Probably not.  See any book on Forecasting or Time Series Analysis for some other ideas. best, David

Depending on what you want to know, there may be some simple alternatives.

Mann-Kendall is a nonparametric test to determine if there is a trend.  This can also account for seasonality in the data.  It is often paired with Sen's slope for the slope of the trend.  

Another option is local regression.  This is essentially something like a moving average. You might look at loess or generalized additive model for that.

Thanks, David and Salvatore.  I have found out the trend not much difference to moving average. But still ....