CN115967504A - 加密恶意流量检测方法、装置、存储介质及电子装置 - Google Patents
加密恶意流量检测方法、装置、存储介质及电子装置 Download PDFInfo
- Publication number
- CN115967504A CN115967504A CN202111173358.0A CN202111173358A CN115967504A CN 115967504 A CN115967504 A CN 115967504A CN 202111173358 A CN202111173358 A CN 202111173358A CN 115967504 A CN115967504 A CN 115967504A
- Authority
- CN
- China
- Prior art keywords
- preset number
- bilstm
- word vectors
- target
- model
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F40/00—Handling natural language data
- G06F40/20—Natural language analysis
- G06F40/279—Recognition of textual entities
- G06F40/284—Lexical analysis, e.g. tokenisation or collocates
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/044—Recurrent networks, e.g. Hopfield networks
- G06N3/0442—Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
- G06N3/0455—Auto-encoder networks; Encoder-decoder networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/084—Backpropagation, e.g. using gradient descent
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
- H04L9/40—Network security protocols
Abstract
Description
模型构成 | 设置超参数 |
Multi-Head attention | nums_head=2 |
BiLSTM | nums_layer=1,hidden_num=144 |
Dropout | 0.3 |
Linear | (288,84) |
Linear | (84,2) |
Claims (10)
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202111173358.0A CN115967504A (zh) | 2021-10-08 | 2021-10-08 | 加密恶意流量检测方法、装置、存储介质及电子装置 |
PCT/CN2022/116590 WO2023056808A1 (zh) | 2021-10-08 | 2022-09-01 | 加密恶意流量检测方法、装置、存储介质及电子装置 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202111173358.0A CN115967504A (zh) | 2021-10-08 | 2021-10-08 | 加密恶意流量检测方法、装置、存储介质及电子装置 |
Publications (1)
Publication Number | Publication Date |
---|---|
CN115967504A true CN115967504A (zh) | 2023-04-14 |
Family
ID=85803884
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202111173358.0A Pending CN115967504A (zh) | 2021-10-08 | 2021-10-08 | 加密恶意流量检测方法、装置、存储介质及电子装置 |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN115967504A (zh) |
WO (1) | WO2023056808A1 (zh) |
Families Citing this family (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN116319107B (zh) * | 2023-05-19 | 2023-08-18 | 新华三人工智能科技有限公司 | 一种数据流量识别模型训练方法及装置 |
CN116506216B (zh) * | 2023-06-19 | 2023-09-12 | 国网上海能源互联网研究院有限公司 | 一种轻量化恶意流量检测存证方法、装置、设备及介质 |
CN116668198B (zh) * | 2023-07-31 | 2023-10-20 | 南京争锋信息科技有限公司 | 基于深度学习的流量回放测试方法、装置、设备及介质 |
CN116708313B (zh) * | 2023-08-08 | 2023-11-14 | 中国电信股份有限公司 | 流量检测方法、流量检测装置、存储介质和电子设备 |
CN117113352B (zh) * | 2023-10-25 | 2024-02-06 | 西安热工研究院有限公司 | Dcs上位机恶意可执行文件检测方法、系统、设备及介质 |
CN117811850A (zh) * | 2024-03-01 | 2024-04-02 | 南京信息工程大学 | 一种基于STBformer模型的网络入侵检测方法及系统 |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US11017173B1 (en) * | 2017-12-22 | 2021-05-25 | Snap Inc. | Named entity recognition visual context and caption data |
CN112307473A (zh) * | 2019-08-01 | 2021-02-02 | 四川大学 | 一种基于Bi-LSTM网络和注意力机制的恶意JavaScript代码检测模型 |
CN111241294B (zh) * | 2019-12-31 | 2023-05-26 | 中国地质大学(武汉) | 基于依赖解析和关键词的图卷积网络的关系抽取方法 |
CN112487109A (zh) * | 2020-12-01 | 2021-03-12 | 朱胜青 | 实体关系抽取方法、终端和计算机可读存储介质 |
CN112926303B (zh) * | 2021-02-23 | 2023-06-27 | 南京邮电大学 | 一种基于BERT-BiGRU的恶意URL检测方法 |
-
2021
- 2021-10-08 CN CN202111173358.0A patent/CN115967504A/zh active Pending
-
2022
- 2022-09-01 WO PCT/CN2022/116590 patent/WO2023056808A1/zh unknown
Also Published As
Publication number | Publication date |
---|---|
WO2023056808A1 (zh) | 2023-04-13 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN115967504A (zh) | 加密恶意流量检测方法、装置、存储介质及电子装置 | |
CN112398779B (zh) | 一种网络流量数据分析方法及系统 | |
CN109889538B (zh) | 用户异常行为检测方法及系统 | |
CN109284606B (zh) | 基于经验特征与卷积神经网络的数据流异常检测系统 | |
CN110213227A (zh) | 一种网络数据流检测方法及装置 | |
CN110046297B (zh) | 运维违规操作的识别方法、装置和存储介质 | |
CN111723846B (zh) | 基于随机性特征的加密和压缩流量识别方法及装置 | |
CN111431819A (zh) | 一种基于序列化的协议流特征的网络流量分类方法和装置 | |
CN109426700B (zh) | 数据处理方法、装置、存储介质和电子装置 | |
CN105471647B (zh) | 一种电力通信网故障定位方法 | |
CN114239807A (zh) | 基于rfe-dagmm的高维数据异常检测方法 | |
CN111181930A (zh) | DDoS攻击检测的方法、装置、计算机设备及存储介质 | |
CN104246713A (zh) | 利用者体感品质推测装置、终端瓶颈判定装置、类似操作抽出装置及方法以及程序 | |
CN114328106A (zh) | 日志数据处理方法、装置、设备及存储介质 | |
CN117220920A (zh) | 基于人工智能的防火墙策略管理方法 | |
CN115118447A (zh) | 工控网络流量的安全判别方法、装置、电子装置和介质 | |
CN109271495B (zh) | 问答识别效果检测方法、装置、设备及可读存储介质 | |
CN116828087B (zh) | 基于区块链连接的信息安全系统 | |
CN112235254A (zh) | 一种高速主干网中Tor网桥的快速识别方法 | |
CN110889445A (zh) | 视频cdn盗链检测方法、装置、电子设备及存储介质 | |
CN104636404B (zh) | 用于测试的大规模数据生成方法和装置 | |
CN116112209A (zh) | 漏洞攻击流量检测方法及装置 | |
Whalen et al. | Hidden markov models for automated protocol learning | |
CN115774762A (zh) | 即时通讯信息处理方法、装置、设备及存储介质 | |
CN112733689B (zh) | 一种https终端类型分类方法及装置 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
CB03 | Change of inventor or designer information | ||
CB03 | Change of inventor or designer information |
Inventor after: Wang Jigang Inventor after: Fu Peng Inventor after: Gu Yonghao Inventor after: Xu Hao Inventor after: Zhang Xiaoqing Inventor after: Huang Zeqi Inventor after: Wang Yifei Inventor after: Tian Tian Inventor after: Wang Jing Inventor after: Ma Suan Inventor before: Wang Jigang Inventor before: Fu Peng Inventor before: Gu Yonghao Inventor before: Zhang Xiaoqing Inventor before: Xu Hao Inventor before: Huang Zeqi Inventor before: Wang Yifei Inventor before: Tian Tian Inventor before: Wang Jing Inventor before: Ma Suan |