Prediction and control of chaotic processes using nonlinear adaptive networks

Conference · Mon Jan 01 00:00:00 EST 1990

OSTI ID:6649111

Jones, R D; Barnes, C W; Flake, G W; Lee, K; Lewis, P S; O'Rouke, M K; Qian, S

We present the theory of nonlinear adaptive networks and discuss a few applications. In particular, we review the theory of feedforward backpropagation networks. We then present the theory of the Connectionist Normalized Linear Spline network in both its feedforward and iterated modes. Also, we briefly discuss the theory of stochastic cellular automata. We then discuss applications to chaotic time series, tidal prediction in Venice lagoon, finite differencing, sonar transient detection, control of nonlinear processes, control of a negative ion source, balancing a double inverted pendulum and design advice for free electron lasers and laser fusion targets.

• Research Organization: Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
• Sponsoring Organization: DOE/AD
• DOE Contract Number: W-7405-ENG-36
• OSTI ID: 6649111
• Report Number(s): LA-UR-90-2755; CONF-9007136-3; ON: DE90016505
• Resource Relation: Conference: 1990 summer workshop on nonlinear and chaotic phenomena in plasmas, solids, and fluids, Edmonton (Canada), 16-27 Jul 1990
• Country of Publication: United States
• Language: English

Related Subjects

71 CLASSICAL AND QUANTUM MECHANICS
GENERAL PHYSICS
70 PLASMA PHYSICS AND FUSION TECHNOLOGY
99 GENERAL AND MISCELLANEOUS//MATHEMATICS, COMPUTING, AND INFORMATION SCIENCE
NEURAL NETWORKS
NONLINEAR PROBLEMS
STOCHASTIC PROCESSES
AUTOMATION
FREE ELECTRON LASERS
ION SOURCES
LASER TARGETS
STATISTICS
LASERS
MATHEMATICS
TARGETS
657000* - Theoretical & Mathematical Physics
700208 - Fusion Power Plant Technology- Inertial Confinement Technology
990200 - Mathematics & Computers