ArticlePhysical review. E, Statistical, nonlinear, and soft matter physics2007
Modeling the flow of dense suspensions of deformable particles in three dimensions.
Article in Physical review. E, Statistical, nonlinear, and soft matter physics, 2007. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 papers.
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Who cites it
43 citing papers in PubMed.
- A tutorial for mesoscale computer simulations of lipid membranes: tether pulling, tubulation and fluctuations.Soft matter · 2025Review
- Dissipative Particle Dynamics Models of Encapsulated Microbubbles and Nanoscale Gas Vesicles for Biomedical Ultrasound Simulations.ACS applied nano materials · 2025Article
- An autonomous snapper featuring adaptive actuation and embodied intelligence.Science advances · 2025Article
- Experimental measurement and numerical modeling of deformation behavior of breast cancer cells passing through constricted microfluidic channels.Microsystems & nanoengineering · 2024Article
- A cell-and-plasma numerical model reveals hemodynamic stress and flow adaptation in zebrafish microvessels after morphological alteration.PLoS computational biology · 2023Article
- Biomechanical activation of blood platelets via adhesion to von Willebrand factor studied with mesoscopic simulations.Biomechanics and modeling in mechanobiology · 2023Article
- The stress-free state of human erythrocytes: Data-driven inference of a transferable RBC model.Biophysical journal · 2023Article
- Digital blood in massively parallel CPU/GPU systems for the study of platelet transport.Interface focus · 2021Article
- Simulation of blood flow in a sudden expansion channel and a coronary artery.Journal of computational and applied mathematics · 2020Article
- Toward a Long-Term Artificial Lung.ASAIO journal (American Society for Artificial Internal Organs : 1992) · 2020Review
- Algorithm to implement unsteady jump boundary conditions within the lattice Boltzmann method.The European physical journal. E, Soft matter · 2020Article
- The effects of valve leaflet mechanics on lymphatic pumping assessed using numerical simulations.Scientific reports · 2019Article
- A non-linear fluid suspension model for blood flow.International journal of non-linear mechanics · 2019Article
- Structural modelling of the cardiovascular system.Biomechanics and modeling in mechanobiology · 2018Review
- Dissipative Coupling of Fluid and Immersed Objects for Modelling of Cells in Flow.Computational and mathematical methods in medicine · 2018Article
- Probing eukaryotic cell mechanics via mesoscopic simulations.PLoS computational biology · 2017Article
- Capture of microparticles by bolus flow of red blood cells in capillaries.Scientific reports · 2017Article
- Article
- Flow-Induced Damage to Blood Cells in Aortic Valve Stenosis.Annals of biomedical engineering · 2016Article
- Controlled deformation of vesicles by flexible structured media.Science advances · 2016Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
We describe here a rigorous and accurate model for the simulation of three-dimensional deformable particles (DPs). The method is very versatile, easily simulating various types of deformable particles such as vesicles, capsules, and biological cells. Each DP is resolved explicitly and advects within the surrounding Newtonian fluid. The DPs have a preferred rest shape (e.g., spherical for vesicles, or biconcave for red blood cells). The model uses a classic hybrid system: an Eulerian approach is used for the Navier-Stokes solver (the lattice Boltzmann method) and a Lagrangian approach for the evolution of the DP mesh. Coupling is accomplished through the lattice Boltzmann velocity field, which transmits force to the membranes of the DPs. The novelty of this method resides in its ability (by design) to simulate a large number of DPs within the bounds of current computational limitations: our simple and efficient approach is to (i) use the lattice Boltzmann method because of its acknowledged efficiency at low Reynolds number and its ease of parallelization, and (ii) model the DP dynamics using a coarse mesh (approximately 500 nodes) and a spring model constraining (if necessary) local area, total area, cell volume, local curvature, and local primary stresses. We show that this approach is comparable to the more common - yet numerically expensive - approach of membrane potential function, through a series of quantitative comparisons. To demonstrate the capabilities of the model, we simulate the flow of 200 densely packed red blood cells - a computationally challenging task. The model is very efficient, requiring of the order of minutes for a single DP in a 50 microm x 40 microm x 40 microm simulation domain and only hours for 200 DPs in 80 microm x 30 microm x 30 microm . Moreover, the model is highly scalable and efficient compared to other models of blood cells in flow, making it an ideal and unique tool for studying blood flow in microvessels or vesicle or capsule flow (or a mixture of different particles). In addition to directly predicting fluid dynamics in complex suspension in any geometry, the model allows determination of accurate, empirical rules which may improve existing macroscopic, continuum models.
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