Directly reboot into a new kernel. More information: https://manned.org/kexec.
kexec -l path/to/kernel --initrd=path/to/initrd --command-line=arguments
kexec -l path/to/kernel --initrd=path/to/initrd --reuse-cmdline
kexec -e
kexec -u