spectrum analysis or GARCH model would be good choices. in my impression, our sample size is too small to treat # of years as an exogenous variable without a Markov process.
i dont think anyone would be able successfully to establish a unified growth model for both china and US. coz we have totally different saving rates, technological progress, competition / monopoly power ...etc.