Question about my cars' noise

My car has a noise every time when I just started and went backwards from parking. Sometimes, while running on highway, the noise comes too. But, if I step on the brake, the noise may disappear.

Please, some car experts here tell me what might be wrong with my car and what to do to fix it.

Thanks in advance!