We can use standard distribution tables because the sample is so large.
From a table of area under a normally distributed curve, the z value corresponding to a 95%, one-tail test is: 1.65. (We use a one-tailed test because we are not concerned with passengers arriving too early, only arriving too late.)
Here, we do not divide by the standard error, because we are interested in a point estimate of making our flight.
The answer is one hour, twenty minutes + 1.65(30 minutes) = 2 hours, 10 minutes.