I would say 

 1. Take log of first equation to get rid of dependence on $x_t$
 2. Apply Kalman filter equations to estimate parameters

I believe [Conrad and Kaul (1988) J of Business][1] do exactly what you describe.


  [1]: http://ww.e-m-h.org/ConradKaul1988.pdf