EP4285280A4 - Systems and methods for artificial intelligence-defined networking - Google Patents

Systems and methods for artificial intelligence-defined networking Download PDF

Info

Publication number: EP4285280A4
Authority: EP; European Patent Office
Prior art keywords: systems; methods; artificial intelligence; defined networking; networking
Prior art date: 2021-01-29
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

German (de)

French (fr)

Other versions

EP4285280A1 (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.)

2021-01-29

Filing date

2022-01-28

Publication date

2024-12-11

2021-01-29Priority claimed from US17/162,691external-prioritypatent/US20220245462A1/en

2021-01-29Priority claimed from US17/162,719external-prioritypatent/US11606265B2/en

2021-01-29Priority claimed from US17/162,704external-prioritypatent/US12175364B2/en

2022-01-28Application filed by World Wide Technology Holding Co LLCfiledCriticalWorld Wide Technology Holding Co LLC

2023-12-06Publication of EP4285280A1publicationCriticalpatent/EP4285280A1/en

2024-12-11Publication of EP4285280A4publicationCriticalpatent/EP4285280A4/en

StatusPendinglegal-statusCriticalCurrent

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
- 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)
Signal Processing (AREA)
Computer Networks & Wireless Communication (AREA)
Theoretical Computer Science (AREA)
Software Systems (AREA)
Physics & Mathematics (AREA)
Computing Systems (AREA)
Artificial Intelligence (AREA)
Evolutionary Computation (AREA)
General Physics & Mathematics (AREA)
Mathematical Physics (AREA)
Data Mining & Analysis (AREA)
General Engineering & Computer Science (AREA)
Health & Medical Sciences (AREA)
Computational Linguistics (AREA)
General Health & Medical Sciences (AREA)
Medical Informatics (AREA)
Life Sciences & Earth Sciences (AREA)
Biomedical Technology (AREA)
Biophysics (AREA)
Molecular Biology (AREA)
Computer Vision & Pattern Recognition (AREA)
Computer Security & Cryptography (AREA)
Databases & Information Systems (AREA)
Data Exchanges In Wide-Area Networks (AREA)
Management, Administration, Business Operations System, And Electronic Commerce (AREA)

EP22746671.1A2021-01-292022-01-28Systems and methods for artificial intelligence-defined networkingPendingEP4285280A4 (en)

Applications Claiming Priority (4)

Application Number	Priority Date	Filing Date	Title
US17/162,691US20220245462A1 (en)	2021-01-29	2021-01-29	Training a digital twin in artificial intelligence-defined networking
US17/162,719US11606265B2 (en)	2021-01-29	2021-01-29	Network control in artificial intelligence-defined networking
US17/162,704US12175364B2 (en)	2021-01-29	2021-01-29	Reinforcement-learning modeling interfaces
PCT/US2022/014263WO2022165143A1 (en)	2021-01-29	2022-01-28	Systems and methods for artificial intelligence-defined networking

Publications (2)

Publication Number	Publication Date
EP4285280A1 EP4285280A1 (en)	2023-12-06
EP4285280A4true EP4285280A4 (en)	2024-12-11

Family

ID=82653882

Family Applications (1)

Application Number	Title	Priority Date	Filing Date
EP22746671.1APendingEP4285280A4 (en)	2021-01-29	2022-01-28	Systems and methods for artificial intelligence-defined networking

Country Status (4)

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

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number	Priority date	Publication date	Assignee	Title
WO2022226713A1 (en)*	2021-04-26	2022-11-03	华为技术有限公司	Method and apparatus for determining policy
CN116055324B (en)*	2022-12-30	2024-05-07	重庆邮电大学	A digital twin approach for data center network self-optimization
EP4428761A1 (en)*	2023-03-09	2024-09-11	Siemens Aktiengesellschaft	Method for training a neural policy network
CN116260765B (en)*	2023-05-11	2023-07-18	中国人民解放军国防科技大学	Digital twin modeling method for large-scale dynamic routing network
CN118741360A (en)*	2024-06-28	2024-10-01	北京邮电大学	Optical transport network digital twin model management method and system

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

2022
- 2022-01-28AUAU2022212094Apatent/AU2022212094A1/enactivePending
- 2022-01-28EPEP22746671.1Apatent/EP4285280A4/enactivePending
- 2022-01-28WOPCT/US2022/014263patent/WO2022165143A1/enactiveApplication Filing
- 2022-01-28CACA3210058Apatent/CA3210058A1/enactivePending

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 ofWO2022165143A1*
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
AU2022212094A1 (en)	2023-09-14
EP4285280A1 (en)	2023-12-06
CA3210058A1 (en)	2022-08-04
WO2022165143A1 (en)	2022-08-04

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Legal Events

Date	Code	Title	Description
2022-08-05	STAA	Information on the status of an ep patent application or granted ep patent	Free format text:STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE
2023-11-03	PUAI	Public reference made under article 153(3) epc to a published international application that has entered the european phase	Free format text:ORIGINAL CODE: 0009012
2023-11-03	STAA	Information on the status of an ep patent application or granted ep patent	Free format text:STATUS: REQUEST FOR EXAMINATION WAS MADE
2023-12-06	17P	Request for examination filed	Effective date:20230803
2023-12-06	AK	Designated contracting states	Kind code of ref document:A1 Designated state(s):AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR
2024-05-08	DAV	Request for validation of the european patent (deleted)
2024-05-08	DAX	Request for extension of the european patent (deleted)
2024-12-11	A4	Supplementary search report drawn up and despatched	Effective date:20241112
2024-12-11	RIC1	Information provided on ipc code assigned before grant	Ipc:H04L 41/40 20220101ALI20241106BHEP Ipc:H04L 41/16 20220101ALI20241106BHEP Ipc:H04L 41/14 20220101ALI20241106BHEP Ipc:G06N 3/04 20230101ALI20241106BHEP Ipc:G06N 3/08 20230101ALI20241106BHEP Ipc:G06N 3/00 20230101AFI20241106BHEP

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