Quantitative correlation test of colored noise using differentiation method
Jiao Ma, Junhao Xie
Abstract
Jiao Ma, Junhao Xie
Abstract
Although the algorithms for testing the correlation of colored noise have been widely used to test whether it is correlated, there are no quantitative researches for the differences between the practical correlation and the desired correlation. A new method for quantitative correlation test of colored noise is proposed in this paper - the differentiation method. The theoretical analysis shows that if the residual sequence is a white noise sequence, the desired correlation function is differed by the correlation function of the residual sequence from the practical correlation function, which is verified by the simulation result. So the quantitative correlation test of colored noise is implemented by testing whether the subtraction of the practical and the desired correlation functions is correlation function of a white noise sequence.
A significance statement is not available in the OpenAlex record.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
Although the algorithms for testing the correlation of colored noise have been widely used to test whether it is correlated, there are no quantitative researches for the differences between the practical correlation and the desired correlation. A new method for quantitative correlation test of colored noise is proposed in this paper - the differentiation method. The theoretical analysis shows that if the residual sequence is a white noise sequence, the desired correlation function is differed by the correlation function of the residual sequence from the practical correlation function, which is verified by the simulation result. So the quantitative correlation test of colored noise is implemented by testing whether the subtraction of the practical and the desired correlation functions is correlation function of a white noise sequence.
Key concepts: Correlation, Colors of noise, Colored, Correlation function (quantum field theory), Noise (video), White noise, Residual, Sequence (biology)