Literature DB >> 30689436

Experimental study on the detection of cerebral hemorrhage in rabbits based on broadband antenna technology.

Haisheng Zhang1, Mingsheng Chen1, Gui Jin1, Jia Xu1, Mingxin Qin1.   

Abstract

Hematoma enlargement often occurs in patients with spontaneous intracerebral hemorrhage (ICH), so it is necessary to monitor the amount of intracranial hemorrhage in patients after admission. At present, the commonly used intracranial pressure (ICP) method has the disadvantages of trauma and infection, and the Computer Tomography (CT) method cannot achieve continuous monitoring. So it is urgent to develop a non-contact and non-invasive method for continuous monitoring of cerebral hemorrhage. The dielectric properties of blood are different from those of brain tissue, so the hematoma will affect the amplitude and phase of the electromagnetic waves passing through the head. A microstrip antenna was designed to construct the detection system for cerebral hemorrhage. Based on the animal model of acute cerebral hemorrhage, the detecting experiment was carried out on thirteen rabbits. Each rabbit had three bleeding states: 1, 2, and 3 ml, which represented the severity of cerebral hemorrhage. According to the measured data of high dimension and small sample, the support vector machine (SVM) algorithm was used to assess the severity of cerebral hemorrhage. According to simulation results, the antenna's forward radiation was 5 dB larger than the backward radiation, which ensured the antenna being not affected by external signals during the measurement. According to test results, the -10 dB workband of the antenna was 1.55-2.05 GHz and the frequency range of the transmission parameters S21 above -30 dB is 1.2 - 3 GHz. In the animal experiment, the phase difference of Transmission coefficient S21 was gradually increased with the increase of bleeding volume. Through the classification of 39 bleeding states of the 13 rabbits, the total accuracy was about 77%. Through animal experiments, the feasibility of detection method has been proved. But the classification accuracy need to be further improved. The detection system is based on broadband antenna has the potential to realize non-contact, non-invasive and continuous monitoring for cerebral hemorrhage.

Entities:  

Keywords:  Cerebral hemorrhage; broadband antenna; classification; dielectric properties; hematoma enlargement; microwave technique; support vector machine

Mesh:

Year:  2019        PMID: 30689436     DOI: 10.1080/24699322.2018.1557893

Source DB:  PubMed          Journal:  Comput Assist Surg (Abingdon)        ISSN: 2469-9322            Impact factor:   1.787


  3 in total

Review 1.  Portable stroke detection devices: a systematic scoping review of prehospital applications.

Authors:  Susmita Chennareddy; Roshini Kalagara; Colton Smith; Stavros Matsoukas; Abhiraj Bhimani; John Liang; Steven Shapiro; Reade De Leacy; Maxim Mokin; Johanna T Fifi; J Mocco; Christopher P Kellner
Journal:  BMC Emerg Med       Date:  2022-06-16

2.  Experimental study on differential diagnosis of cerebral hemorrhagic and ischemic stroke based on microwave measurement.

Authors:  Feng Wang; Haisheng Zhang; Junlin Bao; Huaiqiang Li; Weihao Peng; Jia Xu; Jun Yang; Wei Zhuang; Xu Ning; Lin Xu; Liang Qiao; Mingxin Qin; Mingsheng Chen
Journal:  Technol Health Care       Date:  2020       Impact factor: 1.285

3.  Noninvasive and portable stroke type discrimination and progress monitoring based on a multichannel microwave transmitting-receiving system.

Authors:  Jia Xu; Jingbo Chen; Wei Yu; Haisheng Zhang; Feng Wang; Wei Zhuang; Jun Yang; Zelin Bai; Lin Xu; Jian Sun; Gui Jin; Yongjian Nian; Mingxin Qin; Mingsheng Chen
Journal:  Sci Rep       Date:  2020-12-10       Impact factor: 4.379

  3 in total

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