Computing with structured connections networks. Technical report
Technical Report
·
OSTI ID:5255449
Rapid advances both in the neurosciences and in computer science are beginning to lead to a new interest in computational models linking animal brains and behavior. In computer science, there is a large and growing body of knowledge about parallel computation and another, largely separate, science of artificial intelligence. The idea of looking directly at massively parallel realizations of intelligent activity promises to be fruitful for the study of both natural and artificial computations. Much attention has been directed towards the biological implications of this interdisciplinary effort, but there are equally important relations with computational theory, hardware and software. This article focuses on the design and use of massively parallel computational models, particularly in artificial intelligence. Much of the recent work on massively parallel computation has been carried out by physicists and examines the emergent behavior of large, unstructured collections of computing units. We are more concerned with how one can design, realize and analyze networks that embody the specific computational structures needed to solve hard problems. Adaptation and learning are treated as ways to improve structured networks, not as a replacement for analysis and design.
- Research Organization:
- Rochester Univ., NY (USA). Dept. of Computer Science
- OSTI ID:
- 5255449
- Report Number(s):
- AD-A-189244/7/XAB; TR-213
- Country of Publication:
- United States
- Language:
- English
Similar Records
Computing with structured neural networks
Two-dimensional materials for bio-realistic neuronal computing networks
The next generation of neural network chips
Journal Article
·
Mon Feb 29 23:00:00 EST 1988
· Computer; (United States)
·
OSTI ID:5369787
Two-dimensional materials for bio-realistic neuronal computing networks
Journal Article
·
Wed Nov 30 19:00:00 EST 2022
· Matter (Online)
·
OSTI ID:2424316
The next generation of neural network chips
Conference
·
Fri Aug 01 00:00:00 EDT 1997
·
OSTI ID:658317
Related Subjects
99 GENERAL AND MISCELLANEOUS
990210* -- Supercomputers-- (1987-1989)
ANIMALS
ARTIFICIAL INTELLIGENCE
BODY
BRAIN
CENTRAL NERVOUS SYSTEM
COMPUTERS
DOCUMENT TYPES
LEARNING
MAN-MACHINE SYSTEMS
MATHEMATICAL MODELS
MEDICINE
NERVOUS SYSTEM
NETWORK ANALYSIS
NEUROLOGY
ORGANS
PARALLEL PROCESSING
PROGRAMMING
PROGRESS REPORT
990210* -- Supercomputers-- (1987-1989)
ANIMALS
ARTIFICIAL INTELLIGENCE
BODY
BRAIN
CENTRAL NERVOUS SYSTEM
COMPUTERS
DOCUMENT TYPES
LEARNING
MAN-MACHINE SYSTEMS
MATHEMATICAL MODELS
MEDICINE
NERVOUS SYSTEM
NETWORK ANALYSIS
NEUROLOGY
ORGANS
PARALLEL PROCESSING
PROGRAMMING
PROGRESS REPORT