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nonlin

Nonlin is a shorthand often used to refer to nonlinearity or nonlinear systems. It is not a single object but a broad concept used across mathematics, physics, engineering, and data analysis. In practice, nonlinearity describes relationships or systems that cannot be described by a linear equation or obey the principle of superposition.

In mathematics, a linear relationship satisfies additivity and homogeneity; nonlinear means at least one of these

In science and engineering, nonlinear dynamics can lead to phenomena such as chaos, bifurcations, and pattern

Analysis and modeling of nonlinearity often rely on linearization, perturbation methods, and numerical iterative techniques such

The term nonlin is also used informally in software and documentation to denote nonlinear options, models,

properties
fails.
Common
nonlinear
forms
include
polynomial
expressions
with
degree
greater
than
one,
exponential,
logarithmic,
or
trigonometric
functions.
Nonlinear
equations
may
have
multiple
solutions,
no
closed
form,
and
can
produce
complex
behavior
such
as
curves
that
bend,
self-intersect,
or
exhibit
sensitivity
to
initial
conditions.
formation.
Examples
include
fluid
flow
described
by
the
nonlinear
convective
term
in
the
Navier–Stokes
equations,
nonlinear
optics,
and
nonlinear
electrical
circuits.
Many
real-world
systems
exhibit
nonlinearity,
requiring
specialized
mathematical
and
numerical
methods
for
analysis
and
simulation.
as
Newton-Raphson
or
related
methods.
In
statistics
and
data
science,
nonlinear
regression
and
nonlinear
optimization
are
used
to
fit
models
that
capture
curvature
and
interactions
that
linear
models
miss.
or
functions.
See
also
nonlinear,
linearity,
chaos
theory.