Formula derivation in the CHOMP: Gradient Optimization Techniques for Efficient Motion Planning article

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Has anyone read this article, i.e., CHOMP: Gradient Optimization Techniques for Efficient Motion Planning article?

I'm confused about the derivation of equations 2-3, which is shown in the figure below.

A detailed procedure is expected. Besides, which chapter of Convex Optimization (S. Boyd and L. Vandenberghe) does this derivation belong to?

From which chapter of the book can I learn the derivation process?

Pic:

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