I have a task to estimate an ARMA system model parameters. The nominator and denominator orders are known. The ARMA parameters could be estimated from the time domain or frequency domain through minimizing the mean-squared error of the measured and the system modeled signals. Which domain is preferred to estimate the system model? Note for the frequency domain, the magnitude of the frequency error is used as an optimization metric. --------------------------------------- Posted through http://www.DSPRelated.com
Which approach is better to estimate the ARMA model parameters
Started by ●January 12, 2016
Reply by ●January 13, 20162016-01-13
On Tue, 12 Jan 2016 18:09:23 -0600, Kathy_pdx wrote:> I have a task to estimate an ARMA system model parameters. The nominator > and denominator orders are known. The ARMA parameters could be estimated > from the time domain or frequency domain through minimizing the > mean-squared error of the measured and the system modeled signals. Which > domain is preferred to estimate the system model? Note for the > frequency domain, the magnitude of the frequency error is used as an > optimization metric.It's going to depend on what you're trying to achieve. The ARMA parameter estimation process is essentially an optimization process, optimization problems give you the answer that you ask for, and the relationship between what you really want and what you're asking for isn't always clear. Just to throw even more fat on your fire, you should be looking not just at whether to optimize in the time or the frequency domain, but you should also be looking at whether you want to weight the fit metric more heavily in some areas or another. I'd try both domains, and assess the resulting model for fit. I'd also try judicious weighting (basically filter both inputs to the ARMA process with identical filters -- the idea is to emphasize the frequency components where it counts for your problem, and to de-emphasize them where it doesn't). -- Tim Wescott Wescott Design Services http://www.wescottdesign.com
Reply by ●January 13, 20162016-01-13
On Wednesday, January 13, 2016 at 1:09:28 PM UTC+13, Kathy_pdx wrote:> I have a task to estimate an ARMA system model parameters. The nominator > and denominator orders are known. The ARMA parameters could be estimated > from the time domain or frequency domain through minimizing the > mean-squared error of the measured and the system modeled signals. Which > domain is preferred to estimate the system model? Note for the frequency > domain, the magnitude of the frequency error is used as an optimization > metric. > --------------------------------------- > Posted through http://www.DSPRelated.comRecursive least-squares is one solution.
