Light transport modeling in highly complex tissues using the implicit mesh-based Monte Carlo algorithm.
Yaoshen Yuan1, Shijie Yan1, Qianqian Fang2
1Department of Electrical and Computer Engineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA.
The new implicit mesh-based Monte Carlo (iMMC) method efficiently models light transport in complex tissues. This advancement significantly reduces memory usage and speeds up simulations for biophotonics research.
Area of Science:
- Biophotonics
- Computational Modeling
- Medical Physics
Background:
- Mesh-based Monte Carlo (MMC) is a key method for accurate light transport simulation in biophotonics.
- Current MMC methods face challenges with computational cost (runtime and memory) for complex tissues like dense microvascular networks.
- This limits the exploration of multi-scale and intricate tissue structures in biophotonics research.
Purpose of the Study:
- To develop a more efficient Monte Carlo method for light transport simulation in complex biological tissues.
- To address the limitations of existing MMC methods regarding memory usage and runtime for complex geometries.
- To enable accurate and efficient modeling of light propagation in challenging biological structures.
Main Methods:
- Introduction of the implicit mesh-based Monte Carlo (iMMC) method.
- Integration of both mesh-based and shape-based tissue representations within the MMC framework.
- Development of algorithms to handle complex tissue structures like dense microvascular networks and porous media.
Main Results:
- iMMC significantly reduces memory requirements (100-1000 fold) for complex tissues.
- Achieved nearly 3x speed acceleration in simulations of microvasculature networks due to reduced shape complexity.
- Demonstrated accurate light transport solutions for dense vessel networks and porous tissues.
Conclusions:
- The iMMC method offers a highly efficient and memory-sparing approach for light transport simulations in complex biological tissues.
- This advancement overcomes previous computational limitations, enabling deeper investigation into biophotonics phenomena in intricate structures.
- The iMMC algorithm is available in the open-source MMC software, promoting further research and development in the field.
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