MUSEN: an open-source framework for GPU-accelerated DEM
Project scope: Foundational software description of MUSEN, covering architecture, solver design, parallelization strategy, and benchmark results across CPU and GPU hardware.
How MUSEN was used: The paper presents the framework itself: GPU offload of contact detection and force computation, multicore CPU fallback, and a cross-platform GUI/CLI for scene setup and simulation control.
How MUSEN helped: Established a free, openly licensed DEM framework that scales to millions of particles on widely-available hardware, lowering the entry barrier for both research and industrial DEM users.
Practical takeaway: If your project needs large-particle-count DEM without commercial-license overhead, MUSEN provides a validated, performant baseline.
Source: Dosta & Skorych, SoftwareX 13 (2020) 100618
Mesh-free micromechanical modeling of inverse opal structures
Project scope: Predicting the mechanical response of inverse opal (a porous, periodic microstructure) under load, without resorting to finite-element meshing of the complex pore network.
How MUSEN was used: Bonded-particle DEM represented the porous solid skeleton directly; loading conditions were applied and the resulting deformation, bond breakage, and effective stiffness were extracted from the simulation.
How MUSEN helped: Mesh-free DEM avoided the geometric complexity of meshing inverse opal pores and naturally captured discrete failure events at the bond level.
Practical takeaway: For porous or hierarchical structures where meshing is painful, bonded-particle DEM in MUSEN is a viable alternative for micromechanical studies.
Source: Dosta et al., Int. J. Mech. Sci. (2021)
Three-phase DEM of ultrahigh-performance concrete (UHPC)
Project scope: Numerical study of UHPC mechanical behavior, where the concrete is represented as a coupled three-phase system (matrix, aggregates, interfacial transition zone) at the particle scale.
How MUSEN was used: A three-phase bonded-particle model was implemented in MUSEN and calibrated against measured UHPC stress-strain response, including failure modes.
How MUSEN helped: The bonded DEM approach reproduced microcrack initiation and the role of the interfacial transition zone in UHPC failure, providing a microscale view that bulk continuum models cannot.
Practical takeaway: For composite or multi-phase materials with critical interfacial behavior, three-phase bonded DEM in MUSEN is a useful complement to continuum models.
Source: Rybczynski et al., Structural Concrete (2020)
Micromechanical analysis of roller compaction with DEM
Project scope: Particle-scale study of the dry-granulation roller compaction process, covering particle flow into the nip, porosity distribution in the compaction zone and final ribbon, and pressure distribution on the rollers.
How MUSEN was used: An elasto-plastic contact model was calibrated against material data and applied to a roller-compactor geometry in MUSEN. The simulation resolved particle rearrangement, densification, and stress development as material passes through the rolls.
How MUSEN helped: By tracking particle-level behavior through the compaction zone, the study exposed local porosity and pressure distributions that bulk or continuum models cannot resolve, supporting a clearer understanding of how operating settings shape ribbon properties.
Practical takeaway: For dry-granulation studies where ribbon quality depends on local densification and stress fields, DEM with a calibrated elasto-plastic contact model gives process-level insight that continuum approaches miss.
Source: Eichler et al., Powder Technology 398 (2022) 117146