基于深度学习的改进变压器模型,用于Android恶意软件的检测和车辆在互联网上的分类
1Department of Industrial Engineering, College of Engineering, King Khalid University, 61421, Abha, Saudi Arabia. halmakaeel@kku.edu.sa.
Scientific reports
|October 25, 2024
概括
在Android恶意软件检测 (DLBITM-AMD) 上,一个新的基于深度学习的改进型变压器模型有效地识别了连接汽车中的Android恶意软件. 这种先进的技术达到99.26%的准确性,提高了自动驾驶系统的安全性.
科学领域:
- 网络安全 网络安全
- 人工智能的人工智能
- 汽车工程 汽车工程
背景情况:
- 自动驾驶汽车 (AV) 越来越多地使用安卓操作系统,引入了重要的安全漏洞.
- 安卓恶意软件对AV的安全性和功能构成重大威胁.
- 现有的机器学习方法很难有效地检测出新型和复杂的Android恶意软件变体.
研究的目的:
- 为互联网车辆 (IoV) 提出一种基于深度学习的改进型变压器模型,用于安卓恶意软件检测 (DLBITM-AMD).
- 为了提高Android恶意软件检测在自动驾驶环境中的准确性和有效性.
主要方法:
- DLBITM-AMD技术使用Z-score规范化进行数据标准化.
- 它使用二进制灰狼优化 (BGWO) 进行最佳特征子集选择.
- 一个改进的变压器与RNN模型和软max集成,通过Snake Optimizer算法 (SOA) 进行优化,用于分类.
主要成果:
- DLBITM-AMD方法在检测Android恶意软件方面表现出卓越的性能.
- 在基准数据集上进行了广泛的实验,验证了该技术的有效性.
- 拟议的模型实现了高准确率99.26%.
结论:
- DLBITM-AMD技术为识别连接车辆中的Android恶意软件提供了强大而准确的解决方案.
- 这种深度学习方法显著改善了现有的恶意软件识别模型.
- 实施DLBITM-AMD可以加强自动驾驶系统的安全性和安全性.
相关概念视频
Three-Winding Transformers
206
Three identical single-phase transformers can be configured to form a three-phase transformer connection, which involves high-voltage and low-voltage windings. The high-voltage windings are denoted by capital letters A-B-C, while the low-voltage windings are labeled with lowercase letters a-b-c, representing their respective phases. This notation helps distinguish between the high and low voltage sides of the transformer.
In the per-unit equivalent circuit of a grounded Y-Y three-phase...
In the per-unit equivalent circuit of a grounded Y-Y three-phase...
206
Transformers
1.1K
A device that transforms voltages from one value to another using induction is called a transformer. A transformer consists of two separate coils, or windings, wrapped around the same soft iron core. However, they are electrically insulated from each other.
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
1.1K
Transformers with Off-Nominal Turns Ratios
140
In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the...
140
Types Of Transformers
949
Transformers can provide desired voltages to a circuit by modifying the number of turns in the secondary windings.
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
949
Transformers in Distribution System
98
Transformers in distribution systems can be broadly categorized into distribution substation transformers and other distribution transformers. They are crucial for stepping down high transmission voltages to levels suitable for distribution and end-user applications.
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
98


