For a long vacuum-core or air-core solenoid with fixed geometry and linear magnetic response, neglecting end effects gives self-inductance
Here is the total number of turns, is the solenoid turn density, and is the interior cross-sectional area. The reason for the square of is physical: more turns produce more magnetic field, and more turns link the resulting magnetic flux. Approximately equal magnetic flux through each turn gives magnetic flux linkage ; division by the electric current yields . [ref].
For the same , , and , the area is . The long-coil estimate is
At , each turn links approximately and the total magnetic flux linkage is approximately . Their ratio to is the stated self-inductance. A real finite coil need not give precisely these values: the axial centre correction above is not by itself a correction formula for inductance, which depends on magnetic flux across all the turns.
At fixed and , doubling quadruples . At fixed solenoid turn density and area , doubling doubles both and . These are different changes to the geometry, so there is no contradiction between at fixed and at fixed . A magnetic core requires its own magnetic permeability model; nonlinear magnetization can make a constant- description inadequate.
The magnetic energy stored in a linear solenoid of constant self-inductance is
in the long-solenoid approximation. The first formula is an inductor relation; the second identifies its storage with magnetic energy in the interior magnetic field, under the vacuum-core approximation. This agreement joins the electrical circuit description to the spatial magnetic field description. The expression is the vacuum magnetic energy density. [ref].
A short derivation starts from the terminal electric potential difference , with positive electric current entering the terminal at higher potential. The absorbed power is , and integrating from zero electric current gives
The result describes recoverable storage in the inductor; Joule heating in the wire is a separate expenditure of energy. [ref].
For the long-coil example, and give . Substituting the ideal and volume into gives the same value. Doubling electric current quadruples stored magnetic energy. In a real coil, reducing electric current can return this energy to an electrical circuit, or release it as Joule heating in a closed RL circuit.

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