There are many ways to control brightness. According to this discussion[1] and this wiki page [2], the control method could be divided into these categories:

brightness is controlled by vendor specified hotkey. And there is no interface for OS to adjust brightness.
brightness is controlled by OS:

brightness could be controlled by ACPI
brightness could be controlled by graphic driver.
All methods expose themselves to the user by /sys/class/brightness. And xrandr/xbacklight could use this folder and choose one method to control brightness. But it is still not very clear which one xbacklight prefers by default. See FS#27677 for xbacklight, if you get "No outputs have backlight property." There is a temporary fix if xrandr/xbacklight does not choose the right directory in /sys/class/brightness: You can specify the one you want in xorg.conf by setting the "Backlight" option of the Device section to the name of that directory
brightness is controlled by HW register throught setpci

ACPIIt is often possible to adjust the backlight by ACPI. This controls the actual LEDs or cathodes of the screen. When this ACPI option is available, the illumination is controllable using a GUI slider in the Display/Screen system settings or by simple commands on the CLI.

Different cards might manage this differently. Check /sys/class/backlight to find out:

# ls /sys/class/backlight/intel_backlight
So this particular backlight is managed by an Intel card. It is called acpi_video0 on an ATI card. In the following example, acpi_video0 is used.

The directory contains the following files and folders:

actual_brightness brightness max_brightness subsystem/ uevent
bl_power device/ power/ type
The maximum brightness (often 15) can be found by running cat:

# cat /sys/class/backlight/acpi_video0/max_brightness
15
Brightness can then be set (as root) with echo. Obviously you cannot go any higher than your screen's maximum brightness. The values for maximum brightness and brightness in general vary wildly among cards.

# echo 5 > /sys/class/backlight/acpi_video0/brightness
Sometimes ACPI does not work well due to different motherboard implementations and ACPI quirks. This include some models with dual graphics (e.g. Nvidia-optimus/Radeon with intel (i915)) and some examples with this problem in notebooks such as Dell Studio, Dell XPS 14/15/17 and some Lenovo series, Kamal Mostafa kernel developer make patches for solved this issue included after 3.1 kernel version. You can try adding the following kernel parameters in your bootloader(grub, syslinux...) to adjust ACPI model:

acpi_osi=Linux acpi_backlight=vendor
or

acpi_osi=Linux acpi_backlight=legacy
acpi_backlight=vendor will prefer vendor specific driver (e.g. thinkpad_acpi, sony_acpi, etc.) instead of the ACPI video.ko driver.

看了这个之后，很显然，问题就在于 acpi_backlight=vendor will prefer vendor specific driver (e.g. thinkpad_acpi, sony_acpi, etc.) instead of the ACPI video.ko driver.
所以我们只要sudo nano /etc/default/grub,
GRUB_CMDLINE_LINUX="“改为GRUB_CMDLINE_LINUX="acpi_osi=Linux acpi_backlight=vendor"重启即可，注意大小写Linux的L为大写。
然后sudo update-grub && sudo reboot