基于群体的智能模型,用于开发IDS的网络安全框架
N Satheesh Kumar1, V Ramakrishna2, M V Kamal3
1Department of CSE, MLR Institute of Technology and Management, Hyderabad, Telangana, India.
Scientific reports
|January 25, 2026
概括
本研究介绍了一种基于群体的智能模型,用于实时入侵检测系统 (IDS). 这种新的方法提高了威胁识别的准确性,减少了假阳性,改善了网络安全防御.
科学领域:
- 网络安全 网络安全
- 人工智能的人工智能
- 网络安全 网络安全
背景情况:
- 网络威胁日益复杂,需要先进的实时监控系统.
- 现有的入侵检测系统 (IDS) 难以应对现代网络数据的数量和速度.
研究的目的:
- 设计和实施可扩展的,基于群体的智能模型,用于实时入侵检测.
- 通过及时检测异常来提高威胁识别准确度并最大限度地减少潜在的损害.
- 开发一个低延迟框架,利用时间数据分析来动态识别威胁.
主要方法:
- 在时间序列数据中使用多层框架来识别时间模式.
- 采用基于群体的长短期内存 (LSTM) 进行特征提取和异常检测.
- 实施适应值机制以减少错误阳性和低延迟的轻量级策略.
主要成果:
- 基于群体的LSTM模型在KDDcup99数据集上实现了98.7%的准确性,96.5%的F1分数和95.3%的精度.
- 与香草LSTM,GRU和Bi-LSTM模型相比,表现出卓越的性能和效率.
- 适应值机制使虚假阳性率降低了18%.
结论:
- 拟议的基于群体的智能入侵检测系统为实时网络安全提供最佳的可扩展性和效率.
- 该系统有效地识别高速数据流中的异常,以提高准确性和降低延迟.
- 这种方法为跨多个领域的动态威胁识别提供了强大的解决方案.
相关概念视频
Intelligence
8.5K
The term "intelligence" is complex because it refers to both behavior and individuals, and its interpretation varies across cultures. European Americans tend to link intelligence with reasoning and cognitive skills, while in Kenya, it is tied to responsible participation in family and social life. In Uganda, intelligence is seen as the ability to know the right actions and carry them out effectively, while the Iatmul people of Papua New Guinea associate it with the capacity to remember...
8.5K
Measures of Intelligence
8.4K
Psychologists measure intelligence by using standardized tests that produce a score known as the intelligence quotient or IQ. To understand IQ tests, it's important to recognize the key principles behind their construction: validity, reliability, and standardization.
Validity refers to how well a test measures what it claims to measure. An intelligence test should accurately assess intelligence rather than another characteristic, like anxiety. Criterion validity is one way to evaluate this;...
Validity refers to how well a test measures what it claims to measure. An intelligence test should accurately assess intelligence rather than another characteristic, like anxiety. Criterion validity is one way to evaluate this;...
8.4K
Multiple Intelligences Theory
8.9K
Howard Gardner's theory of Multiple Intelligence proposes that there are nine distinct types of intelligence, each reflecting different ways of interacting with the world. Introduced in 1983 and expanded in subsequent years, Gardner's framework challenges the traditional notion of a single, generalized intelligence.
8.9K
Cattell's Theory of Intelligence
8.0K
Raymond Cattell, along with John Horn, made significant contributions to our understanding of intelligence by distinguishing between two types: fluid intelligence and crystallized intelligence.
Fluid intelligence involves the capacity to solve new problems and adapt to unfamiliar situations. It's the type of intelligence individuals use when they encounter a novel problem or puzzle that requires innovative thinking. For instance, figuring out how to operate a new gadget relies heavily on...
Fluid intelligence involves the capacity to solve new problems and adapt to unfamiliar situations. It's the type of intelligence individuals use when they encounter a novel problem or puzzle that requires innovative thinking. For instance, figuring out how to operate a new gadget relies heavily on...
8.0K
Triarchic Theory of Intelligence
9.9K
Robert Sternberg's triarchic theory of intelligence posits that intelligence is composed of three distinct but interrelated components: analytical, creative, and practical intelligence.
9.9K
Biological Influences on Intelligence
516
Intelligence is often thought to be linked to brain size, but the relationship is more complex than that. While brain size does correlate modestly with some abilities, like verbal skills, the connection is weaker for others, such as spatial reasoning. Other factors, like brain structure, also play crucial roles. For instance, despite Einstein's smaller-than-average brain, his parietal cortex, which is involved in spatial reasoning, was 15% wider, suggesting that neural density might matter...
516


