Title :
Optimal Dual Frames for Communication Coding With Probabilistic Erasures
Author :
Leng, Jinsong ; Han, Deguang ; Huang, Tingzhu
Author_Institution :
Sch. of Math. Sci., Univ. of Electron. Sci. & Technol. of China, Chengdu, China
Abstract :
Assume that a frame is preselected for encoding in a communication system. We investigate the optimal dual frames for signal reconstruction (decoding) which minimize the maximal error when the probabilistic erasures occur in the transmission process from the perspective of mathematical theory of frames. We set up a probability model under which we define the probability optimal (PO) dual frames for a given frame when the frame-based coding involves probabilistic erasures. We obtain a sufficient and necessary condition under which the canonical dual frame is the unique PO dual frame. Additionally, we derive some general sufficient conditions for which the canonical dual frame is either not optimal or it is optimal but not the unique optimal one. We present two simulation examples to compare the reconstruction effects when both the PO dual frames and the general optimal (GO) dual frames are used for reconstruction.
Keywords :
decoding; encoding; probability; signal reconstruction; communication coding; communication system; decoding; encoding; frame-based coding; general optimal dual frame; mathematical theory of frames; probabilistic erasure; probability model; probability optimal dual frame; reconstruction effect; signal reconstruction; Decoding; Encoding; Hilbert space; Noise; Probabilistic logic; Quantization; Receivers; Codes; erasures; frames; optimal dual frames;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2011.2162955