Malware detection becomes mission critical as its threats spread from personal computers to industrial control systems. Modern malware generally equips with sophisticated anti-detection mechanisms such as code-morphis...
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ISBN:
(纸本)9781509053827
Malware detection becomes mission critical as its threats spread from personal computers to industrial control systems. Modern malware generally equips with sophisticated anti-detection mechanisms such as code-morphism, which allows the malware to evolve into many variants and bypass traditional code feature based detection systems. In this paper, we propose to disassemble binary executables into opcodes sequences, and then convert the opcodes into images. By using convolutional neural network to compare the opcode images generated from binary targets with the opcode images generated from known malware sample codes, we can detect if the target binary executables is malicious. Theoretical analysis and real-life experiments results show that malware detection using visualized analysis is comparable in terms of accuracy, our approach can significantly improve 15% of detection accuracy when the detection set contains a large quantity of binaries and the training set is much smaller.
The photoluminescence(PL) properties of a green and blue light-emitting InGaN/GaN multiple quantum well structure with a strong phase separated into quasi-quantum dots(QDs) and an InGaN matrix in the InGaN epilaye...
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The photoluminescence(PL) properties of a green and blue light-emitting InGaN/GaN multiple quantum well structure with a strong phase separated into quasi-quantum dots(QDs) and an InGaN matrix in the InGaN epilayer are *** excitation power dependences of QD-related green emissions(PD〉) and matrix-related blue emissions(PM) in the low excitation power range of the PL peak energy and line-width indicate that at 6 K both Pm and PD are dominated by the combined action of Coulomb screening and localized state filling ***,at 300 K,Pm is dominated by the non-radiative recombination of the carriers in the InGaN matrix,while PD is influenced by the carriers transferred from the shallower QDs to deeper QDs by *** is consistent with the excitation power dependence of the PL efficiency for the emission.
Through the analysis of the existing theory and method of three-way decision, model of three-way decision based on the space of set pair information granule was proposed, which was to explain the intension and extensi...
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In this experiment, white seed pumpkin 'Shengzhen No. 1' was used as rootstock for the oriental sweet melon (Cucumis melo L.) 'Yumeiren'. The fruits of own-rooted melons were used as control. The objec...
In this experiment, white seed pumpkin 'Shengzhen No. 1' was used as rootstock for the oriental sweet melon (Cucumis melo L.) 'Yumeiren'. The fruits of own-rooted melons were used as control. The objective of this experiment was to study the effects of grafting on the following parameters: content of free fatty acids and activities of synthetic enzymes (LOX, ADH, and AAT). These parameters were measured in the peel and flesh tissues of oriental sweet melon at different time-points. Due to grafting, the content of oleic acid and linolenic acid decreased in peel tissues of melons at early stages of maturity. Therefore, total contents of free fatty acids were lower than those of control. However, there was no significant difference in the content of three free fatty acids in flesh tissue; this content was lower than that in peel tissue. Due to grafting, enzymatic activities of ADH and AAT decreased in peel tissue of melons; however, these enzymes showed different activities in flesh tissues of melons subjected to grafting. Nevertheless, there was no significant difference in enzymatic activities of flesh tissues; however, these activities were lower than that of peel tissue. These results indicate that free fatty acid content and related synthetic enzyme activities decreased when grafting was included in the cultivation of oriental sweet melons. Consequently, the aroma of these melons decreased due to grafting.
Complex equipment is mainly used in important areas of national defense, health care, banking, etc. Consequences of failure are relatively severe, while the hidden failures are contained in the most complex devices as...
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With the development of Internet industry, equipment data is increasing. The traditional method is not suitable for processing large data. Aiming at inefficient problem of Apriori algorithm when mining very large data...
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This paper studies notions and approaches to attribute reduction in property oriented concept lattices of formal contexts and formal decision contexts based on congruence relations. Firstly, dependence space based on ...
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Cooperative co-evolution framework has been developed for solving large scale global optimization problems. This approach applies the divide-and-conquer strategy that decomposes the problem into subcomponents which ca...
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ISBN:
(纸本)9781509040940
Cooperative co-evolution framework has been developed for solving large scale global optimization problems. This approach applies the divide-and-conquer strategy that decomposes the problem into subcomponents which can be optimized separately. Nevertheless, the decomposition strategy has important influence on solution quality. In theory, the interdependency between subcomponents should be kept minimum as the subcomponents coadaptation is needed to solve large scale optimization problems. Some state of the art decomposition strategies like differential grouping gain high grouping accuracy on a suite of benchmark functions. In this paper, we use graph theory to model the decomposition problem and propose graph-based differential grouping decomposition strategy to improve the decomposition accuracy of differential grouping. Empirical studies show that our decomposition method get perfect performance on all benchmark functions. Significantly, the solution quality on large scale problems are better than several outstanding decomposition strategies when the graph-based differential grouping is embedded with cooperative co-evolution framework.
The letter presents a fourth-harmonic mixer based on planar schottky diode working at 330-500GHz. The result of simulation predicts that conversion loses well below 14dB from 369GHz to 477GHz with 6 dBm of local oscil...
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ISBN:
(纸本)9781509020188
The letter presents a fourth-harmonic mixer based on planar schottky diode working at 330-500GHz. The result of simulation predicts that conversion loses well below 14dB from 369GHz to 477GHz with 6 dBm of local oscillator power. Therefore, the good performance of mixers in wide bandwidth and low conversion loss provides designers with a better choice.
In this paper, a 420GHz Sub-Harmonic Mixer based on planar schottky diode is presented. The mixer circuit was fabricated on the 50um thick quartz substrate with a pair of anti-parallel flip-chipped schottky diodes. Th...
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ISBN:
(纸本)9781509020188
In this paper, a 420GHz Sub-Harmonic Mixer based on planar schottky diode is presented. The mixer circuit was fabricated on the 50um thick quartz substrate with a pair of anti-parallel flip-chipped schottky diodes. The planar schottky diode is fabricated in China Electronics Technology Group Corporation-13(CETC-13). Simulated results for the 420 GHz mixer achieved DSB conversion loss of 6.2dB@404GHz. The LO pumped power was 6dBm at 210GHz. The conversion loss was less than 8dB from 390GHz to 450GHz.
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