My husband is a Foreigner and doesn’t have a SSN

My husband is Japanese.  We do not usually live in the USA and I work Freelance as self employed.  Is there any way to claim him as a dependent as we live on my income mostly?  As of now, I am making around $30,000, but I am being taxed as a single person- paying a lot in taxes.

 

any advice?