On the SPD-SX PRO, only one pad per kit can be set to play when you operate the closed pedal. If multiple pads have their Layer Type set to "HI-HAT", only one will respond to the closed pedal based on a priority order.
For details on how the priority is determined, refer to "About the closed pedal sounds" in the SPD-SX PRO Reference Manual.