摘要
冲击波造成的脑创伤是目前较常见的致死致残疾病之一,对冲击性脑损伤的检测与分类具有重要意义。基于连续太赫兹波成像系统,对不同程度冲击波致伤的大鼠脑组织进行了连续太赫兹波衰减全反射成像检测,并采用支持向量机(SVM)分类器对不同创伤程度的脑组织太赫兹波成像结果进行分类识别。结果表明,太赫兹波衰减全反射成像技术可以实现对轻度、中度冲击性脑创伤脑部组织的检测。通过SVM分类器对不同创伤程度的脑部组织成像结果进行分类识别,其分类识别准确率可以达到86.36%。太赫兹波成像技术有望实现对不同程度冲击性脑创伤的早期精确检测与诊断。
Traumatic brain injury(TBI)caused by shock waves is one of the most common fatal and disabling diseases,and thus the early detection and classification of blast-induced TBI(bTBI)have important clinical significance.In this paper,based on the continuous terahertz wave imaging system,the brain tissues of rats with different degrees of bTBI are detected by the continuous-wave terahertz attenuated total reflection(CW THz-ATR)imaging system,and the THz images of these brain tissues of different levels of trauma are classified and identified by the support vector machine(SVM).The imaging results show that the detection of brain tissues with mild and moderate bTBI can be realized by the THz-ATR imaging technology.Moreover,the identification and classification of THz images of different levels of trauma by SVM can achieve the accuracy of 86.36%.This suggests that THz imaging technology has great potential for the early and precise detection and diagnosis of different degrees of bTBI.
作者
王与烨
李海滨
王泽龙
武丽敏
葛梅兰
徐德刚
陈图南
冯华
姚建铨
Wang Yuye;Li Haibin;Wang Zelong;Wu Limin;Ge Meilan;Xu Degang;Chen Tunan;Feng Hua;Yao Jianquan(School of Precision Instrument and Opto-Electronics Engineering,The Institute of Laser and 0pto-Electronics,Tianjin University,Tianjin 300072,China;Ken Labovatory of Opto-Electronics Information Technology,Ministry of Education,Tianjin University,Tianjin 300072,China;Department of Neurosurgery,The Southwest Hospital of Army Medical University,Chongqing 400038,China)
出处
《光学学报》
EI
CAS
CSCD
北大核心
2022年第10期167-174,共8页
Acta Optica Sinica
基金
国家自然科学基金(U1837202,62175182,61775160,61771332,62011540006)。
关键词
医用光学
太赫兹波
衰减全反射
冲击性脑创伤
支持向量机
medical optics
terahertz wave
attenuated total reflection
blast-induced traumatic brain injury
support vector machine