Comparison of Two Approaches to Modeling Additive White Gaussian Noise as It Acts on Arbitrary Signals
- 1 Advanced Development Department, Universal Research & Development Enterprise, Palm Coast, FL, USA
- 2 Advanced Development Department, Universal Research & Development Enterprise, Palm Coast, FL, USA
Abstract
The purpose of this paper is to substantiate the correct method for modeling additive white Gaussian noise under conditions of using analog filtering when processing a signal-noise mixture. To achieve the result, two methods of noise modeling used in signal processing theory for Gaussian channels are considered: the first is a traditional simplified discrete method, and the second is a more complex, but functionally correct analog-discrete method. As a result of the comparison, the undeniable advantages of the analog-discrete method are proven. A conclusion was made about the preference of using the proposed new method, which ensures the complete adequacy of the noise model.
- Proakis, J.G. and Manolakis, D.G. (1988) Introduction to Digital Processing. Macmillan.
- Proakis, J.G. (2008) Digital Communications. 5th Ed., McGraw-Hill.
- Kotelnikov, V.A. (1947) The Theory of Optimum Noise Immunity. Ph. D. Dissertation, Molotov Energy Institute.
- Franks, L. (1969) Signal Theory. Prentice-Hall.
- Price, R. (1956) Optimum Detection of Random Signals in Noise, with Application to Scatter-Multipath Communication-I. IEEE Transactions on Information Theory , 2, 125-135. https://doi.org/10.1109/tit.1956.1056827
- Rassomakhin, S.G. (2018) Mathematical and Physical Nature of the Channel Capacity. Telecommunications and Radio Engineering , 76, 1423-1451. https://doi.org/10.1615/telecomradeng.v76.i16.40
- Shannon, C.E. (1948) A Mathematical Theory of Communication. Bell System Technical Journal , 27, 379-423. https://doi.org/10.1002/j.1538-7305.1948.tb01338.x
- Shannon, C.E. (1959) Probability of Error for Optimal Codes in a Gaussian Channel. Bell System Technical Journal , 38, 611-656. https://doi.org/10.1002/j.1538-7305.1959.tb03905.x