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Riemann Sums & 3D Integrals

关于这个模拟实验

Riemann Sums & 3D Integrals turns multivariable integration into a tactile 3D geometry model. Students see a translucent curved surface z = f(x, y) hovering over a subdivided xy-domain filled with height-colored rectangular columns. Each column has base area Δx·Δy and height f(xᵢ*, yⱼ*) sampled according to the selected rule. Dragging the glowing probe across the surface highlights the active prism and displays its individual volume dV = f(x, y) Δx Δy, while dragging the corner boundary handle resizes the integration domain. By sliding the grid resolution N from coarse blocks up to a 20×20 mesh of 400 columns across Paraboloid Dome, Saddle Wave, and Gaussian Hill surfaces, learners observe how the double sum converges to the exact analytical double integral.

学生可以探索什么

  • Set Grid subdivisions N to 4 and switch Sample rule between Lower Corner, Upper Corner, and Midpoint to compare how each rule under- or over-estimates the true volume.
  • Slowly increase N from 2 up to 20 and watch the Approximation error percentage approach zero as Total columns N² reaches 400.
  • Drag the glowing red sample probe across the surface or click individual columns to inspect their local height z and differential volume dV.
  • Drag the gold corner handle on the base plane to expand or shrink the square integration domain [-B, B]² and observe how both volumes scale.
  • Switch Surface function between Paraboloid Dome, Saddle Wave, and Gaussian Hill to test how surface curvature affects midpoint accuracy.

学习目标

  1. 1Interpret a double integral ∬ f(x, y) dA geometrically as the net volume underneath a 3D surface z = f(x, y).
  2. 2Explain how partitioning a 2D domain into N² sub-rectangles produces a Riemann sum Σ Σ f(xᵢ*, yⱼ*) Δx Δy.
  3. 3Compare the accuracy of Midpoint, Lower Corner, and Upper Corner sampling rules for a given grid resolution N.
  4. 4Describe why approximation error approaches zero in the limit as Δx and Δy approach zero.

教师常问的问题

What is a 3D Riemann sum for a double integral?

A 3D Riemann sum divides a two-dimensional region R in the xy-plane into small rectangles of area ΔA = Δx·Δy. Above each rectangle, a vertical prism is built up to the surface height f(xᵢ*, yⱼ*). Adding the volumes of all N² prisms approximates the exact double integral.

Why is the Midpoint rule usually more accurate than Lower or Upper Corner rules?

In the Midpoint rule, the prism height is evaluated at the center of each sub-rectangle. For a sloped surface, the part of the surface rising above the flat prism top on one side nearly cancels the part dipping below it on the opposite side, reducing error to O(1/N²).

What happens to the columns when N increases toward infinity?

As N increases, the base dimensions Δx and Δy become smaller while the number of columns grows as N². The stepped tops of the prisms fit the smooth surface ever more tightly, and in the limit N → ∞ the Riemann sum equals the exact double integral.

How do I inspect the volume of a single column in the simulation?

Click any rectangular column or drag the glowing red probe sphere over the surface. The selected column is framed in gold and its floating label displays the exact differential volume dV = f(xᵢ*, yⱼ*) Δx Δy.

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