In a letter to the companies, Representative Peter DeFazio called their refusal to attend the hearing "unacceptable."
While those leaving the airport will have to travel to a pickup location, Uber, Lyft, and taxi drivers will still be able to drop people off at the departure terminals.
Currently, the city charges a 72-cent fee on all ride-hailing rides.
Adding to its car dealer rental program for ride sharing, the new platform allows dealers to offer vehicle subscriptions through a consumer mobile app.
The ride-hailing companies are giving users two free rides, up to a selected amount, to get to and from government approved hurricane shelters.
The policy comes amid driver-led protests outside Uber's San Francisco's headquarters.
It's unclear whether or not the trial will be expanded to other airports.
The project will create 3,000 new jobs and more than $75 million in capital investment.
In 2017, Transport for London rejected Uber's renewal application over what the government agency said was the ride-hailing group's attitude on reporting serious crimes and driver background checks.
The study, commissioned by Uber and Lyft themselves, exposes the ride-hailing congestion problem - and it's worse than we thought. However, Uber says the scale "is dwarfed by that of private cars and commercial vehicles."