Optimizing print speed and orientation for 3D printing based on multiscale convolutions
An optimal printing speed and orientation for an object to be manufactured using an additive manufacturing process in which a photo-curable resin is cured through exposure to radiation are estimated by determining, for pixel maps defining cross-sections of the object, a critical size of a convolution kernel which provides an activation map having a maximum activation pixel value less than or equal to a predetermined threshold value. For each respective pixel map, a printing time is estimated as a function of an adjusted base lift velocity and base lift height of the printing apparatus. The optimal printing speed and orientation are then estimated as a minimum value of a function of the printing times for all respective pixel maps of the cross-sections of the object at each of a plurality of possible orientations of the object.
1. A method of estimating an optimal printing speed and orientation for an object to be fabricated in an additive manufacturing process in which a photo-curable resin is cured through exposure to radiation, said method comprising:
for each pixel map that defines a cross-section of the object to be fabricated, determining a critical size of a convolution kernel for which convolving the convolution kernel with the pixel map provides an activation map having a maximum activation pixel value less than or equal to a predetermined threshold value;
ranking all of the pixel maps of the cross-sections of the object to be fabricated relative to one another according to their respective critical sizes of convolution kernels;
estimating for each respective pixel map of the cross-sections of the object to be fabricated a printing time as a function of an adjusted base lift velocity and base lift height of an extractor plate of a printing apparatus within which the additive manufacturing process is performed, said base lift velocity and base lift height adjusted according to a parameter derived from the respective critical size of the convolution kernel of the respective pixel map; and
estimating the optimal printing speed and orientation for the object as a minimum value of a function of the printing times for all respective pixel maps of the cross-sections of the object at each of a plurality of possible orientations of the object, wherein the function of the printing times includes a term proportional to a rate of change of local density of the pixel maps as a function of slice number.