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An Adaptive Model-based Approach to Reduce Calibration Frequency While Maintaining Tone Consistency for Color Electrophotography

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In electrophotography, color reproduction is susceptible to variations in operating conditions. Calibrations are performed to ensure consistent tone reproduction. The timing of calibration directly impacts color consistency. Calibration consumes time and toner. Frequent calibration is not desirable. It is important to determine appropriate calibration timing to maintain acceptable color consistency while minimizing consumable usage and print job interruption. This paper proposes an adaptive approach that uses a decision tree (DT) to determine calibration timing. In the approach, experiments are designed to collect tone measurements under various operating conditions. Decision trees are developed with these measurements using machine learning algorithms. The resulting DTs can be used to predict tone deviations and determine appropriate calibration action based on changes in operating conditions. Experimental results demonstrate that the proposed approach can reduce the overall calibration frequency by 30.9% while maintaining desired tone consistency.
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Document Type: Research Article

Publication date: 2012-01-01

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  • For more than 30 years, IS&T's series of digital printing conferences have been the leading forum for discussion of advances and new directions in 2D and 3D printing technologies. A comprehensive, industry-wide conference that brings together industry and academia, this meeting includes all aspects of the hardware, materials, software, images, and applications associated with digital printing systems?particularly those involved with additive manufacturing and fabrication?including bio-printing, printed electronics, page-wide, drop-on-demand, desktop and continuous ink jet, toner-based systems, and production digital printing, as well as the engineering capability, optimization, and science involved in these fields. In 2016, the conference changed its name formally to Printing for Fabrication to better reflect the content of the meeting and the evolving technology of printing.

    Please note: For purposes of its Digital Library content, IS&T defines Open Access as papers that will be downloadable in their entirety for free in perpetuity. Copyright restrictions on papers vary; see individual paper for details.

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