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An adaptive subpixel modulation optimization system for obtaining laser printer modulation templates is introduced in this paper. This paper presents a novel training algorithm for employing a Madaline II network in a model-reference loop. The neural network weights are adapted using the Madaline II rule. Desired response feedback is obtained from a new performance feedback algorithm.