Systems and methods for real-time monitoring of micromilling tool wear
The wear status of a micro-endmill tool may be inferred by monitoring the chip production rate of the tool in operation. Chips may be extracted from a work area, captured on an adhesive surface, imaged, and counted to determine the chip production rate. When the rate of chip production falls, the feed rate of the micro-endmill may be increased to a level suitable for the current state of tool wear. In this manner, costly and inconvenient work stoppages to evaluate the wear status of a tool are eliminated.
1. A tool wear monitoring system, comprising:
a skirt couplable to a micro-endmill to contain chips produced during operation of the micro-endmill;
a tube coupled to the skirt, the tube configured to extract air from the skirt and carry the chips to a nozzle;
an adhesive tape disposed at an outlet of the nozzle to catch the chips exiting the nozzle;
a conveyor belt to move the adhesive tape into the field of view of a camera;
the camera operative to obtain images of the chips on the adhesive tape; and
a software program operative on a computing device to count the chips from the images.
2. The system of claim 1 , wherein the computing device is configured to vary the feed rate of the micro-endmill responsive to the chip count.
3. The system of claim 2 , wherein, as the chip count decreases, the computing device decreases the feed rate of the micro-endmill.
4. The system of claim 1 , wherein the computing device is configured to pause operation of the conveyor belt when the camera acquires one of the images of the chips on the adhesive tape.
5. The system of claim 1 , wherein the outlet of the nozzle has an inner diameter at least four times larger than the inner diameter of the tube at the location the tube is coupled to the skirt.
6. The system of claim 1 , wherein a bottom of the skirt is disposed within 1 mm of a workpiece in order to provide airflow into the interior of the skirt while still containing the chips produced within the skirt.
7. The system of claim 1 , wherein airspeed in the tube at the location where the tube couples to the skirt exceeds 200 meters per second.
8. The system of claim 1 , wherein airspeed at an exit of the nozzle is less than 15 meters per second.
9. The system of claim 1 , wherein the width of the adhesive tape is at least twice the inner diameter of the nozzle.
10. The system of claim 1 , further comprising a vacuum pump to cause air to flow into the tube from the skirt.
11. The system of claim 1 , wherein the software program comprises instructions that, when executed by the computing device, cause the computing device to be operative to:
acquire one of the images from the camera;
convert the one image to grayscale;
threshold the one image to remove excessive luster;
equalize a histogram of the one image to improve contrast;
threshold the one image to identify a background grayscale level;
convert the one image to black and white;
erode the one image to reduce pixelated errors;
perform edge detection on the one image to form edges therein;
perform dilation on the one image to connect at least a portion of the edges;
fill the one image components arising from the edge detection; and
count the chips appearing in the one image.
12. The system of claim 1 , wherein the outlet of the nozzle is disposed between about 0.1 inches and about 0.25 inches above a surface of the adhesive tape.