis motion planning process is directly connected to the mechanism of dynamic tracking error; error observability is used as the index to guide RTCP axis motion planning. A modified genetic algorithm is used to select the sensitive rotary axis position and velocity combos; cubic spline interpolation is used to plan the axis motions based on the sensitive position and velocity combos.

read more

Citations
More filters
Book ChapterDOI

Torque Feedforward Control of the Parallel Spindle Head Feed Axes

TL;DR: In this article , the contour error of the tool center point (TCP) is greatly reduced by the method of dynamic modeling and feedforward, where the servo system of the feed axis is modeled and then the torque feedforward module is designed.
References
More filters
Journal ArticleDOI

A Measuring Artefact for true 3D Machine Testing and Calibration

TL;DR: In this article, a measuring device is introduced that allows fast testing and calibration of machine tools, robots and coordinate measuring machines with three linear movements with a measurement uncertainty of less than 5 urn.
Journal ArticleDOI

Non-contact R-test with laser displacement sensors for error calibration of five-axis machine tools

TL;DR: In this paper, a non-contact R-test with laser displacement sensors is proposed to calculate the 3D displacement of a precision sphere attached to a spindle relative to a work table.
Journal ArticleDOI

Genetic Algorithm and its Applications to Mechanical Engineering: A Review

TL;DR: Genetic algorithm is a multi-path algorithm that searches many peaks in parallel, hence reducing the possibility of local minimum trapping and solve the multi-objective optimization problems.
Journal ArticleDOI

Precise Position Synchronous Control for Multi-Axis Servo Systems

TL;DR: Experimental study shows that the results successfully demonstrate the effectiveness of the proposed position synchronous control method for a general four-axis servo system.
Journal ArticleDOI

A data-driven method based on deep belief networks for backlash error prediction in machining centers

TL;DR: This paper proposes a data-driven method for backlash error predication through Deep Belief Network (DBN), and demonstrates its superiority and significantly outperforms the other models for backlasherror prediction in machining centers.
Related Papers (5)