{"title":"A computationally efficient FEM platform for comprehensive simulations of photoacoustic imaging","authors":"Reza Rahpeima, Chieh-Hsun Wen, Pai-Chi Li","doi":"10.1016/j.cmpb.2025.108620","DOIUrl":null,"url":null,"abstract":"<div><h3>Background and Objective</h3><div>This study introduces a comprehensive finite element method (FEM) platform to overcome limitations in photoacoustic imaging (PAI) simulations, addressing challenges associated with the simplified numerical methods and rudimentary geometries of existing simulators. The objective is to develop a physics-based numerical simulation method that comprehensively models the entire PAI process, encompassing the various physics processes involved from the initial laser irradiation to the final image reconstruction stage, and producing results that closely replicate real-world scenarios.</div></div><div><h3>Methods</h3><div>The proposed comprehensive simulation platform models the physics of ray optics, bioheat transfer, solid mechanics, elastic waves, and pressure acoustics, encompassing all the various physical processes involved in PAI. This platform employs time-explicit numerical methods, making it computationally efficient and attractive for preclinical analyses. The method was validated by comparing the results of FEM simulations with those from k-wave simulations and experimental tests. The simulations focus on an anatomically realistic breast phantom to demonstrate the induced effects of laser irradiation.</div></div><div><h3>Results</h3><div>The FEM simulation results revealed that laser irradiation caused a slight temperature increase of approximately 0.6 °C in the tumor area. This temperature increase led to the generation of a maximum pressure stress of 853,000 N m<sup>–2</sup> due to thermoelastic expansion, resulting in the production of acoustic waves with a maximum acoustic pressure of 446 kPa after 2 μs of propagation. These acoustic waves propagate, and are detected by a transducer for subsequent image reconstruction. The reported findings highlight the platform's high precision in simulating PAI, including all of its intermediate steps.</div></div><div><h3>Conclusions</h3><div>The developed FEM platform is versatile across diverse scenarios, making it a powerful tool for various applications such as PAI simulations of different body parts, evaluation of various beamforming methods, and consideration of different transducer types. The applications of the platform include temperature monitoring during hyperthermia therapy. This simulation method also has significant potential for training machine-learning and deep-learning models.</div></div>","PeriodicalId":10624,"journal":{"name":"Computer methods and programs in biomedicine","volume":"261 ","pages":"Article 108620"},"PeriodicalIF":4.8000,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer methods and programs in biomedicine","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0169260725000379","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/25 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0
Abstract
Background and Objective
This study introduces a comprehensive finite element method (FEM) platform to overcome limitations in photoacoustic imaging (PAI) simulations, addressing challenges associated with the simplified numerical methods and rudimentary geometries of existing simulators. The objective is to develop a physics-based numerical simulation method that comprehensively models the entire PAI process, encompassing the various physics processes involved from the initial laser irradiation to the final image reconstruction stage, and producing results that closely replicate real-world scenarios.
Methods
The proposed comprehensive simulation platform models the physics of ray optics, bioheat transfer, solid mechanics, elastic waves, and pressure acoustics, encompassing all the various physical processes involved in PAI. This platform employs time-explicit numerical methods, making it computationally efficient and attractive for preclinical analyses. The method was validated by comparing the results of FEM simulations with those from k-wave simulations and experimental tests. The simulations focus on an anatomically realistic breast phantom to demonstrate the induced effects of laser irradiation.
Results
The FEM simulation results revealed that laser irradiation caused a slight temperature increase of approximately 0.6 °C in the tumor area. This temperature increase led to the generation of a maximum pressure stress of 853,000 N m–2 due to thermoelastic expansion, resulting in the production of acoustic waves with a maximum acoustic pressure of 446 kPa after 2 μs of propagation. These acoustic waves propagate, and are detected by a transducer for subsequent image reconstruction. The reported findings highlight the platform's high precision in simulating PAI, including all of its intermediate steps.
Conclusions
The developed FEM platform is versatile across diverse scenarios, making it a powerful tool for various applications such as PAI simulations of different body parts, evaluation of various beamforming methods, and consideration of different transducer types. The applications of the platform include temperature monitoring during hyperthermia therapy. This simulation method also has significant potential for training machine-learning and deep-learning models.
背景与目的为了克服光声成像(PAI)模拟的局限性,解决现有模拟器的简化数值方法和基本几何结构所带来的挑战,本研究引入了一个综合的有限元方法(FEM)平台。目标是开发一种基于物理的数值模拟方法,全面模拟整个PAI过程,包括从初始激光照射到最终图像重建阶段所涉及的各种物理过程,并产生与现实世界场景密切复制的结果。方法建立了射线光学、生物传热学、固体力学、弹性波和压力声学的综合仿真平台,涵盖了PAI过程中涉及的所有物理过程。该平台采用时间显式数值方法,使其计算效率高,对临床前分析有吸引力。将有限元模拟结果与k波模拟结果和试验结果进行了比较,验证了该方法的有效性。模拟的重点是解剖学上真实的乳房幻影,以证明激光照射的诱导效应。结果有限元模拟结果显示,激光照射引起肿瘤区域温度升高约0.6°C。温度升高导致热弹性膨胀产生最大压力应力853,000 N m-2,导致声波在传播2 μs后产生最大声压446 kPa的声波。这些声波传播,并被传感器检测到,用于随后的图像重建。报告的发现强调了该平台在模拟PAI方面的高精度,包括其所有中间步骤。结论所开发的有限元平台具有多种用途,可用于不同人体部位的PAI仿真、各种波束形成方法的评估以及不同换能器类型的考虑等多种应用。该平台的应用包括热疗期间的温度监测。这种模拟方法在训练机器学习和深度学习模型方面也有很大的潜力。
期刊介绍:
To encourage the development of formal computing methods, and their application in biomedical research and medical practice, by illustration of fundamental principles in biomedical informatics research; to stimulate basic research into application software design; to report the state of research of biomedical information processing projects; to report new computer methodologies applied in biomedical areas; the eventual distribution of demonstrable software to avoid duplication of effort; to provide a forum for discussion and improvement of existing software; to optimize contact between national organizations and regional user groups by promoting an international exchange of information on formal methods, standards and software in biomedicine.
Computer Methods and Programs in Biomedicine covers computing methodology and software systems derived from computing science for implementation in all aspects of biomedical research and medical practice. It is designed to serve: biochemists; biologists; geneticists; immunologists; neuroscientists; pharmacologists; toxicologists; clinicians; epidemiologists; psychiatrists; psychologists; cardiologists; chemists; (radio)physicists; computer scientists; programmers and systems analysts; biomedical, clinical, electrical and other engineers; teachers of medical informatics and users of educational software.