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During collision among the particles, energy or mass exchange occurs and leads to changes in the trajectories of the collision of the particles; therefore, it's essential to analyze the physical information regarding the interactions. Many researchers have studied particles with their initial energies in a relatively uniform or gradient static energy landscape. Nonetheless, the locomotion of particles in contrast to particle collision becomes more multiple in a complex magnetic energy landscape as compared to a static energy landscape. Therefore, we introduced micromagnetic arrays to create a complex energy landscape with temporal and spatial periodicity and analyze the particle collisions. As a result, magnetic particles followed distinctly different trajectories in the magnetophoretic system according to the mixing numbers. An immediate shift was classified with different trajectories after the collision of the particles. Consequently, this work gives information about the particle trajectories shift and unique analysis of the dynamic changes of the particles including various information.