Title :
Emerging neuromorphic computing architectures & enabling hardware for cognitive information processing applications
Author :
Pino, Robinson E. ; Genello, Gerard ; Bishop, Morgan ; Moore, Michael J. ; Linderman, Richard
Author_Institution :
Adv. Comput. Archit., United States Air Force Res. Lab., Rome, NY, USA
Abstract :
The highly cross-disciplinary emerging field of neuromorphic computing architectures for cognitive information processing applications requires knowledge within many research fields: computer architecture, neuroscience, cognitive psychology, cognitive modeling, dynamical systems, belief systems, software, computer engineering, etc. In our effort to develop cognitive systems atop a neuromorphic computing architecture, we explored the issues associated with mapping computing strategies such as the Brain State-in-a-Box and Confabulation within a Cell-BE powered 54 TeraFlops high performance computer Linux cluster. In this work, we seek to understand the underlying mechanisms for emulating neuromorphic-based cognitive process and their computational scaling properties towards human-like cognition and perception.
Keywords :
Linux; belief networks; cognitive systems; neural nets; belief system; cognitive information processing; cognitive modeling; cognitive system; computer Linux cluster; computer engineering; dynamical system; neuromorphic computing architecture; Biological system modeling; Brain models; Computational modeling; Computer architecture; Context; Training;
Conference_Titel :
Cognitive Information Processing (CIP), 2010 2nd International Workshop on
Conference_Location :
Elba
Print_ISBN :
978-1-4244-6457-9
DOI :
10.1109/CIP.2010.5604236