Technically speaking the only needed piece of hardware is the memory chip that holds the BIOS/Firmware. Playstation 2 uses quite some memory chips for that job so you need all of them.
By the way, when the BIOS/Firmware is released for free by the copyright holder then you (apparently) don't have to own the console to use that BIOS/Firmware with an emulator.