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On Finite-Time Mutual Information by Zhu, Jieao; Zhang, Zijian; Wan, Zhongzhichao; Dai, Linglong is a scholarly article available to read on EtoBox.
What is On Finite-Time Mutual Information about?
Shannon-Hartley theorem can accurately calculate the channel capacity when the signal observation time is infinite. However, the calculation of finite-time mutual information, which remains unknown, is essential for guiding the design of practical communication systems. In this paper, we investigate the mutual information between two correlated Gaussian processes within a finite-time observation window. We first derive the finite-time mutual information by providing a limit expression. Then we numerically compute the mutual information within a single finite-time window. We reveal that the number of bits transmitted per second within the finite-time window can exceed the mutual information averaged over the entire time axis, which is called the exceed-average phenomenon. Furthermore, we derive a finite-time mutual information formula under a typical signal autocorrelation case by utilizing the Mercer expansion of trace class operators, and reveal the connection between the finite-time mutual information problem and the operator theory. Finally, we analytically prove the existence of the exceed-average phenomenon in this typical case, and demonstrate its compatibility with the Shann
- Author
- Zhu, Jieao; Zhang, Zijian; Wan, Zhongzhichao; Dai, Linglong
- Published
- 2022
- Language
- EN
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