Title :
Joint Timing and Channel Estimation for Bandlimited Long-Code-Based MC-DS-CDMA: A Low-Complexity Near-Optimal Algorithm and the CRLB
Author :
Shuai Wang ; Sheng Chen ; Aihua Wang ; Jianping An ; Hanzo, Lajos
Author_Institution :
Sch. of Inf. Sci. & Electron., Beijing Inst. of Technol., Beijing, China
Abstract :
Joint Timing and Channel Estimation (JTCE) for bandlimited long-code-aided Multi-Carrier Direct-Sequence Code Division Multiple Access (MC-DS-CDMA) systems is investigated. We establish the optimal multiuser timing and channel estimates for the uplink MC-DS-CDMA receiver by minimising a weighted least squares cost function with respect to K independent parameters, where K is the number of active users. A guided random search procedure known as Repeated Weighted Boosting Search (RWBS) is invoked for numerically solving this challenging multivariate optimisation problem, and thereby for producing near-optimal timing and channel estimates. The Cramer-Rao Lower Bound (CRLB) for the JTCE problem of interest is derived to benchmark the performance of the proposed RWBS based estimator. Quantitatively, for the scenario of K=10 users, E_b/N_0≥3 dB where E_b is the energy per bit and N_0 the single-sided noise power spectral density, and for a near-far ratio of 10 dB, the RWBS based estimator using an observation window of 20 symbols is shown to approach the CRLB at a complexity 10 orders of magnitude lower in comparison to its full maximum likelihood search based counterpart. The proposed algorithm does not require the transmission of known pilots, yet it is capable of handling time-variant channel states.
Keywords :
channel estimation; code division multiple access; least squares approximations; maximum likelihood estimation; radio receivers; search problems; timing; CRLB; Cramέr-Rao Lower Bound; JTCE; MC-DS-CDMA receiver; MC-DS-CDMA systems; RWBS; bandlimited long-code-aided MC-DS-CDMA; bandlimited long-code-based MC-DS-CDMA; guided random search procedure; joint timing and channel estimation; low-complexity near-optimal algorithm; maximum likelihood search; multicarrier direct-sequence code division multiple access; multivariate optimisation problem; optimal multiuser timing; repeated weighted boosting search; single-sided noise power spectral density; time-variant channel states; weighted least squares cost function; Channel estimation; Complexity theory; Maximum likelihood estimation; Optimization; Receivers; Timing; Vectors; Cramer-Rao lower bound (CRLB); Joint timing and channel estimation (JTCE); multi-carrier direct-sequence code division multiple access (MC-DS-CDMA); repeated weighted boosting search (RWBS);
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2013.021913.120858