# Neugebauer equations

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The Neugebauer equations are a set of equations used to model color printing systems, developed by Hans E. J. Neugebauer.[1][2] They were intended to predict the color produced by a combination of halftones printed in cyan, magenta, and yellow inks.

The equations estimate the reflectance (in CIE XYZ coordinates or as a function of wavelength) as a function of the reflectance of the 8 possible combinations of CMY inks (or the 16 combinations of CMYK inks), weighted by the area they take up on the paper. In wavelength form:[1]

${\displaystyle R(\lambda )=\sum _{i=1}^{16}w_{i}R_{i}(\lambda )}$

where Ri(λ) is the reflectance of ink combination i, and wi is the relative proportions of the 16 colors in a uniformly colored patch. The weights are dependent on the halftone pattern and possibly subject to various forms of dot gain.[3]

Light can interact with the paper and ink in more complex ways. The Yule–Nielsen correction takes into account light entering through blank regions and re-emerging through ink:[4]

${\displaystyle R(\lambda )=\left(\sum _{i=1}^{16}w_{i}R_{i}(\lambda )^{\frac {1}{n}}\right)^{n}}$

The factor n would be 2 for a perfectly-diffusing Lambertian paper substrate, but can be adjusted based on empirical measurements. Further considerations of the optics, such as multiple internal reflections, can be added at the price of additional complexity.

In order to achieve a desired reflectance these equations have to be inverted to produce the actual dot areas or digital values sent to the printer, a nontrivial operation that may have multiple solutions.[5]

## References

1. ^ a b Neugebauer, H. E. J. (1937). "Die theoretischen Grundlagen des Mehrfarbenbuchdrucks" [The theoretical foundations of multicolor printing]. Zeitschrift für wissenschaftliche Photographie Photophysik und Photochemie. 36 (4): 73–89.
2. ^ Kang, Henry R. (1997). Color Technology for Electronic Imaging Devices. SPIE Press. ISBN 978-0-8194-2108-1.
3. ^ Balasubramanian, Raja (1995). "A spectral Neugebauer model for dot-on-dot printers" (PDF). Proc. SPIE. 2413.
4. ^ Yule, J. A. C.; Neilsen, W. J. (1951). "The Penetration of light into Paper and its Effect on Halftone Reproduction". TAGA Proceedings. 1951: 65–76.
5. ^ Mahy, Marc F. (1998). "Insight into the solutions of the Neugebauer equations" (PDF). Electronic Imaging: SPIE/IS&T International Technical Group Newsletter (Jan 1999): 7, 11.