A Dual Parameter Synchronous Monitoring System of Brain Edema Based on the Reflection and Transmission Characteristics of Two-Port Test Network

被引:8
|
作者
Li, Gen [1 ,2 ]
Chen, Jingbo [1 ]
Gu, Shanshan [3 ]
Yang, Jun [1 ]
Chen, Yujie [4 ]
Zhao, Shuanglin [1 ]
Xu, Jia [1 ]
Bai, Zeling [1 ]
Ren, Jian [5 ]
Xu, Lin [1 ]
Chen, Mingsheng [1 ]
Qin, Mingxin [1 ]
Leung, Kwok Wa [5 ]
Sun, Jian [4 ,5 ]
机构
[1] Army Med Univ, Coll Biomed Engn, Chongqing 400030, Peoples R China
[2] Chongqing Univ Technol, Sch Pharm & Bioengn, Chongqing 400020, Peoples R China
[3] Southwest Hosp, Dept Clin Psychol, Chongqing 400028, Peoples R China
[4] Southwest Hosp, Dept Neurosurg, Chongqing 400028, Peoples R China
[5] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China
来源
IEEE ACCESS | 2019年 / 7卷
基金
中国国家自然科学基金;
关键词
Brain edema; two-port test network; synchronous monitoring; classification; CEREBRAL-HEMORRHAGE; TISSUE CHARACTERIZATION; PHASE-SHIFT; INJURY; ISCHEMIA; RABBITS; RATS;
D O I
10.1109/ACCESS.2019.2911178
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As a common secondary disease, edema after traumatic brain injury (TBI) can increase brain volume, resulting in elevated intracranial pressure (ICP), brain shift, and cerebral hernia, and can eventually lead to death. The real-time continuous monitoring of edema may significantly reduce mortality and disability. In this paper, a dual-parameter synchronous monitoring system of edema based on the reflection and transmission characteristics of the two-port test network was established; 15 rabbits were chosen to perform 24-h reflection phase shift (RPS) and transmission phase shift (TPS) simultaneously monitoring the experiments of brain edema. With the development of brain edema, the variation law of the RPS and TPS was investigated. Combined with the power amplitude spectrum and the principle of the two-port test network, the influence of frequency on the detection sensitivity of RPS and TPS was analyzed in detail, and the optimal detection frequency point was found. After that, the classification of three different degrees of edema is performed by the BP algorithm. In the animal experiment, the RPS showed a continuous increasing trend within time, and it presented the variation of (9.35910 degrees +/- 1.65702 degrees), (12.60117 degrees +/- 2.30218 degrees), and (16.33423 degrees +/- 2.11118 degrees) after 6, 12, and 24 h, respectively. Meanwhile, the TPS showed a continuous downward trend with the variation of (-12.62555 degrees +/- 0.99441 degrees), (-19.23976 degrees +/- 1.27488 degrees), and (-27.26285 degrees +/- 2.62291 degrees) after 6, 12, and 24 h, respectively. The RPS was negatively correlated with the TPS. The RPS and the TPS together as a recognition feature can achieve 100% accurate classification of three different brain edema severities. Based on these results, it can be concluded that the system established in this paper can monitor gradual increases in brain edema severity. Furthermore, neither the RPS nor the TPS can be set as the recognition feature alone to achieve the completely accurate classification, which shows the necessity of presenting two parameters in the monitoring process.
引用
收藏
页码:50839 / 50848
页数:10
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