Hostname: page-component-5cf477f64f-tx7qf Total loading time: 0 Render date: 2025-03-26T01:21:54.152Z Has data issue: false hasContentIssue false

ESTIMATION OF MEAN SQUARED ERRORS OF NON-BINARY A/D ENCODERS THROUGH FREDHOLM DETERMINANTS OF PIECEWISE-LINEAR TRANSFORMATIONS II: GENERAL CASE

Published online by Cambridge University Press:  19 March 2025

KATSUTOSHI SHINOHARA*
Affiliation:
Hitotsubashi University, Graduate School of Commerce and Management, Naka 2-1, Kunitachi, Tokyo, Japan

Abstract

We conduct a theoretical analysis of the performance of $\beta $-encoders. The $\beta $-encoders are A/D (analogue-to-digital) encoders, the design of which is based on the expansion of real numbers with noninteger radix. For the practical use of such encoders, it is important to have theoretical upper bounds of their errors. We investigate the generating function of the Perron–Frobenius operator of the corresponding one-dimensional map and deduce the invariant measure of it. Using this, we derive an approximate value of the upper bound of the mean squared error of the quantization process of such encoders. We also discuss the results from a numerical viewpoint.

Type
Research Article
Copyright
© The Author(s), 2025. Published by Cambridge University Press on behalf of Australian Mathematical Publishing Association Inc.

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Daubechies, I., DeVore, R., Gunturk, C. S. and Vaishampayan, V. A., “Beta expansions: a new approach to digitally corrected A/D conversion”, IEEE 2002 Int. Sympo. Circ. and Syst. ISCAS (2002) II; doi:10.1109/ISCAS.2002.1011470.CrossRefGoogle Scholar
Daubechies, I. and Yilmaz, O., “Robust and practical analog-to-digital conversion with exponential precision”, IEEE Trans. Inform. Theory 52 (2006) 35333545; doi:10.1109/TIT.2006.878220.CrossRefGoogle Scholar
Kohda, T., Horio, Y., Takahashi, Y. and Aihara, K., “Beta encoders: symbolic dynamics and electronic implementation”, Internat. J. Bifur. Chaos Appl. Sci. Engrg. 22 (2012) Article ID: 1230031; doi:10.1142/S0218127412300315.CrossRefGoogle Scholar
Makino, T., Iwata, Y., Shinohara, K., Jitsumatsu, Y., Hotta, M., San, H. and Aihara, K., “Rigorous estimates of quantization error for A/D converters based on Beta-map”, NOLTA 6 (2015) 99111; doi:10.1587/nolta.6.99.CrossRefGoogle Scholar
Mori, M., “Fredholm determinant for piecewise linear transformations”, Osaka J. Math. 27 (1990) 81116; doi:10.18910/10418.Google Scholar
San, H., Kato, T., Maruyama, T., Aihara, K. and Hotta, M., “Non-binary pipeline analog-to-digital converter based on $\beta$ -expansion”, IEICE Trans. Fundam. Electron Commun. Comput. Sci. 96 (2013) 415421; doi:10.1587/transfun.E96.A.415.CrossRefGoogle Scholar
Shinohara, K. and Kobayashi, K., “Estimation of mean squared errors of non-binary A/D encoders through Fredholm determinants of piecewise-linear transformations”, NOLTA 9 (2018) 243258; doi:10.1587/nolta.9.243.CrossRefGoogle Scholar
Suzuki, R., Maruyama, T., San, H., Aihara, K. and Hotta, M., “Robust cyclic ADC architecture based on $\beta$ -expansion”, IEICE Trans. Electron. 96 (2013) 553559; doi:10.1587/transele.E96.C.553.CrossRefGoogle Scholar