DYNAMICAL SYSTEM ANALYZER

Patent №

US 5,835,682

Granted

1998-11-10

Filed 1995

Owner

Lab

AI components

2

ml · planning

Assignment

None on record

Dataset

AIPD

2023_r1 edition

Application

08551732

A dynamical system analyser (10) incorporates a computer (22) to perform a singular value decomposition of a time series of signals from a nonlinear (possibly chaotic) dynamical system (14). Relatively low-noise singular vectors from the decomposition are loaded into a finite impulse response filter (34). The time series is formed into Takens' vectors each of which is projected onto each of the singular vectors by the filter (34). Each Takens' vector thereby provides the co-ordinates of a respective point on a trajectory of the system (14) in a phase space. A heuristic processor (44) is used to transform delayed co-ordinates by QR decomposition and least squares fitting so that they are fitted to non-delayed co-ordinates. The heuristic processor (44) generates a mathematical model to implement this transformation, which predicts future system states on the basis of respective current states. A trial system is employed to generate like co-ordinates for transformation in the heuristic processor (44). This produces estimates of the trial system's future states predicted from the comparison system's model. Alternatively, divergences between such estimates and actual behavior may be obtained. As a further alternative, mathematical models derived by the analyser (10) from different dynamical systems may be compared.

Machine learningPlanningA61B 5/7235A61B 5/369G05B 23/0221G06N 20/00Y10S 706/902Y10S 706/903

AI classification

Machine learning1.00
Planning1.00
AI hardware0.32
Vision0.06
Evolutionary computation0.00
Natural language0.00
Knowledge representation0.00
Speech0.00
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