Centos – RAIDs disappearing on reboot (Centos 7.5)

I'm trying to create 4 RAID 0 disk arrays on my system running Centos 7.5 and have the RAIDs automount after a reboot. For some reason, only one of the RAIDs /dev/md0 is persistent between boots. The remaining three RAIDs (md1,md2,md3) all disappear after a reboot.

I build the RAIDs using:

$ sudo mdadm --create --chunk 4096 --verbose /dev/md0 --level=stripe \
   --raid-devices=2 /dev/nvme0n1 /dev/nvme1n1

$ sudo mdadm --create --chunk 4096 --verbose /dev/md1 --level=stripe \
   --raid-devices=2 /dev/nvme2n1 /dev/nvme3n1

$ sudo mdadm --create --chunk 4096 --verbose /dev/md2 --level=stripe \
   --raid-devices=2 /dev/nvme4n1 /dev/nvme5n1

$ sudo mdadm --create --chunk 4096 --verbose /dev/md3 --level=stripe \
   --raid-devices=2 /dev/nvme6n1 /dev/nvme7n1

Then I update the /etc/mdadm.conf file using:

$ mdadm --detail --scan >> /etc/mdadm.conf

Finally after mounting the drives to their appropriate directory and adding them to /etc/fstab I rebuilt the initramfs image using dracut:

$ sudo dracut --force --mdadmconf

After running dracut, I reboot the system and /dev/md0 is there but the other RAIDs are not, so I did some investigating and it seems like /etc/mdadm.conf is not being included in the initramfs, so I repeated all of the previous steps, except for the dracut command I manually added what seemed to be missing using:

$ sudo dracut --force --include /etc/mdadm.conf /etc/mdadm.conf \
   --add="mdraid" --mdadmconf`

After running the command, I see that /etc/mdadm.conf and /usr/sbin/mdadm are included in the initramfs using:

$ sudo lsinitrd /boot/initramfs-$(uname -r).img

What am I missing?

Edit 1
I've added mdadm –assemble –scan to /etc/rc.local and tried running it from the command line once the system has booted, but md1, md2, and md3 still are not found. As before, md0 is found at boot.

I have a separate OS disk, so I am not booting from md0