The study seeks to improve liquid-filled pipeline fluid-structure coupling project management in order to forecast vibration response and fatigue damage. To manage the complexity of fluid-structure interactions, our project management system employs Lattice Boltzmann theory and innovative optimization approaches. The study includes fluid characterization, Lattice Boltzmann Model optimization, fluid-structure interaction coupling, and vibration response analysis. Surrogate modeling, adaptive mesh refining, and parallel processing all contribute to increased simulation efficiency. The Lattice Boltzmann Method was chosen for its adaptability and computational efficiency in complex liquid-filled pipeline dynamics with varying flow conditions and external stressors. This work aimed to improve performance and simplify project administration. The emphasis is on early fluid-structure interaction, effective communication, and project performance monitoring throughout the lifecycle. We simulate liquid-filled pipeline dynamics in a variety of operating situations to forecast natural frequencies, stress distributions, and fatigue damage indicators. The Lattice Boltzmann Method and other advanced computational techniques improve project management fluid-structure coupling. This study describes the advantages of the Lattice Boltzmann Method over alternative approaches. Modeling liquid-filled pipeline dynamics under varying flow conditions and external forces necessitates adaptability and processing efficiency. Better results and more efficient project management. This option improves the liquid-filled pipe fluid-structure coupling project management. The study assists engineers and project managers in designing and operating cost-effective, structurally sound liquid-filled pipelines. This study also lays the groundwork for more powerful and diverse fluid-structure interaction analysis tools that are more practical. We improve pipeline fluid-structure coupling and provide researchers and practitioners with new problem-solving tools.