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Grid-Based Data-Driven Transient Tire–Soil Contact Model Bridging Computational and Classical Terramechanics Models
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Abstract. A reliable simulation tool capable of predicting off-road mobility on complex granular deformable terrain is essential for vehicle design and performance evaluation. However, the use of high-fidelity computational ...
Hierarchical MPM-ANN Multiscale Terrain Model for High-Fidelity Off-Road Mobility Simulations: A Coupled MBD-FE-MPM-ANN Approach
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: A new hierarchical multiscale terrain model is developed using the material point method (MPM) to enable effective modeling of large terrain deformation for high-fidelity off-road mobility simulations. Unlike the Lagrangian ...
Enhancing Hierarchical Multiscale Off-Road Mobility Model by Neural Network Surrogate Model
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: A hierarchical multiscale off-road mobility model is enhanced through the development of an artificial neural network (ANN) surrogate model that captures the complex material behavior of deformable terrain. By exploiting ...
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