This paper examines rogue wave patterns in the two-component nonlinear Schrödinger equation coupled with the Boussinesq equation. Using the Kadomtsev–Petviashvili (KP) hierarchy reduction method, we derive rogue wave solutions for the case where a sextic equation has a pair of complex conjugate roots with multiplicity two. By selecting a simpler differential operator, the solutions become clearer and more concise, and they are expressed in terms of Schur polynomials. We also investigate the stability of these solutions through numerical simulations. As the single internal parameter of high-order rogue wave solutions increases, the rogue waves form distinct geometric patterns, with fundamental rogue waves arranged in structures such as double triangles, diamonds, rectangles, pentagons, and heptagons, and a possible lower-order rogue wave at the center. The positions of these outer rogue waves are closely related to the non-zero roots of the Okamoto polynomial hierarchy. The positions of these outer rogue waves are closely related to the non-zero roots of the Okamoto polynomial hierarchy. These patterns are analytically determined by the root structure of the Okamoto polynomial hierarchy through translation, dilation, stretch, shear and rotation. The comparison between the analytical predictions and the actual solutions of these rogue wave patterns shows remarkable agreement.
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