SG10202100813PA - A SYSTEM AND METHOD FOR DETECTING DOMAIN GENERATION ALGORITHMS (DGAs) USING DEEP LEARNING AND SIGNAL PROCESSING TECHNIQUES - Google Patents

A SYSTEM AND METHOD FOR DETECTING DOMAIN GENERATION ALGORITHMS (DGAs) USING DEEP LEARNING AND SIGNAL PROCESSING TECHNIQUES

Info

Publication number
SG10202100813PA
SG10202100813PA SG10202100813PA SG10202100813PA SG10202100813PA SG 10202100813P A SG10202100813P A SG 10202100813PA SG 10202100813P A SG10202100813P A SG 10202100813PA SG 10202100813P A SG10202100813P A SG 10202100813PA SG 10202100813P A SG10202100813P A SG 10202100813PA
Authority
SG
Singapore
Prior art keywords
dgas
signal processing
deep learning
processing techniques
generation algorithms
Prior art date
Application number
SG10202100813PA
Other languages
English (en)
Inventor
Joon Sern Lee
Gui Peng David Yam
Han Yang Quek
Jin Hao Chan
Original Assignee
Ensign Infosecurity Pte Ltd
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Ensign Infosecurity Pte Ltd filed Critical Ensign Infosecurity Pte Ltd
Priority to SG10202100813PA priority Critical patent/SG10202100813PA/en
Publication of SG10202100813PA publication Critical patent/SG10202100813PA/en
Priority to GB2117539.3A priority patent/GB2603279B/en
Priority to AU2021282384A priority patent/AU2021282384B2/en
Priority to IL289063A priority patent/IL289063B/en
Priority to US17/552,973 priority patent/US11436499B2/en
Priority to KR1020210180441A priority patent/KR102457003B1/ko
Priority to CN202111552199.5A priority patent/CN114897127B/zh

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Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/14Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
    • H04L63/1408Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
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    • G06F17/10Complex mathematical operations
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    • G06F18/2415Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on parametric or probabilistic models, e.g. based on likelihood ratio or false acceptance rate versus a false rejection rate
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/50Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
    • G06F21/55Detecting local intrusion or implementing counter-measures
    • G06F21/554Detecting local intrusion or implementing counter-measures involving event detection and direct action
    • GPHYSICS
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
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    • HELECTRICITY
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    • H04L61/00Network arrangements, protocols or services for addressing or naming
    • H04L61/45Network directories; Name-to-address mapping
    • H04L61/4505Network directories; Name-to-address mapping using standardised directories; using standardised directory access protocols
    • H04L61/4511Network directories; Name-to-address mapping using standardised directories; using standardised directory access protocols using domain name system [DNS]
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
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    • H04L63/10Network architectures or network communication protocols for network security for controlling access to devices or network resources
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    • H04L63/14Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/14Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
    • H04L63/1441Countermeasures against malicious traffic
    • H04L63/1483Countermeasures against malicious traffic service impersonation, e.g. phishing, pharming or web spoofing
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/06Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols the encryption apparatus using shift registers or memories for block-wise or stream coding, e.g. DES systems or RC4; Hash functions; Pseudorandom sequence generators
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
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    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/10Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols with particular housing, physical features or manual controls
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
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    • H04L9/12Transmitting and receiving encryption devices synchronised or initially set up in a particular manner
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/14Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols using a plurality of keys or algorithms
    • HELECTRICITY
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    • H04L9/16Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols using a plurality of keys or algorithms the keys or algorithms being changed during operation
    • HELECTRICITY
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    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/30Public key, i.e. encryption algorithm being computationally infeasible to invert or user's encryption keys not requiring secrecy
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/30Public key, i.e. encryption algorithm being computationally infeasible to invert or user's encryption keys not requiring secrecy
    • H04L9/3006Public key, i.e. encryption algorithm being computationally infeasible to invert or user's encryption keys not requiring secrecy underlying computational problems or public-key parameters
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/30Public key, i.e. encryption algorithm being computationally infeasible to invert or user's encryption keys not requiring secrecy
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    • H04L9/3026Public key, i.e. encryption algorithm being computationally infeasible to invert or user's encryption keys not requiring secrecy underlying computational problems or public-key parameters details relating to polynomials generation, e.g. generation of irreducible polynomials
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
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    • H04L9/30Public key, i.e. encryption algorithm being computationally infeasible to invert or user's encryption keys not requiring secrecy
    • H04L9/304Public key, i.e. encryption algorithm being computationally infeasible to invert or user's encryption keys not requiring secrecy based on error correction codes, e.g. McEliece
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
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    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/36Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols with means for detecting characters not meant for transmission
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
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    • H04L2463/00Additional details relating to network architectures or network communication protocols for network security covered by H04L63/00
    • H04L2463/121Timestamp
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L61/00Network arrangements, protocols or services for addressing or naming
    • H04L61/30Managing network names, e.g. use of aliases or nicknames

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  • Engineering & Computer Science (AREA)
  • Computer Security & Cryptography (AREA)
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  • Physics & Mathematics (AREA)
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  • Computing Systems (AREA)
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  • Data Mining & Analysis (AREA)
  • General Health & Medical Sciences (AREA)
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  • Virology (AREA)
  • Mathematical Analysis (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Computational Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Algebra (AREA)
  • Probability & Statistics with Applications (AREA)
  • Medical Informatics (AREA)
  • Discrete Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Alarm Systems (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Debugging And Monitoring (AREA)
SG10202100813PA 2021-01-26 2021-01-26 A SYSTEM AND METHOD FOR DETECTING DOMAIN GENERATION ALGORITHMS (DGAs) USING DEEP LEARNING AND SIGNAL PROCESSING TECHNIQUES SG10202100813PA (en)

Priority Applications (7)

Application Number Priority Date Filing Date Title
SG10202100813PA SG10202100813PA (en) 2021-01-26 2021-01-26 A SYSTEM AND METHOD FOR DETECTING DOMAIN GENERATION ALGORITHMS (DGAs) USING DEEP LEARNING AND SIGNAL PROCESSING TECHNIQUES
GB2117539.3A GB2603279B (en) 2021-01-26 2021-12-03 A system and method for detecting domain generation algorithms (DGAs) using deep learning and signal processing techniques
AU2021282384A AU2021282384B2 (en) 2021-01-26 2021-12-06 A SYSTEM AND METHOD FOR DETECTING DOMAIN GENERATION ALGORITHMS (DGAs) USING DEEP LEARNING AND SIGNAL PROCESSING TECHNIQUES
IL289063A IL289063B (en) 2021-01-26 2021-12-16 System and method for discovering domain generation algorithms using deep learning and signal processing techniques
US17/552,973 US11436499B2 (en) 2021-01-26 2021-12-16 System and method for detecting domain generation algorithms (DGAs) using deep learning and signal processing techniques
KR1020210180441A KR102457003B1 (ko) 2021-01-26 2021-12-16 딥 러닝 및 신호 처리 기술을 사용하여 dga들(domain generation algorithms)을 검출하기 위한 시스템 및 방법
CN202111552199.5A CN114897127B (zh) 2021-01-26 2021-12-17 检测域生成算法的系统和方法

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
SG10202100813PA SG10202100813PA (en) 2021-01-26 2021-01-26 A SYSTEM AND METHOD FOR DETECTING DOMAIN GENERATION ALGORITHMS (DGAs) USING DEEP LEARNING AND SIGNAL PROCESSING TECHNIQUES

Publications (1)

Publication Number Publication Date
SG10202100813PA true SG10202100813PA (en) 2021-02-25

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SG10202100813PA SG10202100813PA (en) 2021-01-26 2021-01-26 A SYSTEM AND METHOD FOR DETECTING DOMAIN GENERATION ALGORITHMS (DGAs) USING DEEP LEARNING AND SIGNAL PROCESSING TECHNIQUES

Country Status (7)

Country Link
US (1) US11436499B2 (ko)
KR (1) KR102457003B1 (ko)
CN (1) CN114897127B (ko)
AU (1) AU2021282384B2 (ko)
GB (1) GB2603279B (ko)
IL (1) IL289063B (ko)
SG (1) SG10202100813PA (ko)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116112225A (zh) * 2022-12-28 2023-05-12 中山大学 一种基于多通道图卷积的恶意域名检测方法及系统
CN117596066A (zh) * 2023-12-06 2024-02-23 广州大学 一种基于二级域名的轻量级物联网僵尸主机检测方法

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Publication number Priority date Publication date Assignee Title
JP3225915B2 (ja) * 1998-02-19 2001-11-05 株式会社デンソー 移動通信端末及び移動通信システム
DE60330646D1 (de) * 2003-03-20 2010-02-04 Sony Ericsson Mobile Comm Ab Mobilgerät mit Zeitsteuerung für ein digitales Rechteverwaltungsverfahren (DRM)
CN106790008B (zh) * 2016-12-13 2018-08-24 浙江中都信息技术有限公司 用于在企业网络中检测异常主机的机器学习系统
US10498751B2 (en) * 2017-05-31 2019-12-03 Infoblox Inc. Inline DGA detection with deep networks
US10958668B1 (en) * 2017-12-21 2021-03-23 Palo Alto Networks, Inc. Finding malicious domains with DNS query pattern analysis
CN110826686A (zh) * 2018-08-07 2020-02-21 艾玛迪斯简易股份公司 有属性序列的机器学习系统和方法
CN109450845B (zh) * 2018-09-18 2020-08-04 浙江大学 一种基于深度神经网络的算法生成恶意域名检测方法
KR102600745B1 (ko) * 2018-11-14 2023-11-10 주식회사 디플리 신경망 분석 기반의 소리 분류용 이상 탐지 방법
KR102021138B1 (ko) 2019-05-07 2019-09-11 주식회사 에이아이스페라 인공지능 기반 악성 도메인 분류 방법 및 프로그램
US11115428B2 (en) * 2019-11-21 2021-09-07 Verizon Patent And Licensing Inc. Systems and methods for determining network data quality and identifying anomalous network behavior
CN112839012B (zh) * 2019-11-22 2023-05-09 中国移动通信有限公司研究院 僵尸程序域名识别方法、装置、设备及存储介质
CN111031026A (zh) * 2019-12-09 2020-04-17 杭州安恒信息技术股份有限公司 一种dga恶意软件感染主机检测方法
CN111277603B (zh) * 2020-02-03 2021-11-19 杭州迪普科技股份有限公司 无监督异常检测系统和方法
CN112073551B (zh) * 2020-08-26 2021-07-20 重庆理工大学 基于字符级滑动窗口和深度残差网络的dga域名检测系统

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US11436499B2 (en) 2022-09-06
GB2603279A (en) 2022-08-03
US20220245461A1 (en) 2022-08-04
CN114897127A (zh) 2022-08-12
CN114897127B (zh) 2023-12-12
GB202117539D0 (en) 2022-01-19
AU2021282384A9 (en) 2022-10-27
KR20220107925A (ko) 2022-08-02
GB2603279B (en) 2023-02-22
AU2021282384A1 (en) 2022-08-11
AU2021282384B2 (en) 2022-12-01
KR102457003B1 (ko) 2022-10-21
IL289063A (ko) 2022-01-01
IL289063B (en) 2022-08-01

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