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In this Wikipedia page it says:

Constant chord: parallel leading & trailing edges. Simplest to make, and common where low cost is important, e.g. in the Piper J-3 Cub but inefficient as the outer section generates little lift while adding both weight and drag.

Why does the outer section generate less lift?

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The outer wing section generates less lift because flow around the wingtips reduces the pressure difference between both sides. This effect dies down quickly when moving inboard, but will still reduce lift somewhat at the wing root.

Screenshot of the http://aero.stanford.edu/wingcalc.html page
Screenshot of the Stanford Aero wingcalc page. This is a Java page for which you need to add http://aero.stanford.edu/wingcalc.html to the exceptions list in Java. Then you can change aspect ratio, wing sweep, taper ratio and twist. Here the lift distribution for an unswept, untwisted rectangular wing is shown which has a local lift coefficient of almost 1 at the center. Due to the low aspect ratio, wing efficiency is still at 99%

A rectangular wing can be optimal if stall characteristics and ease of construction are included:

  • The lower lift coefficient at the tip ensures that the stall starts at the wing root, resulting in a docile stall behavior without a sudden rolling motion.
  • The constant chord allows to use one single jig for building all ribs of a wooden wing.
  • The shorter root chord of a rectangular wing requires a heavier spar, but when wings are braced and the root bending moment is low, the weight impact is negligible.

If the goal is a simple to build aircraft with forgiving stall characteristics, the rectangular wing will be an efficient choice, especially when bracing is used. Only when performance is most important will a rectangular wing be less efficient than a trapezoidal wing.

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From the Wikipedia page's sources, it appears that aerodynamics is the main reason that outer parts generate less lift.

http://www.flyingmag.com/rectangular-wings

The second apparent advantage is aerodynamic, and has to do with the drag penalty associated with lift,the so-called induced drag. Induced drag cannot be eliminated, but it is at its minimum when the spanwise distribution of lift is elliptical. Equating area distribution with lift distribution (a big conceptual leap, but let's make it for the time being), the argument goes on to assert that a rectangular wing deviates greatly from the elliptical ideal, especially near the tips, whereas a moderately tapered wing or a double-tapered one, with a straight inner section and a tapered outer section approximates the ellipse much more closely.

This Wiki page on Lift-induced drag describes how rectangular wings produce stronger wingtip vortices, which in turn lead to less effective lift generation.

https://en.wikipedia.org/wiki/Lift-induced_drag

When producing lift, air below the wing is generally at a higher pressure than the air pressure above the wing, while air above the wing is generally at a lower than atmospheric pressure. On a wing of finite span, this pressure difference causes air to flow from the lower surface wing root, around the wingtip, towards the upper surface wing root. This spanwise flow of air combines with chordwise flowing air, causing a change in speed and direction, which twists the airflow and produces vortices along the wing trailing edge. The vortices created are unstable, and they quickly combine to produce wingtip vortices.

Wingtip vortices modify the airflow around a wing. Compared to a wing of infinite span, vortices reduce the effectiveness of the wing to generate lift, thus requiring a higher angle of attack to compensate, which tilts the total aerodynamic force rearwards.

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A rectangular wing produces stronger wingtip vortices than a tapered or elliptical wing, therefore many modern wings are tapered.

Similarly, for a given wing area, a high aspect ratio wing will produce less induced drag than a wing of low aspect ratio because there is less air disturbance at the tip of a longer, thinner wing. Induced drag can therefore be said to be inversely proportional to aspect ratio.

This NASA study goes into detail mathematically and describes why the spanwise distribution of lift must be elliptical to minimize drag.

https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19760012005.pdf

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    $\begingroup$ "...when the spanwise distribution of lift is elliptical" This is exactly the crux of my question. Why is this the case? $\endgroup$
    – ayomeer
    Commented Jan 30, 2017 at 16:06
  • $\begingroup$ @ayomeer I think this NASA study answers your question quite well. ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19760012005.pdf $\endgroup$
    – Prodnegel
    Commented Jan 30, 2017 at 16:33
  • $\begingroup$ Well, this study is from NACA and proves that a nearly triangular lift distribution causes the lowest induced drag. Read here for more. $\endgroup$ Commented Jan 30, 2017 at 21:14
  • $\begingroup$ " Therefore, reducing lift at the tips and adding more lift at the root will create a lighter wing for a modest drag increase, resulting in an overall optimum for an almost triangular lift distribution. When compared to an elliptical wing planform, the total wing span of such an optimized wing is bigger for the same overall drag, but this wing will weigh less." $\endgroup$
    – Prodnegel
    Commented Jan 30, 2017 at 21:57

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