I suggest you purchase a few good books to learn the fundamentals at your own pace. This back-and-forth will address some kinks, not serious gaps.
1) Direct stiffness method has nothing to do with PDEs. DSM was among the earliest tools structural engineers developed to discretize geometries, generate algebraic equations at the back end, and provide an answer to the question that was being addressed. It is taught in introductory FEM courses because it gives you a good foundation. Again, DSM is not FEM.
"..do all FEM have partial differential equations, or it is only available for some FEM's?.."
I think you were trying to suggest numerical methods instead of FEMs. There are no FEMs; there is just one finite element method. Now, to address your question, physics/chemistry/biology/finance/economics/... is where PDEs arise, not in a numerical method. The numerical approximation method is a tool to solve those PDEs.
2) Explicit numerical schemes do not have to solve for equilibrium. Assembly and other pre-processing steps are more or less the same; there are variations, to be sure.
3) I do not know what you mean by time-step analysis but
time-marching is essentially what occurs in an explicit scheme.
4) No. There is no interpolation. There is no search for minimum potential energy. DSM is essential to having a visual feel for how domain discretization works, how elements get assembled, how a physical problem ends up as a numerical problem like Ax=B, and how it gets solved.
5) No. Numerical schemes solve the phenomenon of interest, which are typically written out as PDEs. It has nothing to do with the nature of the problem (transient or static, e.g.).
6) To give you a flavor, most (not all) implicit schemes are unconditionally stable - which has nothing to do with a particular model's convergence. Explicit schemes, on the other hand, run in to a stability limit known as the Courant-Friedrich-Levy (CFL) condition. Modeling fully incompressible behavior is rather straightforward for an implicit scheme, not so with an explicit scheme. When there is way too much going on in the phenomenon of interest in a very short span of time (think car crash), explicit schemes handle them much better than implicit schemes.
I do not wish to add more because it gets overwhelming pretty fast.
7) Simplest example is an implicit-explicit scheme
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