Yes, it can be implemented, thus you should check the number of obsrvations, related to the total inputs and outputs
Empirical Rule is that n >= 2*(I(4)+O(15))
You can check this out:
A window-DEA based efficiency evaluation of the public hospital sector in Greece during the 5-year economic crisis (Flokou Angeliki, Aletras Vassilis, Niakas Dimitris)
It depends on the number of DMU's that you are considering in your study, and maintain the relationship that mentioned Leonidas Sotirios Kyrgiakos .
I recommend you see the possibility of making a correlation analysis to identify which variables can represent others' performance, and reduce the number of these. You can check Dyson et al. (2001) for the thumb rule about the number of variables.