Title :
On Computation of Performance Bounds of Optimal Index Assignment
Author :
Wu, Xiaolin ; Mittelmann, Hans D. ; Wang, Xiaohan ; Wang, Jia
Author_Institution :
Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, ON, Canada
fDate :
12/1/2011 12:00:00 AM
Abstract :
Channel-optimized index assignment of source codewords is arguably the simplest way of improving transmission error resilience, while keeping the source and/or channel codes intact. But optimal design of index assignment is an instance of quadratic assignment problem (QAP), one of the hardest optimization problems in the NP-complete class. In this work we make a progress in the research of index assignment optimization. We apply some recent results of QAP research to compute the strongest lower bounds so far for channel distortion of BSC among all index assignments. The strength of the resulting lower bounds is validated by comparing them against the upper bounds produced by heuristic index assignment algorithms.
Keywords :
channel coding; optimisation; source coding; NP-complete class; QAP research; channel distortion; channel-optimized index assignment; optimal index assignment; performance bounds; quadratic assignment problem; source codewords; transmission error resilience; Data compression; Heuristic algorithms; Indexing; Matrix decomposition; Optimization; Quadratic programming; Symmetric matrices; Upper bound; Index assignment; error resilience; quadratic assignment; quantization; relaxation; semidefinite programming;
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2011.081111.100300