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© 2026 Dystr · Made withfor the scientific community.

RunMat™ is a registered trademark of Dystr, Inc. MATLAB® is a registered trademark of The MathWorks, Inc. RunMat is not affiliated with, endorsed by, or sponsored by The MathWorks, Inc.

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Builtin Reference
    • coneprog
    • fminbnd
    • fminunc
    • fsolve
    • fzero
    • integral
    • linprog
    • lsqcurvefit
    • lsqnonlin
    • optimoptions
    • optimset
    • quad
    • secondordercone

fzero — Find scalar function zeros with bracketed root-finding in MATLAB and RunMat.

x = fzero(fun, x0) searches near a binary32 or binary64 scalar initial point x0 for a sign-changing bracket, then refines the root with a Brent-style method. x = fzero(fun, [a b]) uses the supplied bracket directly. Optional outputs follow MATLAB's standard contract: [x, fval], [x, fval, exitflag], and [x, fval, exitflag, output].

Syntax

x = fzero(fun, x0)
x = fzero(fun, x0, options)
[x, fval] = fzero(fun, x0)
[x, fval] = fzero(fun, x0, options)
[x, fval, exitflag] = fzero(fun, x0)
[x, fval, exitflag] = fzero(fun, x0, options)
[x, fval, exitflag, output] = fzero(fun, x0)
[x, fval, exitflag, output] = fzero(fun, x0, options)

Inputs

NameTypeRequiredDefaultDescription
funAnyYes—Scalar-valued callback.
x0AnyYes—Initial point or two-element bracket.
optionsAnyNo—Options struct from optimset.

Returns

NameTypeDescription
xNumericScalarEstimated root location.
fvalNumericScalarFunction value at x.
exitflagNumericScalarConvergence status code.
outputAnyIteration/function-count metadata struct.

Returned values from fzero depend on how many outputs the caller requests.

Errors

IdentifierWhenMessage
RunMat:fzero:InvalidArgumentArgument grammar/options struct are invalid.fzero: invalid argument
RunMat:fzero:InvalidInputCallback/bracket/initial-point semantics are invalid.fzero: invalid input
RunMat:fzero:TooManyOutputs`fzero` is called with more than four requested output arguments.fzero: too many output arguments

How fzero works

  • The function handle must return a finite real scalar. A binary32 initial point or interval is threaded through callback arguments and numeric outputs; when TolX is not explicit, either a binary32 initial point or interval or a binary32 initial function value selects eps('single') instead of eps('double').
  • Strict compatibility mode rejects typed-integer or logical initial points, intervals, and function values. RunMat extension mode accepts those values when every integer converts exactly to binary64.
  • Typed-integer option controls are a separately gated RunMat extension. Structural counts such as MaxIter and MaxFunEvals are validated as exact nonnegative integers rather than rounded through floating point.
  • Bracket endpoints must have opposite signs unless one endpoint is already a root.
  • Options are supplied as a struct, usually created with optimset. TolX, MaxIter, MaxFunEvals, and Display are accepted.
  • fval is the function value at the returned x; exitflag is 1 for convergence and 0 when the iteration/function-evaluation budget is exhausted.
  • The four-output output struct contains iterations, funcCount, algorithm, and message fields.
  • Requests for more than four outputs are rejected.
  • Anonymous functions, named function handles, and function-handle strings work through RunMat's existing feval dispatch path.

Examples

Find the fixed point of cosine

f = @(x) cos(x) - x;
x = fzero(f, 0.5)

Expected output:

x =
    0.7391

Use an explicit bracket

x = fzero(@sin, [3 4])

Expected output:

x =
    3.1416

Return the root and function value

f = @(x) x.^2 - 4;
[x, fval] = fzero(f, [0 3])

Expected output:

x =
    2.0000
fval =
     0

Set a tighter tolerance

opts = optimset('TolX', 1e-10, 'Display', 'off');
x = fzero(@sin, [3 4], opts)

Expected output:

x =
    3.1416

Using fzero with coding agents

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

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

Related Math functions

Optim

coneprog · fminbnd · fminunc · fsolve · integral · linprog · lsqcurvefit · lsqnonlin · optimoptions · optimset · quad · secondordercone

Elementwise

abs · angle · bsxfun · complex · conj · double · erf · erfcinv · exp · expm1 · factorial · flintmax · gamma · gammaln · heaviside · hypot · idivide · imag · intmax · intmin · ldivide · log · log10 · log1p · log2 · minus · nextpow2 · plus · pow2 · power · rdivide · real · realmax · realmin · realsqrt · rescale · sign · single · sqrt · swapbytes · times · typecast · uint16 · uint32 · uint8

Trigonometry

acos · acosh · asin · asinh · atan · atan2 · atanh · cos · cosd · cosh · cospi · deg2rad · pol2cart · rad2deg · sin · sind · sinh · sinpi · tan · tand · tanh

Reduction

all · any · bounds · cummax · cummin · cumprod · cumsum · cumtrapz · diff · gradient · max · maxk · mean · median · min · mink · movmax · movmean · movmedian · movmin · movprod · movstd · movsum · movvar · nnz · prod · rms · std · sum · trapz · var

Structure

bandwidth · isdiag · ishermitian · issymmetric · istril · istriu · symrcm

Signal

blackman · butter · buttord · cheb2ord · conv · conv2 · deconv · downsample · envelope · filter · filtfilt · fir1 · freqz · gauspuls · hamming · hann · hilbert · periodogram · pulstran · pwelch · rectpuls · resample · sawtooth · sinc · spectrogram · square · tripuls · unwrap · upsample · zplane

Rounding

ceil · fix · floor · mod · rem · round

Factor

chol · decomposition · eig · eigs · lu · qr · svd

Solve

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

Ops

cross · ctranspose · dot · mldivide · mpower · mrdivide · mtimes · pagemtimes · pagetranspose · trace · transpose

Symbolic

digits · int · limit · piecewise · sym · syms · vpa

Fft

fft · fft2 · fftn · fftshift · ifft · ifft2 · ifftn · ifftshift

Interpolation

griddedInterpolant · interp1 · interp1q · interp2 · pchip · ppval · spline

Discrete

lcm · primes

Ode

ode15s · ode23 · ode45

Poly

polyder · polyfit · polyint · polyval · roots

Open-source implementation

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

  • View the source for fzero in Rust on GitHub
  • Learn how the RunMat runtime works
  • Found a bug? Open an issue with a minimal reproduction.

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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On this page
  • Syntax
  • Inputs
  • Returns
  • Errors
  • How fzero works
  • Examples
  • Find the fixed point of cosine
  • Use an explicit bracket
  • Return the root and function value
  • Set a tighter tolerance
  • Using fzero with coding agents
  • Related Math functions
  • Optim
  • Elementwise
  • Trigonometry
  • Reduction
  • Structure
  • Signal
  • Rounding
  • Factor
  • Solve
  • Ops
  • Symbolic
  • Fft
  • Interpolation
  • Discrete
  • Ode
  • Poly
  • Open-source implementation
  • About RunMat