EP4285280A4 - Systeme und verfahren für durch künstliche intelligenz definierte vernetzung - Google Patents

Systeme und verfahren für durch künstliche intelligenz definierte vernetzung Download PDF

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Publication number
EP4285280A4
EP4285280A4 EP22746671.1A EP22746671A EP4285280A4 EP 4285280 A4 EP4285280 A4 EP 4285280A4 EP 22746671 A EP22746671 A EP 22746671A EP 4285280 A4 EP4285280 A4 EP 4285280A4
Authority
EP
European Patent Office
Prior art keywords
systems
methods
artificial intelligence
defined networking
networking
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
Application number
EP22746671.1A
Other languages
English (en)
French (fr)
Other versions
EP4285280A1 (de
Inventor
Remington DECHENE
Michael Catalano
Snigdha Bhardwaj
Nicole BRIDGLAND
Achal SHARMA
Xialing ULRICH
Navni AGARWAL
Timothy SCHOCH
Rui Zhang
Pradeep Singh GAUR
Troy SIPPRELLE
Jonathan Malchi
Henry STOLTENBERG
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
World Wide Technology Holding Co LLC
Original Assignee
World Wide Technology Holding Co LLC
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
Priority claimed from US17/162,719 external-priority patent/US11606265B2/en
Priority claimed from US17/162,691 external-priority patent/US12373702B2/en
Priority claimed from US17/162,704 external-priority patent/US12175364B2/en
Application filed by World Wide Technology Holding Co LLC filed Critical World Wide Technology Holding Co LLC
Publication of EP4285280A1 publication Critical patent/EP4285280A1/de
Publication of EP4285280A4 publication Critical patent/EP4285280A4/de
Pending legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/004—Artificial life, i.e. computing arrangements simulating life
    • G06N3/006—Artificial life, i.e. computing arrangements simulating life based on simulated virtual individual or collective life forms, e.g. social simulations or particle swarm optimisation [PSO]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/092—Reinforcement learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/0985—Hyperparameter optimisation; Meta-learning; Learning-to-learn
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/08—Configuration management of networks or network elements
    • H04L41/0894—Policy-based network configuration management
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/08—Configuration management of networks or network elements
    • H04L41/0895—Configuration of virtualised networks or elements, e.g. virtualised network function or OpenFlow elements
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/12—Discovery or management of network topologies
    • H04L41/122—Discovery or management of network topologies of virtualised topologies, e.g. software-defined networks [SDN] or network function virtualisation [NFV]
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/14—Network analysis or design
    • H04L41/145—Network analysis or design involving simulating, designing, planning or modelling of a network
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/40—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using virtualisation of network functions or resources, e.g. SDN or NFV entities
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network arrangements or protocols for supporting network services or applications
    • H04L67/01—Protocols
    • H04L67/12—Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network arrangements or protocols for supporting network services or applications
    • H04L67/2866—Architectures; Arrangements
    • H04L67/30—Profiles
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network arrangements or protocols for supporting network services or applications
    • H04L67/50—Network services
    • H04L67/56—Provisioning of proxy services
    • H04L67/59—Providing operational support to end devices by off-loading in the network or by emulation, e.g. when they are unavailable
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network arrangements or protocols for supporting network services or applications
    • H04L67/50—Network services
    • H04L67/60—Scheduling or organising the servicing of application requests, e.g. requests for application data transmissions using the analysis and optimisation of the required network resources
    • H04L67/61—Scheduling or organising the servicing of application requests, e.g. requests for application data transmissions using the analysis and optimisation of the required network resources taking into account QoS or priority requirements
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L69/00—Network arrangements, protocols or services independent of the application payload and not provided for in the other groups of this subclass
    • H04L69/40—Network arrangements, protocols or services independent of the application payload and not provided for in the other groups of this subclass for recovering from a failure of a protocol instance or entity, e.g. service redundancy protocols, protocol state redundancy or protocol service redirection

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Databases & Information Systems (AREA)
  • Computer Security & Cryptography (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
EP22746671.1A 2021-01-29 2022-01-28 Systeme und verfahren für durch künstliche intelligenz definierte vernetzung Pending EP4285280A4 (de)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US17/162,719 US11606265B2 (en) 2021-01-29 2021-01-29 Network control in artificial intelligence-defined networking
US17/162,691 US12373702B2 (en) 2021-01-29 2021-01-29 Training a digital twin in artificial intelligence-defined networking
US17/162,704 US12175364B2 (en) 2021-01-29 2021-01-29 Reinforcement-learning modeling interfaces
PCT/US2022/014263 WO2022165143A1 (en) 2021-01-29 2022-01-28 Systems and methods for artificial intelligence-defined networking

Publications (2)

Publication Number Publication Date
EP4285280A1 EP4285280A1 (de) 2023-12-06
EP4285280A4 true EP4285280A4 (de) 2024-12-11

Family

ID=82653882

Family Applications (1)

Application Number Title Priority Date Filing Date
EP22746671.1A Pending EP4285280A4 (de) 2021-01-29 2022-01-28 Systeme und verfahren für durch künstliche intelligenz definierte vernetzung

Country Status (4)

Country Link
EP (1) EP4285280A4 (de)
AU (1) AU2022212094A1 (de)
CA (1) CA3210058A1 (de)
WO (1) WO2022165143A1 (de)

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* Cited by examiner, † Cited by third party
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US12500920B2 (en) * 2015-10-28 2025-12-16 Qomplx Llc Computer-implemented system and method for cybersecurity threat analysis using federated machine learning and hierarchical task networks
US20230370490A1 (en) * 2015-10-28 2023-11-16 Qomplx, Inc. System and method for cyber exploitation path analysis and task plan optimization
CN116671068A (zh) * 2021-04-26 2023-08-29 华为技术有限公司 策略确定的方法和装置
US20230362196A1 (en) * 2022-05-04 2023-11-09 National Tsing Hua University Master policy training method of hierarchical reinforcement learning with asymmetrical policy architecture
CN116055324B (zh) * 2022-12-30 2024-05-07 重庆邮电大学 一种用于数据中心网络自优化的数字孪生方法
EP4428761A1 (de) * 2023-03-09 2024-09-11 Siemens Aktiengesellschaft Verfahren zum trainieren eines neuronalen richtliniennetzwerks
CN116260765B (zh) * 2023-05-11 2023-07-18 中国人民解放军国防科技大学 一种大规模动态路由网络数字孪生建模方法
CN117131329B (zh) * 2023-05-25 2026-02-10 中国人民解放军63892部队 一种基于同向正交信号和对比学习的射频指纹识别方法
CN118741360B (zh) * 2024-06-28 2025-04-01 北京邮电大学 光传送网数字孪生模型管理方法和系统
CN119312219B (zh) * 2024-12-13 2025-05-02 杭州宇泛智能科技股份有限公司 芯片平台硬件抽象层构建方法
CN120090872B (zh) * 2025-04-27 2025-07-04 云南蓝队云计算有限公司 基于渗透测试技术的网络漏洞智能修复方法及系统

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US9509631B2 (en) * 2014-12-16 2016-11-29 Telefonaktiebolaget L M Ericsson (Publ) Quality of service (QoS) for information centric networks
US11354593B2 (en) * 2019-06-14 2022-06-07 Subcom, Llc Techniques to generate network simulation scenarios

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
LI-QIONG DENG ET AL: "Design of architecture and function for distributed communication network simulation training system (DCSS)", 2016 FIRST IEEE INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND THE INTERNET (ICCCI), IEEE, 13 October 2016 (2016-10-13), pages 108 - 111, XP033019419, ISBN: 978-1-4673-8514-5, [retrieved on 20161208], DOI: 10.1109/CCI.2016.7778888 *
MORATO ALBERTO ET AL: "A Profinet Simulator for the Digital Twin of Networked Electrical Drive Systems", 2020 25TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), IEEE, vol. 1, 8 September 2020 (2020-09-08), pages 1099 - 1102, XP033835675, DOI: 10.1109/ETFA46521.2020.9212017 *
See also references of WO2022165143A1 *
YAO ZAN ET AL: "DQN-based energy-efficient routing algorithm in software-defined data centers", INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, vol. 16, no. 6, 1 June 2020 (2020-06-01), XP055953816, ISSN: 1550-1477, Retrieved from the Internet <URL:http://journals.sagepub.com/doi/full-xml/10.1177/1550147720935775> DOI: 10.1177/1550147720935775 *
YU CHANGHE ET AL: "DROM: Optimizing the Routing in Software-Defined Networks With Deep Reinforcement Learning", IEEE ACCESS, vol. 6, 23 October 2018 (2018-10-23), pages 64533 - 64539, XP011697994, DOI: 10.1109/ACCESS.2018.2877686 *

Also Published As

Publication number Publication date
WO2022165143A1 (en) 2022-08-04
CA3210058A1 (en) 2022-08-04
AU2022212094A1 (en) 2023-09-14
EP4285280A1 (de) 2023-12-06

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