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fsolve — Solve nonlinear equation systems in MATLAB and RunMat.

x = fsolve(fun, x0) solves fun(x) = 0 starting from initial guess x0 using finite-difference Levenberg-Marquardt iterations. Scalar guesses return scalars, and vector/matrix guesses return solutions with the same shape as x0, following MATLAB semantics.

Syntax

x = fsolve(fun, x0)
x = fsolve(fun, x0, options)

Inputs

NameTypeRequiredDefaultDescription
funAnyYesSystem residual callback.
x0AnyYesInitial guess scalar/vector.
optionsAnyNoOptions struct from optimset.

Returns

NameTypeDescription
xNumericArrayApproximate solution vector/scalar.

Errors

IdentifierWhenMessage
RunMat:fsolve:InvalidArgumentArgument grammar/options configuration is invalid.fsolve: invalid argument
RunMat:fsolve:InvalidInputInitial guess/callback/iteration semantics are invalid.fsolve: invalid input

How fsolve works

  • The function handle must return a finite real scalar or vector.
  • Jacobians are estimated with forward finite differences.
  • The step is chosen with a Levenberg-Marquardt damping parameter and accepted only when it reduces the residual norm.
  • Options are supplied as a struct, usually created with optimset. TolX, TolFun, MaxIter, MaxFunEvals, and Display are accepted.

Examples

Solve a two-variable nonlinear system

F = @(x) [x(1)^2 + x(2)^2 - 4; x(1)*x(2) - 1];
x = fsolve(F, [1; 1])

Expected output:

x =
    1.9319
    0.5176

Solve a scalar equation

x = fsolve(@sin, 3)

Expected output:

x =
    3.1416

Using fsolve with coding agents

Open a RunMat example with live inputs, then ask the agent to explain how fsolve changes the result.

Run a small fsolve example, explain the result, then change one input and compare the output.

Elementwise

abs · angle · complex · conj · double · exp · expm1 · factorial · gamma · hypot · imag · ldivide · log · log10 · log1p · log2 · minus · nextpow2 · plus · pow2 · power · rdivide · real · sign · single · sqrt · times

Trigonometry

acos · acosh · asin · asinh · atan · atan2 · atanh · cos · cosd · cosh · deg2rad · rad2deg · sin · sind · sinh · tan · tand · tanh

Reduction

all · any · cummax · cummin · cumprod · cumsum · cumtrapz · diff · gradient · max · mean · median · min · nnz · prod · std · sum · trapz · var

Signal

blackman · butter · conv · conv2 · deconv · filter · hamming · hann · sawtooth · sinc · square

Rounding

ceil · fix · floor · mod · rem · round

Factor

chol · eig · lu · qr · svd

Solve

cond · det · inv · linsolve · norm · pinv · rank · rcond · rref

Fft

fft · fft2 · fftshift · ifft · ifft2 · ifftshift

Interpolation

interp1 · interp2 · pchip · ppval · spline

Ode

ode15s · ode23 · ode45

Open-source implementation

Unlike proprietary runtimes, every RunMat function is open-source. Read exactly how fsolve is executed, line by line, in Rust.

About RunMat

RunMat is an open-source runtime that executes MATLAB-syntax code blazing on any GPU. It is licensed under the Apache 2.0 license.

  • RunMat automatically optimizes your math for GPU execution on Apple, Nvidia, and AMD hardware. No code changes needed. Simulations that took hours now take minutes.
  • Start running code in seconds. RunMat runs in the browser, on the desktop, or from the CLI. No license server, no IT ticket.

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