Is the field as defined in analysis ( i.e a set with multiplication and addition defined on it such that they obey certain field axioms like closedness and associativity .... ) related by anyway to the " field" in physics ( e.g electric field, force field …).
Additionally, if they are not equivalent, you would do me great justice if you can refer me to some rigorous definition of "field" in physics. Thank You
In physics, a "scalar field" is essentially a function of position, or a number at every point. The temperature $T(x,y,z)$ at every point in a room is described by a scalar field.
A "vector field" is essentially a vector at every point. It can have various units. So the gravitational field $\overrightarrow{g}$ has units of $m/s^2$ while the electric field $\overrightarrow E$ has units of $V/m$ and the magnetic field $\overrightarrow B$ is measured in teslas.
A gravitational field is in effect an arrow at every location in space pointing "down"--it is the definition of down, in fact. The size of the vector indicates the strength of the gravitational field.
Mathematics is the map, and physics is the territory, in the case of physics fields. A scalar field or vector field is a mathematical object, one function or a set of functions with 3 inputs in three dimensional space. You can add these fields and so forth, do mathematical operations on them, but the physical phenomenon is the reality the model tries to describe.
As others have said, this is a very different use of the word "field" from how mathematicians use it to mean roughly "a set of things you can do arithmetic with" and more precisely follows various axioms of being a commutative group under addition with identity $0$ and nonzero elements being a commutative group under multiplication with identity $1$ and satisfying the distributive laws.