Gradient

In mathematics, the gradient is a generalization of the usual concept of derivative of a function in one dimension to a function in several dimensions. If f(x1, ..., xn) is a differentiable, scalar-valued function of standard Cartesian coordinates in Euclidean space, its gradient is the vector whose components are the n partial derivatives of f. It is thus a vector-valued function.

Similarly to the usual derivative, the gradient represents the slope of the tangent of the graph of the function. More precisely, the gradient points in the direction of the greatest rate of increase of the function, and its magnitude is the slope of the graph in that direction. The components of the gradient in coordinates are the coefficients of the variables in the equation of the tangent space to the graph. This characterizing property of the gradient allows it to be defined independently of a choice of coordinate system, as a vector field whose components in a coordinate system will transform when going from one coordinate system to another.

Gradient (disambiguation)

The Gradient is the rate of variation of a numerical quantity. It may refer to:

  • Slope or grade, referring to the inclination of a road or other geographic features
  • Image gradient, a gradual change or blending of color
  • Color gradient
  • Texture gradient
  • Mathematics

  • Gradient, in vector calculus, a vector field representing the maximum rate of increase of a scalar field or a multivariate function and the direction of this maximal rate.
  • Gradient descent
  • Gradient theorem
  • Gradient method
  • Conjugate gradient method
  • Nonlinear conjugate gradient method
  • Stochastic gradient descent
  • Biology

  • Concentration gradient, the ratio of solute concentration between two adjoining regions
  • Potential gradient, the difference in electric charge between two adjoining regions
  • Fluid dynamics and earth science

  • Density gradient
  • Pressure gradient
  • Temperature gradient
  • Geothermal gradient
  • Sound speed gradient
  • Wind gradient
  • See also

    Four-gradient

    In differential geometry, the four-gradient is the four-vector analogue of the gradient from Gibbs-Heaviside vector calculus.

    Definition

    The covariant components compactly written in index notation are:

    The comma in the last part above  {}_{,\alpha} implies the partial differentiation with respect to x^\alpha. This is not the same as a semi-colon, used for the covariant derivative.

    The contravariant components are:

    where gαβ is the metric tensor, which here has been chosen for flat spacetime with the metric signature (+,−,−,−).

    Alternative symbols to \partial_\alpha are \Box and D.

    Usage

    The 4-Gradient is used in a number of different ways in Special Relativity:


    As a 4-Divergence

    The 4-Divergence of the 4-Position X^\mu gives the dimensionality of spacetime:


    The 4-Divergence of the 4-CurrentDensity J^\mu = \rho_o U^\mu gives a conservation law - the conservation of charge:

    This means that the time rate of change of the charge density must equal the negative spatial divergence of the current density \partial_t \rho = -\vec{\nabla}\cdot \vec{j}. In other words, the charge inside a box cannot just change arbitrarily, it must enter and leave the box via a current. This is a continuity equation.

    Podcasts:

    PLAYLIST TIME:

    Latest News for: gradient

    Edit

    Gradient CEO: Tulsa is 'stepping up' as geography of innovation is shifting

    Tulsa World 27 Apr 2025
    For decades, innovation has been concentrated on the coasts. But that's changing, Devon Laney said, as startups are "choosing new homes (and) investors are looking for undervalued markets." ... .
    Edit

    How to use Gradient Attacks and Counters in Clair Obscur Expedition 33

    Eurogamer 23 Apr 2025
    Knowing how to use gradient attacks and counters in Clair Obscur. Expedition 33 will help you as you face stronger, bigger, and tougher enemies further into the main story. Read more ... .
    Edit

    Directional Derivative and Gradient Vector - Calculus 3

    Rumble 22 Apr 2025
    Click the Rumble article link to see the video ....
    Edit

    $1.43 billion economic impact announced by Tulsa's Gradient

    Tulsa World 11 Apr 2025
    In 2024 alone, Gradient supported 479 businesses that created more than 3,800 jobs ... .
    Edit

    Initial Quarterly Holdings Report by Institutional Manager (Form 13F-HR) (Gradient Investments LLC)

    Public Technologies 09 Apr 2025
    ) ... The reader should not assume that the information is accurate and complete ... Washington, D.C ... Gradient Investments LLC ... 0 ... Gradient Investments LLC published this content on April 09, 2025, and is solely responsible for the information contained herein.
    • 1
    ×