生物医学工程研究
生物醫學工程研究
생물의학공정연구
JOURNAL OF BIOMEDICAL ENGINEERING RESEARCH
2015年
2期
74-79
,共6页
黄鉴%卢玫%李博汉%张涛
黃鑒%盧玫%李博漢%張濤
황감%로매%리박한%장도
乳腺肿瘤%红外检测%多参数反问题%多目标函数%粒子群算法
乳腺腫瘤%紅外檢測%多參數反問題%多目標函數%粒子群算法
유선종류%홍외검측%다삼수반문제%다목표함수%입자군산법
Breast tumor%Infrared diagnosis%Multivariable inverse heat conduction problem%Multi fitness function%Particle swarm optimization algorithm
根据红外热像仪测得的体表温度来获得肿瘤相关信息,可以抽象为一个含有内热源的导热反问题。针对同时反演肿瘤位置、肿瘤代谢热强度及乳腺导热系数等多参数反问题的特点,本研究提出并建立了与反演参数相关的辅助目标函数,同时对求解所采用的粒子群优化算法中的更新方式进行了相应的改进。数值验证结果表明:在反演多参数反问题中采用多目标函数能提高反演精度,加快收敛速度。研究结果为根据乳腺红外热像图量化诊断体内肿瘤提供了理论依据。
根據紅外熱像儀測得的體錶溫度來穫得腫瘤相關信息,可以抽象為一箇含有內熱源的導熱反問題。針對同時反縯腫瘤位置、腫瘤代謝熱彊度及乳腺導熱繫數等多參數反問題的特點,本研究提齣併建立瞭與反縯參數相關的輔助目標函數,同時對求解所採用的粒子群優化算法中的更新方式進行瞭相應的改進。數值驗證結果錶明:在反縯多參數反問題中採用多目標函數能提高反縯精度,加快收斂速度。研究結果為根據乳腺紅外熱像圖量化診斷體內腫瘤提供瞭理論依據。
근거홍외열상의측득적체표온도래획득종류상관신식,가이추상위일개함유내열원적도열반문제。침대동시반연종류위치、종류대사열강도급유선도열계수등다삼수반문제적특점,본연구제출병건립료여반연삼수상관적보조목표함수,동시대구해소채용적입자군우화산법중적경신방식진행료상응적개진。수치험증결과표명:재반연다삼수반문제중채용다목표함수능제고반연정도,가쾌수렴속도。연구결과위근거유선홍외열상도양화진단체내종류제공료이론의거。
Medical infrared thermography is a non -contact,non -invasive imaging method that applied in the area of breast canc-er detection.With thermogram,parameters of tumor inside can be estimated,and an inverse heat conduction model with inner heat source was obtained from it.Embark upon the situation that inverse heat conduction problem has multi variables,tumor position,meta-bolic heat generation rate and thermal conductivity,two more assistant fitness function were established base on how heat source posi-tion and conductivity influence the surface temperature,and Particle Swarm Optimization was modified to solve the multivariable inverse problem.Numerical verification showed that the method was suitable for breast tumor properties estimation,and the modified PSO with multi fitness functions improved the accuracy and shortened the solution time.The results provide theoretical basis for quantitative diag-nosis of breast tumor by infrared thermal images.