Towards Real Time Radiotherapy Simulation

Author:

Voss NilsORCID,Ziegenhein Peter,Vermond Lukas,Hoozemans Joost,Mencer Oskar,Oelfke Uwe,Luk Wayne,Gaydadjiev Georgi

Abstract

AbstractWe propose a novel reconfigurable hardware architecture to implement Monte Carlo based simulation of physical dose accumulation for intensity-modulated adaptive radiotherapy. The long term goal of our effort is to provide accurate dose calculation in real-time during patient treatment. This will allow wider adoption of personalised patient therapies which has the potential to significantly reduce dose exposure to the patient as well as shorten treatment and greatly reduce costs. The proposed architecture exploits the inherent parallelism of Monte Carlo simulations to perform domain decomposition and provide high resolution simulation without being limited by on-chip memory capacity. We present our architecture in detail and provide a performance model to estimate execution time, hardware area and bandwidth utilisation. Finally, we evaluate our architecture on a Xilinx VU9P platform as well as the Xilinx Alveo U250 and show that three VU9P based cards or two Alevo U250s are sufficient to meet our real time target of 100 million randomly generated particle histories per second.

Funder

Engineering and Physical Sciences Research Council

Publisher

Springer Science and Business Media LLC

Subject

Hardware and Architecture,Modeling and Simulation,Information Systems,Signal Processing,Theoretical Computer Science,Control and Systems Engineering

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Leveraging Multicore Servers for Enhanced IMRT Radiotherapy Planning;2023-10-09

2. Parallel gEUD Models for Accelerated IMRT Planning on Modern HPC Platforms;Parallel Processing and Applied Mathematics;2023

3. Automated Generation and Orchestration of Stream Processing Pipelines on FPGAs;2022 International Conference on Field-Programmable Technology (ICFPT);2022-12-05

4. High-Level Synthesis of Geant4 Particle Transport Application for FPGA;2022 25th Euromicro Conference on Digital System Design (DSD);2022-08

5. On Predictable Reconfigurable System Design;ACM Transactions on Architecture and Code Optimization;2021-03

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