Asymptotic FRESH Properizer for Block Processing of Improper-Complex Second-Order Cyclostationary Random Processes

نویسندگان

  • Jeong Ho Yeo
  • Joon Ho Cho
چکیده

In this paper, the block processing of a discrete-time (DT) improper-complex second-order cyclostationary (SOCS) random process is considered. In particular, it is of interest to find a pre-processing operation that enables computationally efficient near-optimal post-processing. An invertible linear-conjugate linear (LCL) operator named the DT FREquency Shift (FRESH) properizer is first proposed. It is shown that the DT FRESH properizer converts a DT improper-complex SOCS random process input to an equivalent DT proper-complex SOCS random process output by utilizing the information only about the cycle period of the input. An invertible LCL block processing operator named the asymptotic FRESH properizer is then proposed that mimics the operation of the DT FRESH properizer but processes a finite number of consecutive samples of a DT improper-complex SOCS random process. It is shown that the output of the asymptotic FRESH properizer is not proper but asymptotically proper and that its frequency-domain covariance matrix converges to a highly-structured block matrix with diagonal blocks as the block size tends to infinity. Two representative estimation and detection problems are presented to demonstrate that asymptotically optimal low-complexity post-processors can be easily designed by exploiting these asymptotic second-order properties of the output of the asymptotic FRESH properizer. Index Terms Asymptotic analysis, complexity reduction, improper-complex random process, properization, secondorder cyclostationarity The material in this paper was presented in part at the IEEE Military Communications Conference (MILCOM), Orlando, FL, 29 Oct.-1 Nov. 2012 and in part at the IEEE Wireless Communications and Networking Conference (WCNC), Shanghai, China, 7-10 Apr. 2013. The authors are with the Department of Electrical Engineering, Pohang University of Science and Technology (POSTECH), Pohang, Gyeongbuk 790-784, Korea (e-mail: {yjh2304, jcho}@postech.ac.kr). 2 SUBMITTED TO IEEE TRANSACTIONS ON INFORMATION THEORY (VER 1.0)

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Second Order Moment Asymptotic Expansions for a Randomly Stopped and Standardized Sum

This paper establishes the first four moment expansions to the order o(a^−1) of S_{t_{a}}^{prime }/sqrt{t_{a}}, where S_{n}^{prime }=sum_{i=1}^{n}Y_{i} is a simple random walk with E(Yi) = 0, and ta is a stopping time given by t_{a}=inf left{ ngeq 1:n+S_{n}+zeta _{n}>aright}‎ where S_{n}=sum_{i=1}^{n}X_{i} is another simple random walk with E(Xi) = 0, and {zeta _{n},ngeq 1} is a sequence of ran...

متن کامل

ASYMPTOTIC NORMALITY OF STATISTICAL−FUNCTION ESTIMATORS FOR GENERALIZED ALMOST−CYCLOSTATIONARY PROCESSES (ThuAmOR7)

The problem of estimating second−order statistical functions of generalized almost−cyclostationary (GACS) processes is addressed. The class of such nonstationary processes includes, as a special case, the almost−cyclostationary (ACS) processes. ACS processes filtered by Doppler channels and communications signals with time−varying parameters are further examples. It is shown that, for GACS proc...

متن کامل

The Wold isomorphism for cyclostationary sequences

In 1948 H. Wold introduced an isometric isomorphism between a Hilbert (linear) space formed from the weighted shifts of a numerical sequence and a suitable Hilbert space of values of a second order stochastic sequence. Motivated by a recent resurrection of the idea in the context of cyclostationary sequences and processes, we present the details of the Wold isomorphism between cyclostationary s...

متن کامل

New Criteria for Shift Variance and Wide-sense Cyclostationarity in Multirate Filter Banks

Sampling rate conversion in multirate filter banks leads to time-varying phenomena, which differ between deterministic and stationary random signals. More specifically, downsampling causes deterministic signals to become periodically shift variant, while upsampling turns stationary random signals into cyclostationary signals. We provide criteria for the quantification of these effects, and comp...

متن کامل

Augmented second-order statistics of quaternion random signals

Second order statistics of quaternion random variables and signals are revisited in order to exploit the complete second order statistical information available. The conditions for Q-proper (second order circular) random processes are presented, and to cater for the non-vanishing pseudocovariance of such processes, the use of ı-E-k-covariances is investigated. Next, the augmented statistics and...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • CoRR

دوره abs/1304.7375  شماره 

صفحات  -

تاریخ انتشار 2013