DocumentCode
1722473
Title
Factor graphs and dynamical electrical networks
Author
Vontobel, Pascal O. ; Loeliger, Hans-Andrea
Author_Institution
Coordinated Sci. Lab., Illinois Univ., Urbana, IL, USA
fYear
2003
Firstpage
218
Lastpage
221
Abstract
Factor graphs are graphical models with origins in coding theory. The sum-product and the max-product algorithms, which operate by message passing on a factor graph, subsume a great variety of algorithms in coding, signal processing, and artificial intelligence. The paper aims at extending the field of possible applications to dynamical electrical networks (i.e., networks that contain capacitors and inductors as well as static components). Interestingly, the resulting factor graphs have a structure very much akin to a Kalman filter.
Keywords
graph theory; message passing; network analysis; Forney-style factor graphs; Kalman filter; artificial intelligence; capacitors; coding theory; dynamic electrical networks; dynamical electrical networks; inductors; max-product algorithm; message passing; signal processing; sum-product algorithm; Artificial intelligence; Codes; Graphical models; Information processing; Message passing; Probability distribution; Signal processing; Signal processing algorithms; Sum product algorithm; Voltage;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory Workshop, 2003. Proceedings. 2003 IEEE
Print_ISBN
0-7803-7799-0
Type
conf
DOI
10.1109/ITW.2003.1216734
Filename
1216734
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