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BioDynaMo: a modular platform for high-performance agent-based simulation
Motivation: Agent-based modeling is an indispensable tool for studying complex biological systems. However, existing simulation platforms do not always take full advantage of modern hardware and often have a field-specific software design. Results: We present a novel simulation platform called BioDy...
Autores principales: | , , , , , , , , , , , , |
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Lenguaje: | eng |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1093/bioinformatics/btab649 http://cds.cern.ch/record/2800211 |
Sumario: | Motivation: Agent-based modeling is an indispensable tool for studying complex biological systems. However,
existing simulation platforms do not always take full advantage of modern hardware and often have a field-specific
software design.
Results: We present a novel simulation platform called BioDynaMo that alleviates both of these problems.
BioDynaMo features a modular and high-performance simulation engine. We demonstrate that BioDynaMo can be
used to simulate use cases in: neuroscience, oncology and epidemiology. For each use case, we validate our findings with experimental data or an analytical solution. Our performance results show that BioDynaMo performs up to
three orders of magnitude faster than the state-of-the-art baselines. This improvement makes it feasible to simulate
each use case with one billion agents on a single server, showcasing the potential BioDynaMo has for computational
biology research. |
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