Title :
Synchronization of Pseudorandom Signals by Forward-Only Message Passing With Application to Electronic Circuits
Author :
Vigoda, Benjamin ; Dauwels, Justin ; Frey, Matthias ; Gershenfeld, Neil ; Koch, Tobias ; Loeliger, Hans-Andrea ; Merkli, Patrick
Author_Institution :
Media Lab., MIT, Cambridge, MA
Abstract :
It has been observed that a linear-feedback shift-register (LFSR) sequence can be synchronized by feeding the modulated sequence into a "soft" (or "analog") version of the LFSR. In this correspondence, the "soft LFSR" is derived as forward-only message passing in the corresponding factor graph. A continous-time analog (suitable for realization as a clockless electronic circuit) is then given of both the LFSR and the soft LFSR. A connection is thus established between statistical state estimation and the phenomenon of entrainment of dynamical systems, which opens the prospect of deriving dynamical systems (such as electronic circuits) with strong entrainment capabilities from more powerful message passing algorithms
Keywords :
binary sequences; circuit feedback; message passing; random sequences; statistical analysis; synchronisation; LFSR sequence; forward-only message passing; linear-feedback shift-register; modulated sequence; pseudorandom signal synchronization; statistical state estimation; Clocks; Electronic circuits; Filtering; Information technology; Message passing; Shift registers; Signal processing; State estimation; State-space methods; Synchronization; Circuits; dynamical systems; entrainment; factor graphs; linear-feedback shift registers; message passing; nonlinear filtering; synchronization;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2006.878165