In this context,
L represents the characteristic spatial scale over which the magnetic field penetrates the plasma. The magnetic field components are expressed in the GSM coordinate system, as detailed in equation (2) of the [
67]. The contour plots for the diffusion profile of Earth's magnetic field at different characteristic length scales
$\hat{r}=L/{R}_{E}$ (a) at
$\hat{r}\lt 1$, (b)
$\hat{r}=1$, (c)
$\hat{r}=3$ and (d)
$\hat{r}=5$ are shown in figure
1. Panels (a–d) show contour maps of the magnetic field magnitude as a function of position at different values of characteristic length (a)
$\hat{r}\lt 1$ illustrates the strongest spatial gradients and the most rapid magnetic field diffusion near, (b)
$\hat{r}=1$ demonstrates that diffusion becomes less steep but still significant, (c)
$\hat{r}=3$ represents weaker gradients and slower diffusion at outer magnetospheric regions and (d)
$\hat{r}=5$ very weak magnetic diffusion corresponding to distant tail regions. The magnetic field diffusion varies with scale length and serves as a theoretical foundation for understanding the sensitivity of quadratic magnetic gradients in flat current-sheet analysis. The dynamics of Earth's magnetic field vary with distance and depends on the characteristic length scale over a specific period of time. We adopted the normalized time interval of event as discussed in our earlier paper [
67]. The findings suggest that both the estimation of quadratic magnetic gradients and the spatial configuration of MFLs are essential for analyzing magnetic structures in space plasmas through multi-point observations. These estimators demonstrate high accuracy when compared to theoretical models. The formulation summarized above can serve as a basis for the actual calculation stages. The magnetic field for the two-dimensional magnetic configuration can be expressed using the physical insight from figure
1. A small characteristic length scale
$\hat{r}$ causes the magnetic field to dissipate more rapidly, giving the appearance of a smaller spatial range in figure
1(b). The magnetic gradients in figure
1(a) are steeper, which leads to faster spatial diffusion even if the diffusion coefficient is numerically smaller. Subsequent panels with larger diffusion coefficients exhibit weaker but broader diffusion rather than sharper decrease. The parametric analysis of the current sheet according to observations of the background magnetic field
B0 ≈ 1–5 nT, and distances are in terms of the characteristic normalized length scale
$\hat{r}$ are shown in figure
2. The solid black curve is plotted at characteristic length
$\hat{r}=1$ which represents the strong variation of the current sheet near the Earth in the magnetospheric environment, while all other dotted (or dashed–dotted) curves are generated at larger distance of
$\hat{r}$ represents the weak profile of current sheets in the outer region of magnetosphere of the Earth. Figure
3 illustrates a hypothetical trajectory for the spacecraft (S/C) constellation, beginning at coordinates (−1, 1)
RE and extending to (−3, −1)
RE. The constellation is modeled as a regular tetrahedron with an inter-spacecraft separation of 100 km. Panels (a) and (b) in figure
3 present the analytical values of the magnetic field in GSM coordinates at the barycenter of the four spacecraft. In 2D MHD equilibria the quantity
δ2 =
α2 −
K2 −
H2 retains the set of parameters by which the equilibrium model is established [
68], where,
α = (2
n − 1) is corresponding eigenvalue,
K and
H are constant scaling factors. In this analysis, the first eigenvalue is selected as
α =
π/2 to assess the magnetic field's spatial gradient at the constellation's center. The propagation of the magnetic field associated with the nonzero components
Bx and
Bz of the linear magnetic gradient at the barycenter, as shown in figures
3(c) and
(d), is determined using equation (
4). The red solid lines indicate the analytical results obtained using the theoretical formula. The star, filled square, and filled circle on the lines are representing the characteristic distances
$\hat{r}=1$,
$\hat{r}=2$ and
$\hat{r}$ = 3, respectively. The second gradient, as shown in figures
3(e) and
(f), results from applying the linear magnetic gradient to determine the quadratic magnetic gradient within the current sheet framework. In this model,
Bx and
By correspond to the quadratic variations of the magnetic unit vectors, while only
Bz retains a nonzero value. As illustrated in figure
3,
Bx exhibits a bipolar pattern centered around the middle of the current sheet, reaching zero at the midpoint. In contrast,
Bz displays symmetry along the left–right axis, with peak magnetic field diffusion observed at the normalized characteristic length
$\hat{r}=1$. The changes observed in the curvature and torsion of MFLs suggest that the magnetic topology is distinct from that of the current sheet. Notably, the central regions of these field lines exhibit peak torsion and reduced curvature. As the MFLs approach the core of the flux rope, they become increasingly twisted and aligned, indicating that the structure of the flux rope is helical and three-dimensional in nature. In this study, the magnetic flux ropes are embedded within the reconnection exhaust adjacent to the magnetopause current sheet. They are identified during the time intervals marked by the vertical red lines, where the magnetic field exhibits a coherent rotation in the transverse components (
Bx,
By,
Bz) accompanied by a localized enhancement in the total magnetic field magnitude (
Bt). These magnetic signatures are coincident with modest but noticeable variations in plasma density and pressure, indicating the passage of magnetically dominated structures rather than purely compressional features. In the 06-07-2017 event, the flux rope is encountered shortly after the current sheet crossing, suggesting formation close to the reconnection site. In contrast, the 10-08-2017 event shows flux-rope encounters within an extended exhaust region, implying the presence of evolving or coalescing structures downstream of reconnection. The consistent alignment of the magnetic rotation across all MMS spacecraft further confirms that these flux ropes are spatially coherent, ion-scale structures embedded within the reconnection outflow on the magnetosheath side of the dayside magnetopause. The upcoming sections detail the computed curvature and torsion of the MFLs within the current sheet. The torsion remains nearly uniform across the examined segments, suggesting that the MFLs are largely confined to a plane—an observation consistent with theoretical expectations.