Title :
Automatic Joint Optimization of Iterative MIMO-OFDM Receiver Algorithms on a Meta Level
Author :
Ibing, Andreas ; Boche, Holger
Author_Institution :
Dept. of Theor. Inf. Technol., Tech. Univ. Munchen, Munich, Germany
Abstract :
We present a method for automatically optimized selection and composition of algorithm components for iterative MIMO-OFDM receivers. Complexity is measured as clock cycles of the target processor cores (suitable for software defined radio based implementation). A receiver description language is used to specify the design space, and to enable enumeration of the design space using graph algorithms. Performance prediction of a composition of candidate algorithms uses a recently published method from stochastic convergence analysis of iterative processing. We illustrate the method in an example scenario, where the optimized receivers show both an extended operational SNR range compared to the standard receiver architecture, as well as significantly reduced complexity compared to iterative processing according to round-robin iteration scheduling using the same algorithm components.
Keywords :
MIMO communication; OFDM modulation; graph theory; iterative methods; radio receivers; stochastic processes; SNR; automatic joint optimization; clock cycle; graph algorithm; iterative MIMO-OFDM receiver; receiver description language; round-robin iteration scheduling; stochastic convergence analysis; Complexity theory; Decoding; Hardware; Optimization; Peer to peer computing; Receivers; Signal to noise ratio;
Conference_Titel :
Communications (ICC), 2011 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-61284-232-5
Electronic_ISBN :
1550-3607
DOI :
10.1109/icc.2011.5962829