The Distortion Rate Function of Cyclostationary Gaussian Processes

被引:11
|
作者
Kipnis, Alon [1 ]
Goldsmith, Andrea J. [1 ]
Eldar, Yonina C. [2 ]
机构
[1] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
[2] Technion Israel Inst Technol, Dept Elect Engn, IL-32000 Haifa, Israel
基金
美国国家科学基金会;
关键词
Source coding; rate-distortion; modulation; Gaussian processes; INFORMATION RATES; TRANSMISSION;
D O I
10.1109/TIT.2017.2741978
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A general expression for the quadratic distortion rate function (DRF) of cyclostationary Gaussian processes in terms of their spectral properties is derived. This expression can be seen as the result of orthogonalization over the different components in the polyphase decomposition of the process. We use this expression to derive, in a closed form, the DRF of several cyclostationary processes arising in practice. We first consider the DRF of a combined sampling and source coding problem. It is known that the optimal coding strategy for this problem involves source coding applied to a signal with the same structure as one resulting from pulse amplitude modulation (PAM). Since a PAM-modulated signal is cyclostationary, our DRF expression can be used to solve for the minimal distortion in the combined sampling and source coding problem. We also analyze in more detail the DRF of a source with the same structure as a PAM-modulated signal, and show that it is obtained by reverse waterfilling over an expression that depends on the energy of the pulse and the baseband process modulated to obtain the PAM signal. This result is then used to explore the effect of the symbol rate in PAM on the DRF of its output. In addition, we also study the DRF of sources with an amplitude-modulation structure, and show that the DRF of a narrow-band Gaussian stationary process modulated by either a deterministic or a random phase sine-wave equals the DRF of the baseband process.
引用
收藏
页码:3810 / 3824
页数:15
相关论文
共 50 条
  • [1] On the Rate-Distortion Function of Sampled Cyclostationary Gaussian Processes
    Abakasanga, Emeka
    Shlezinger, Nir
    Dabora, Ron
    [J]. ENTROPY, 2020, 22 (03)
  • [2] Distortion Rate Function of Cyclo-Stationary Gaussian Processes
    Kipnis, Alon
    Goldsmith, Andrea J.
    [J]. 2014 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2014, : 2834 - 2838
  • [3] Rate Distortion Function of Gaussian Asymptotically WSS Vector Processes
    Gutierrez-Gutierrez, Jesus
    Zarraga-Rodriguez, Marta
    Crespo, Pedro M.
    Insausti, Xabier
    [J]. ENTROPY, 2018, 20 (09)
  • [4] Asymptotic behavior of the distortion-rate function for Gaussian processes in Banach spaces
    Dereich, S
    [J]. BULLETIN DES SCIENCES MATHEMATIQUES, 2005, 129 (10): : 791 - 803
  • [5] Generalizations of Nonanticipative Rate Distortion Function to Multivariate Nonstationary Gaussian Autoregressive Processes
    Charalambous, Charalambos D.
    Kourtellaris, Christos
    Charalambous, Themistoklis
    van Schuppen, Jan H.
    [J]. 2019 IEEE 58TH CONFERENCE ON DECISION AND CONTROL (CDC), 2019, : 8190 - 8195
  • [6] On the rate distortion function of Bernoulli Gaussian sequences
    Chang, Cheng
    [J]. 2010 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, 2010, : 66 - 70
  • [7] RATE-DISTORTION FUNCTIONS FOR GAUSSIAN MARKOV PROCESSES
    BUNIN, BJ
    [J]. BELL SYSTEM TECHNICAL JOURNAL, 1969, 48 (09): : 3059 - +
  • [8] E-ENTROPY AND RATE-DISTORTION FUNCTION OF CERTAIN NON-GAUSSIAN PROCESSES
    BINIA, J
    ZAKAI, M
    ZIV, J
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1974, 20 (04) : 517 - 524
  • [9] Achieving the Gaussian rate-distortion function by prediction
    Zamir, Ram
    Kochman, Yuval
    Erez, Uri
    [J]. 2006 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, VOLS 1-6, PROCEEDINGS, 2006, : 803 - +
  • [10] Achieving the Gaussian rate-distortion function by prediction
    Zamir, Ram
    Kochman, Yuval
    Erez, Uri
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2008, 54 (07) : 3354 - 3364