Review Moment Sign Convention  
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Tension bending stress in U-beam

Before proceeding, let's review the sign convention used for plotting bending- moment diagrams.

A positive bending moment is defined as:

Here is Canvas object wihch demonstrate the problem.

Therefore, tension bending stress will occur below the neutral surface if the bending moment is positive according to the moment diagram sign convention.