The maintenance of an industrial air cooler includes regular cleaning of the cooling pads, water tank, and air filters. This should be done at least once a month or more frequently if the unit is used extensively or in a dusty environment. It is also important to check the water level and ensure the pump is functioning properly to avoid damage to the unit.