CA3210058A1 - Systemes et procedes de reseautage defini par intelligence artificielle - Google Patents

Systemes et procedes de reseautage defini par intelligence artificielle Download PDF

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Publication number
CA3210058A1
CA3210058A1 CA3210058A CA3210058A CA3210058A1 CA 3210058 A1 CA3210058 A1 CA 3210058A1 CA 3210058 A CA3210058 A CA 3210058A CA 3210058 A CA3210058 A CA 3210058A CA 3210058 A1 CA3210058 A1 CA 3210058A1
Authority
CA
Canada
Prior art keywords
model
network
traffic
sdn
routing agent
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
CA3210058A
Other languages
English (en)
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 US17/162,691 external-priority patent/US20220245462A1/en
Priority claimed from US17/162,704 external-priority patent/US20220245441A1/en
Priority claimed from US17/162,719 external-priority patent/US11606265B2/en
Application filed by World Wide Technology Holding Co LLC filed Critical World Wide Technology Holding Co LLC
Publication of CA3210058A1 publication Critical patent/CA3210058A1/fr
Pending legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • 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)
  • Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Signal Processing (AREA)
  • Software Systems (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Medical Informatics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computer Security & Cryptography (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

Système comprenant un ou plusieurs processeurs et un ou plusieurs supports lisibles par ordinateur non transitoires stockant des instructions de calcul qui, lorsqu'elles sont exécutées sur le ou les processeurs, réalisent certaines actions. Les actions peuvent comprendre la génération d'une simulation de double réseau numérique d'un réseau informatique physique commandé par l'intermédiaire d'un système de commande de réseau défini par logiciel (SDN). Les actions peuvent également comprendre l'entraînement d'un modèle d'agent de routage sur la simulation de double réseau numérique à l'aide d'un modèle d'apprentissage par renforcement sur le trafic qui circule à travers des noeuds de la simulation de double réseau numérique. Le modèle d'agent de routage comprend un modèle d'apprentissage automatique. Les actions peuvent en outre comprendre le déploiement du modèle d'agent de routage, tel qu'entraîné, à partir de la simulation de double réseau numérique vers le système de commande de SDN du réseau informatique physique. L'invention concerne d'autres modes de réalisation.
CA3210058A 2021-01-29 2022-01-28 Systemes et procedes de reseautage defini par intelligence artificielle Pending CA3210058A1 (fr)

Applications Claiming Priority (7)

Application Number Priority Date Filing Date Title
US17/162,704 2021-01-29
US17/162,719 2021-01-29
US17/162,691 US20220245462A1 (en) 2021-01-29 2021-01-29 Training a digital twin in artificial intelligence-defined networking
US17/162,704 US20220245441A1 (en) 2021-01-29 2021-01-29 Reinforcement-learning modeling interfaces
US17/162,719 US11606265B2 (en) 2021-01-29 2021-01-29 Network control in artificial intelligence-defined networking
US17/162,691 2021-01-29
PCT/US2022/014263 WO2022165143A1 (fr) 2021-01-29 2022-01-28 Systèmes et procédés de réseautage défini par intelligence artificielle

Publications (1)

Publication Number Publication Date
CA3210058A1 true CA3210058A1 (fr) 2022-08-04

Family

ID=82653882

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3210058A Pending CA3210058A1 (fr) 2021-01-29 2022-01-28 Systemes et procedes de reseautage defini par intelligence artificielle

Country Status (4)

Country Link
EP (1) EP4285280A1 (fr)
AU (1) AU2022212094A1 (fr)
CA (1) CA3210058A1 (fr)
WO (1) WO2022165143A1 (fr)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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
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

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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

Also Published As

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

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