Invention Grant
- Patent Title: Systems and methods for parameter adaptation
- Patent Title (中): 用于参数调整的系统和方法
-
Application No.: US12220446Application Date: 2008-07-24
-
Publication No.: US08712927B2Publication Date: 2014-04-29
- Inventor: Kourosh Danai , James McCusker
- Applicant: Kourosh Danai , James McCusker
- Applicant Address: US MA Boston
- Assignee: University of Massachusetts
- Current Assignee: University of Massachusetts
- Current Assignee Address: US MA Boston
- Agency: McCarter & English, LLP
- Main IPC: G06F15/18
- IPC: G06F15/18

Abstract:
A method of parameter adaptation is used to modify the parameters of a model to improve model performance. The model separately estimates the contribution of each model parameter to the prediction error. It achieves this by transforming to the time-scale plane the vectors of output sensitivities with respect to model parameters and then identifying the regions within the time-scale plane at which the dynamic effect of individual model parameters is dominant on the output. The method then attributes the prediction error in these regions to the deviation of a single parameter from its true value as the basis of estimating individual parametric errors. The proposed Parameter Signature Isolation Method (PARSIM) then uses these estimates to adapt individual model parameters independently of the others, implementing, in effect, concurrent adaptation of individual parameters by the Newton-Raphson method in the time-scale plane.
Public/Granted literature
- US20100023464A1 Systems and methods for parameter adaptation Public/Granted day:2010-01-28
Information query