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公开(公告)号:US12284094B2
公开(公告)日:2025-04-22
申请号:US18147489
申请日:2022-12-28
Applicant: Juniper Networks, Inc.
Inventor: Ajit Krishna Patankar , Kaushik Adesh Agrawal , Kihwan Han , Monimoy Deb Purkayastha , Patrick John Melampy , Patrick Timmons
IPC: H04L43/04 , H04L41/16 , H04L43/062 , H04L43/0882 , H04L47/27 , H04N21/643
Abstract: A device may receive network traffic data that includes network traffic packet sizes, and may transform the network traffic data into transformed data. The device may process the transformed data, with a machine learning model, to generate an embedding, and may obtain a similarity metric for the embedding. The device may create a graph with nodes and edges based on the embedding and the similarity metric, and may process the graph, with a community detection model, to identify network traffic categories for the network traffic data. The device may perform one or more actions based on the network traffic categories.
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公开(公告)号:US20240250910A1
公开(公告)日:2024-07-25
申请号:US18628122
申请日:2024-04-05
Applicant: Juniper Networks, Inc.
Inventor: Jisheng Wang , Michael Baj , Patrick Timmons , Patrick J. MeLampy , Kaushik Adesh Agrawal , Ruchit Rajkumar Mehta
IPC: H04L47/2425
CPC classification number: H04L47/2425
Abstract: An example method includes receiving, by a software-defined networking in a wide area network (SD-WAN) system having a first WAN link and a second WAN link for an SD-WAN service, WAN link characterization data for the first WAN link over a time period; determining, by the SD-WAN system based on processing the WAN link characterization data for the first WAN link using a machine learning model trained with historical WAN link characterization data for one or more WAN links, an indicator of a predicted performance metric of the first WAN link at a future time; and reassigning, by the SD-WAN system based on the indicator, an application from the first WAN link to the second WAN link.
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公开(公告)号:US20240129193A1
公开(公告)日:2024-04-18
申请号:US18397672
申请日:2023-12-27
Applicant: Juniper Networks, Inc.
Inventor: Jisheng Wang , Ruchit Rajkumar Mehta , Kaushik Adesh Agrawal , Patrick Timmons , Patrick J. MeLampy , Michael Baj
IPC: H04L41/0893 , H04L41/16 , H04L41/5009
CPC classification number: H04L41/0893 , H04L41/16 , H04L41/5009
Abstract: An example method includes receiving, by an SD-WAN system, WAN link characterization data for a plurality of WAN links of the SD-WAN system over a time period; and for each site of a plurality of sites of the SD-WAN system, generating, by the SD-WAN system, a local policy for the site, wherein generating the local policy is based on a machine learning model trained with the WAN link characterization data for the plurality of WAN links, and providing the local policy to an SD-WAN edge device of the site.
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公开(公告)号:US11902097B2
公开(公告)日:2024-02-13
申请号:US18305461
申请日:2023-04-24
Applicant: Juniper Networks, Inc.
Inventor: Jisheng Wang , Ruchit Rajkumar Mehta , Kaushik Adesh Agrawal , Patrick Timmons , Patrick J. MeLampy , Michael Baj
IPC: G06F15/173 , H04L41/0893 , H04L41/16 , H04L41/5009
CPC classification number: H04L41/0893 , H04L41/16 , H04L41/5009
Abstract: An example method includes receiving, by an SD-WAN system, WAN link characterization data for a plurality of WAN links of the SD-WAN system over a time period; and for each site of a plurality of sites of the SD-WAN system, generating, by the SD-WAN system, a local policy for the site, wherein generating the local policy is based on a machine learning model trained with the WAN link characterization data for the plurality of WAN links, and providing the local policy to an SD-WAN edge device of the site.
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公开(公告)号:US20230134539A1
公开(公告)日:2023-05-04
申请号:US17452962
申请日:2021-10-29
Applicant: Juniper Networks, Inc.
Inventor: Jisheng Wang , Ruchit Rajkumar Mehta , Kaushik Adesh Agrawal , Patrick Timmons , Patrick J. MeLampy , Michael Baj
IPC: H04L12/24
Abstract: An example method includes receiving, by an SD-WAN system, WAN link characterization data for a plurality of WAN links of the SD-WAN system over a time period; and for each site of a plurality of sites of the SD-WAN system, generating, by the SD-WAN system, a local policy for the site, wherein generating the local policy is based on a machine learning model trained with the WAN link characterization data for the plurality of WAN links, and providing the local policy to an SD-WAN edge device of the site.
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公开(公告)号:US20220200915A1
公开(公告)日:2022-06-23
申请号:US17454071
申请日:2021-11-09
Applicant: Juniper Networks, Inc.
Inventor: Patrick Timmons
IPC: H04L12/859 , H04L29/08
Abstract: Techniques are disclosed for the detection of different states of a session comprising a bidirectional flow of network traffic between client devices so as to enable a network device to apply different network policies to different states of the session. In one example, a computing device identifies multiple states of a session and defines a plurality of network policies. Each network policy defines performance requirements for network traffic during each state of the session. A network device receives the plurality of network policies and determines a state of the session. The network device selects a path based on the performance requirements of the network policy associated with the determined state of the session. The network device forwards traffic associated with the session along the selected path while the session is in the determined state.
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公开(公告)号:US12289220B1
公开(公告)日:2025-04-29
申请号:US18063591
申请日:2022-12-08
Applicant: Juniper Networks, Inc.
Inventor: Amit Pillay , Xiaoying Wu , Patrick Timmons
IPC: H04L43/062 , H04L41/0631
Abstract: A network management system (NMS) generates a hierarchical attribution graph representing different scopes at different hierarchical levels of a wide area network (WAN); obtains logical path down data indicative of operational behavior including failure events associated with logical paths of network devices over the WAN; obtains total path data indicative of a historical number of active logical paths between the network devices; and determines a scope of a logical path down issue by, for a time period of the logical path down issue, determining a score for each scope of the different scopes based on the logical path down data aggregated across the respective scope and the total path data, and determining the scope of the logical path down issue as a particular scope of the different scopes having a highest score. The NMS may identify the particular scope as a root cause of the logical path down issue.
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公开(公告)号:US11991084B2
公开(公告)日:2024-05-21
申请号:US17491265
申请日:2021-09-30
Applicant: Juniper Networks, Inc.
Inventor: Jisheng Wang , Michael Baj , Patrick Timmons , Patrick J. MeLampy , Kaushik Adesh Agrawal , Ruchit Rajkumar Mehta
IPC: H04L47/2425
CPC classification number: H04L47/2425
Abstract: An example method includes receiving, by a software-defined networking in a wide area network (SD-WAN) system having a first WAN link and a second WAN link for an SD-WAN service, WAN link characterization data for the first WAN link over a time period; determining, by the SD-WAN system based on processing the WAN link characterization data for the first WAN link using a machine learning model trained with historical WAN link characterization data for one or more WAN links, an indicator of a predicted performance metric of the first WAN link at a future time; and reassigning, by the SD-WAN system based on the indicator, an application from the first WAN link to the second WAN link.
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公开(公告)号:US20230261945A1
公开(公告)日:2023-08-17
申请号:US18305461
申请日:2023-04-24
Applicant: Juniper Networks, Inc.
Inventor: Jisheng Wang , Ruchit Rajkumar Mehta , Kaushik Adesh Agrawal , Patrick Timmons , Patrick J. MeLampy , Michael Baj
IPC: H04L41/0893 , H04L41/16 , H04L41/5009
CPC classification number: H04L41/0893 , H04L41/16 , H04L41/5009
Abstract: An example method includes receiving, by an SD-WAN system, WAN link characterization data for a plurality of WAN links of the SD-WAN system over a time period; and for each site of a plurality of sites of the SD-WAN system, generating, by the SD-WAN system, a local policy for the site, wherein generating the local policy is based on a machine learning model trained with the WAN link characterization data for the plurality of WAN links, and providing the local policy to an SD-WAN edge device of the site.
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公开(公告)号:US11637753B1
公开(公告)日:2023-04-25
申请号:US17452962
申请日:2021-10-29
Applicant: Juniper Networks, Inc.
Inventor: Jisheng Wang , Ruchit Rajkumar Mehta , Kaushik Adesh Agrawal , Patrick Timmons , Patrick J. MeLampy , Michael Baj
IPC: G06F15/173 , H04L41/0893 , H04L41/5009 , H04L41/16
Abstract: An example method includes receiving, by an SD-WAN system, WAN link characterization data for a plurality of WAN links of the SD-WAN system over a time period; and for each site of a plurality of sites of the SD-WAN system, generating, by the SD-WAN system, a local policy for the site, wherein generating the local policy is based on a machine learning model trained with the WAN link characterization data for the plurality of WAN links, and providing the local policy to an SD-WAN edge device of the site.
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