Menu
Home Explore People Places Arts History Plants & Animals Science Life & Culture Technology
On this page
Zero-crossing rate

The zero-crossing rate (ZCR) is the rate at which a signal changes from positive to zero to negative or from negative to zero to positive. Its value has been widely used in both speech recognition and music information retrieval, being a key feature to classify percussive sounds.

ZCR is defined formally as

z c r = 1 T − 1 ∑ t = 1 T − 1 | s g n [ s ( t ) ] − s g n [ s ( t − 1 ) ] | {\displaystyle zcr={\frac {1}{T-1}}\sum _{t=1}^{T-1}\left|\mathrm {sgn} [s(t)]-\mathrm {sgn} [s(t-1)]\right|}

where s {\displaystyle s} is a signal of length T {\displaystyle T} and s g n ( x ) {\displaystyle \mathrm {sgn} (x)} is a sign function defined as:

s g n ( x ) = { 1 , x ≥ 0 0 , x < 0 {\displaystyle \mathrm {sgn} (x)={\begin{cases}1,\quad x\geq 0\\0,\quad x<0\end{cases}}}

In some cases only the "positive-going" or "negative-going" crossings are counted, rather than all the crossings, since between a pair of adjacent positive zero-crossings there must be a single negative zero-crossing.

For monophonic tonal signals, the zero-crossing rate can be used as a primitive pitch detection algorithm. Zero crossing rates are also used for Voice activity detection (VAD), which determines whether human speech is present in an audio segment or not.

We don't have any images related to Zero-crossing rate yet.
We don't have any YouTube videos related to Zero-crossing rate yet.
We don't have any PDF documents related to Zero-crossing rate yet.
We don't have any Books related to Zero-crossing rate yet.
We don't have any archived web articles related to Zero-crossing rate yet.

See also

References

  1. * Chen, C. H., Signal processing handbook, Dekker, New York, 1988

  2. Gouyon F., Pachet F., Delerue O. (2000),On the Use of Zero-crossing Rate for an Application of Classification of Percussive Sounds, in Proceedings of the COST G-6 Conference on Digital Audio Effects (DAFX-00 - DAFX-06), Verona, Italy, December 7–9, 2000. Accessed 26 April 2011. https://web.archive.org/web/20181029191653/https://pdfs.semanticscholar.org/6509/14f8be2c96ab2f55faec54d3e3876c5b1b69.pdf