Structural deficit issues can only be addressed by explicit and direct government policies: reducing spending (including entitlements), increasing the tax base, and/or increasing tax rates. It can be described as more "chronic" or long-term in nature hence needing government action to remove it.
The opposite of a structural deficit is a structural surplus. Likewise, the opposite of a cyclical deficit is a cyclical surplus.