BioDynaMo
BioDynaMo implements high-performance agent-based simulations of large-scale biological systems, leveraging modern hardware to enable scalable studies in neuroscience, oncology, and epidemiology.
Key Features:
- Agent-based modeling: Uses agent-based modeling techniques to represent individual entities and their interactions within biological systems.
- High-performance simulation engine: Provides a general-purpose, high-performance simulation engine that achieves speeds up to three orders of magnitude faster than state-of-the-art simulators.
- Hardware leverage: Leverages modern hardware capabilities to increase computational throughput and resource utilization.
- Scalability: Enables simulation scenarios involving up to one billion agents on a single server.
- Domain generality: Supports scalable simulations across multiple biological domains including neuroscience, oncology, and epidemiology.
- Validation: Compares simulation outcomes with experimental data or analytical solutions for each use case to ensure reliability and accuracy.
Scientific Applications:
- Neuroscience: Modeling large-scale neural systems and dynamics for neuroscience research.
- Oncology: Simulating cancer-related biological processes and tumor dynamics at scale.
- Epidemiology: Modeling population-level disease dynamics and spread for epidemiological studies.
Methodology:
Employs agent-based modeling techniques within a high-performance simulation engine that leverages modern hardware, with validation performed by comparison of simulation outcomes to experimental data or analytical solutions.
Topics
Collections
Details
- License:
- Apache-2.0
- Tool Type:
- command-line tool
- Programming Languages:
- C++
- Added:
- 1/18/2021
- Last Updated:
- 4/28/2022
Operations
Publications
Breitwieser L, Hesam A, de Montigny J, Vavourakis V, Iosif A, Jennings J, Kaiser M, Manca M, Di Meglio A, Al-Ars Z, Rademakers F, Mutlu O, Bauer R. BioDynaMo: a general platform for scalable agent-based simulation. Unknown Journal. 2020. doi:10.1101/2020.06.08.139949.
Links
Repository
https://github.com/BioDynaMo/biodynamo