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- 저자 : Xinjie Hong (검색결과 2 건)
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MEMD Interval Threshold Filter and Twin SVM for Electromagnetic Template Attack
Duan Li,Hong-xin Zhang,Qiang Li,Xinjie Zhao,Pengfei He 보안공학연구지원센터 2016 International Journal of Signal Processing, Image Vol.9 No.11
To overcome the dependence on prior knowledge of traditional filtering algorithm, this paper proposes a novel non-parameter and adaptive multivariate empirical mode decomposition interval threshold (MEMD-IT) denoising approach for signal preprocessing of electromagnetic template attack(ETA). MEMD-IT can reduce the discontinuity induced by traditional MEMD-DT and aims to remove the Gaussian noise coupled into side-channel electromagnetic radiations. The proposed method and some other filters such as butterworth low-pass filter(BLPF),wavelet threshold denoising and MEMD direct threshold (MEMD-DT) denoising are applied to analyze the electromagnetic radiation traces intercepted while cipher device was implementing RC4 encryption algorithm. Furthermore, twin SVM multi-class classifier based ETA was performed to evaluate the attack results. In the same attack scenario, the highest predictive success rate for 9 Hamming Weights of the key reached 92%,90%,84%,83% and 73% for MEMD-IT, WFTF, MEMD-DT,WULETF and BLPF preprocessing methods, respectively. The experiment results indicate that our proposed scheme has a significant performance compared with the traditional ETA.
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Zheng Cai,Xinjie Hong,Wei Dai,Zhengwei Zhang,Qiang Liang,Xuehua Ding,Wei Sun 대한척추신경외과학회 2023 Neurospine Vol.20 No.3
Objective: Intramedullary spinal cavernous malformations (ISCMs) are rare vascular lesions of the spinal cord with unclear natural history and controversy over treatment. This study aimed to report a series of symptomatic ISCMs underwent microsurgical management to illustrate the natural history, clinical presentation, and surgical outcomes and to evaluate factors associated with hemorrhage events and neurological prognosis. Methods: This single-center retrospective study included 29 consecutive patients with whose demographic, symptomology, imaging, neurological, and surgical data were collected. The risk for hemorrhage events and factors affecting surgical outcomes were retrospectively analyzed. Results: There were 12 female (41.4%) and 17 male patients (58.6%), with an average age of 45.2 years (range, 17–69 years). The mean size of the lesion was 9.7 mm (range, 3–20 mm). Most patients had a bowel or/and bladder dysfunction symptom (n = 11, 37.9%), followed by sensory deficits (n = 5, 17.2%), gait disturbance (n = 5, 17.2%), pain (n = 4, 13.8%), and weakness (n = 4, 13.8%), most (n = 15, 51.7%) with a chronic onset. All patients received total resection without rehemorrhages after surgical resection in follow-up. Sixty-five point five percent patients (n = 19) improved, 13.8% (n = 4) remained stable, 20.7% (n = 6) got worsen. The overall annual hemorrhage risk was 2.1% per patient-year. A total of 27 hemorrhages occurred in the 18 patients, of which rehemorrhage rate increased to 50.0% (n = 9) with a previous history of hemorrhage. Patients with smaller lesion sizes were more likely to have hemorrhage or rehemorrhage events (p = 0.008). Recurrent hemorrhage of the lesions was a risk factor for neurological outcomes (p = 0.016). Conclusion: The risk of rehemorrhage was significantly increased in symptomatic ISCM patients with a previous history of hemorrhage. Rehemorrhage was a risk factor for neurological outcomes. Patients can benefit from microsurgical treatment to avoid rehemorrhage and further neurological deterioration.
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