Patents by Inventor Srikanth Hariharan
Srikanth Hariharan has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).
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Publication number: 20230283556Abstract: Some embodiments of the invention provide a method of reporting telemetry data in a telecommunication network. The telemetry data is collected from a set of one or more telemetry-producing (TP) network elements and is distributed to a set of one or more telemetry-consuming (TC) network elements registered to receive the telemetry data. The method receives a telemetry packet produced by a TP network element and performs a filtering operation to determine whether the telemetry packet should be reported to at least a subset of one or more TC network elements. When the filtering operations result in a determination that the telemetry packet should be reported, the method forwards the telemetry packet to the subset of TC network elements.Type: ApplicationFiled: May 11, 2023Publication date: September 7, 2023Inventors: Siddhant Deshmukh, Benjamin C. Basler, Rohan Agarwal, Srikanth Hariharan, Akash Gangil
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Patent number: 11678227Abstract: A system can include a network analysis platform that applies performance models to determine if a coverage degradation exists at a network cell, such as at a base station. The performance models are pre-trained based on network telemetry data. For a session at a cell, an expected quality of service (“QoS”) metric can be compared to an actual QoS metric to determine whether the session is impacted by coverage degradation. Throughput is an example QoS metric. If the number of impacted sessions exceeds a threshold, the base station can be highlighted on a GUI. Additionally, the network analysis platform can perform root cause analysis of a victim cell.Type: GrantFiled: August 16, 2021Date of Patent: June 13, 2023Assignee: VMware, Inc.Inventors: Sarabjot Singh, Srikanth Hariharan, Adnan Raja
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Patent number: 11665094Abstract: Some embodiments of the invention provide a method of reporting telemetry data in a telecommunication network. The telemetry data is collected from a set of one or more telemetry-producing (TP) network elements and is distributed to a set of one or more telemetry-consuming (TC) network elements registered to receive the telemetry data. The method receives a telemetry packet produced by a TP network element and performs a filtering operation to determine whether the telemetry packet should be reported to at least a subset of one or more TC network elements. When the filtering operations result in a determination that the telemetry packet should be reported, the method forwards the telemetry packet to the subset of TC network elements.Type: GrantFiled: November 30, 2020Date of Patent: May 30, 2023Assignee: VMWARE, INC.Inventors: Siddhant Deshmukh, Benjamin C. Basler, Rohan Agarwal, Srikanth Hariharan, Akash Gangil
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Patent number: 11637740Abstract: A method for automated root cause analysis in mobile radio access networks, including: determining mobile radio access network data (e.g., RAN data); detecting an anomaly for a set of user sessions and/or cells from the RAN data; and classifying the detected anomalies using a set of root cause classifiers.Type: GrantFiled: February 12, 2021Date of Patent: April 25, 2023Assignee: VMware, Inc.Inventors: Manu Sharma, Deepak Khurana, Sarabjot Singh, Adnan Raja, Srikanth Hariharan, Aditya Gudipati, Manu Bansal, Duyen Riggs, Rakesh Misra
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Patent number: 11463335Abstract: A network analysis and management system includes a processor coupled to a communications interface and a non-transitory memory. The processor is configured to read instructions from the non-transitory memory to cause the system to perform operations comprising receiving log data associated with communication between a first user device and a network using a first protocol stack including a plurality of layers. A plurality of network events are generated based on the log data. Each network event is associated with a respective log data entry of the log data and a respective layer of the plurality of layers. First network analysis information is generated by correlating first and second network events using a correlation configuration associated with a network management task. A network management message is generated using the first network analysis information, and transmitted to one of the first user device and the network for performing the network management task.Type: GrantFiled: January 13, 2020Date of Patent: October 4, 2022Assignee: AT&T INTELLECTUAL PROPERTY I, L.P.Inventors: Helen Zeng, Guanying Ru, Srikanth Hariharan
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Patent number: 11432270Abstract: Examples herein describe systems and methods for Physical Uplink Control Channel (PUCCH) reallocation. Interference can be detected on a Physical Resource Block (PRB) corresponding to a time-frequency unit of a resource allocated to PUCCH by a base station. The impact the interference has on a subscriber service can be quantified. The quantified services impact can be compared to a threshold. Upon determining that the service impact exceeds the threshold, PRBs of other resources on the base station can be analyzed. The analysis can predict how reallocating the other resources to PUCCH can improve the quality of the subscriber service. One of the other resources can be selected, and instructions can be provided to reallocate the selected resource to PUCCH.Type: GrantFiled: December 20, 2019Date of Patent: August 30, 2022Assignee: VMWARE, INC.Inventors: Sarabjot Singh, Srikanth Hariharan, Alexandros Anemogiannis, Adnan Raja
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Publication number: 20220174012Abstract: Some embodiments of the invention provide a method of reporting telemetry data in a telecommunication network. The telemetry data is collected from a set of one or more telemetry-producing (TP) network elements and is distributed to a set of one or more telemetry-consuming (TC) network elements registered to receive the telemetry data. The method receives a telemetry packet produced by a TP network element and performs a filtering operation to determine whether the telemetry packet should be reported to at least a subset of one or more TC network elements. When the filtering operations result in a determination that the telemetry packet should be reported, the method forwards the telemetry packet to the subset of TC network elements.Type: ApplicationFiled: November 30, 2020Publication date: June 2, 2022Inventors: Siddhant Deshmukh, Benjamin C. Basler, Rohan Agarwal, Srikanth Hariharan, Akash Gangil
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Patent number: 11350290Abstract: A system can include a network analysis platform that applies models to identify downlink interference at a network cell, such as at a base station. For a session at a cell, an expected performance with normalized downlink interference can be compared to an actual performance to determine whether the session is impacted. This can include normalizing channel quality index (“CQI”) and negative-acknowledgement (“NACK”) rate. Overshooting aggressor cells can be identified as the source of the downlink interference based on a useless overlap fraction exceeding a threshold. The impacted sessions and root causes can be displayed on a graphical user interface (“GUI”).Type: GrantFiled: December 18, 2019Date of Patent: May 31, 2022Assignee: VMWARE, INC.Inventors: Sarabjot Singh, Srikanth Hariharan, Manu Sharma, Adnan Raja
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Patent number: 11330451Abstract: A system can include an evaluation platform that applies models to improve the quality of experience of users impacted by uplink interference at a network cell, such as at a base station. For a user session at a cell, an expected performance with optimized uplink interference can be compared to an actual performance to determine whether the session is impacted. This can include iteratively increasing a hypothetical power parameter and determining uplink interference based on source and neighboring cells. When positively impacted sessions exceed a threshold, the platform can dynamically change the power parameter of the base station to reflect the hypothetical value.Type: GrantFiled: July 20, 2020Date of Patent: May 10, 2022Assignee: VMware, Inc.Inventors: Srikanth Hariharan, Sarabjot Singh, Kanthi Nagaraj, Alexandros Anemogiannis
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Publication number: 20220131626Abstract: A system can include a network analysis platform that applies models to identify downlink interference at a network cell, such as at a base station. For a session at a cell, an expected performance with normalized downlink interference can be compared to an actual performance to determine whether the session is impacted. This can include normalizing channel quality index (“COI”) and negative-acknowledgement (“NACK”) rate. Overshooting aggressor cells can be identified as the source of the downlink interference based on a useless overlap fraction exceeding a threshold. The impacted sessions and root causes can be displayed on a graphical user interface (“GUI”).Type: ApplicationFiled: December 18, 2019Publication date: April 28, 2022Inventors: Sarabjot Singh, Srikanth Hariharan, Manu Sharma, Adnan Raja
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Publication number: 20220022061Abstract: A system can include an evaluation platform that applies models to improve the quality of experience of users impacted by uplink interference at a network cell, such as at a base station. For a user session at a cell, an expected performance with optimized uplink interference can be compared to an actual performance to determine whether the session is impacted. This can include iteratively increasing a hypothetical power parameter and determining uplink interference based on source and neighboring cells. When positively impacted sessions exceed a threshold, the platform can dynamically change the power parameter of the base station to reflect the hypothetical value.Type: ApplicationFiled: July 20, 2020Publication date: January 20, 2022Inventors: Srikanth Hariharan, Sarabjot Singh, Kanthi Nagaraj, Alexandros Anemogiannis
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Publication number: 20210377811Abstract: A system can include a network analysis platform that applies performance models to determine if a coverage degradation exists at a network cell, such as at a base station. The performance models are pre-trained based on network telemetry data. For a session at a cell, an expected quality of service (“QoS”) metric can be compared to an actual QoS metric to determine whether the session is impacted by coverage degradation. Throughput is an example QoS metric. If the number of impacted sessions exceeds a threshold, the base station can be highlighted on a GUI. Additionally, the network analysis platform can perform root cause analysis of a victim cell.Type: ApplicationFiled: August 16, 2021Publication date: December 2, 2021Inventors: Sarabjot Singh, Srikanth Hariharan, Adnan Raja
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Patent number: 11122467Abstract: A system can include a network analysis platform that applies performance models to determine if a load imbalance exists at a cell, such as at a base station. The performance models are pre-trained based on network telemetry data. For a session at a cell, an expected load can be compared to an actual load to determine whether the session is impacted by a load imbalance. If the number of impacted sessions exceeds a threshold, the base station can be highlighted on a GUI. Additionally, the network analysis platform can perform root cause analysis of a victim cell based on session handoff analysis to determine how to decrease the imbalance impacts.Type: GrantFiled: December 18, 2019Date of Patent: September 14, 2021Assignee: VMWARE, INC.Inventors: Sarabjot Singh, Srikanth Hariharan, Adnan Raja, Manu Sharma, Aditya Gudipati
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Patent number: 11096092Abstract: A system can include a network analysis platform that applies performance models to determine if a coverage degradation exists at a network cell, such as at a base station. The performance models are pre-trained based on network telemetry data. For a session at a cell, an expected quality of service (“QoS”) metric can be compared to an actual QoS metric to determine whether the session is impacted by coverage degradation. Throughput is an example QoS metric. If the number of impacted sessions exceeds a threshold, the base station can be highlighted on a GUI. Additionally, the network analysis platform can perform root cause analysis of a victim cell.Type: GrantFiled: December 18, 2019Date of Patent: August 17, 2021Assignee: VMWARE, INC.Inventors: Sarabjot Singh, Srikanth Hariharan, Adnan Raja
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Publication number: 20210234622Abstract: Systems and methods for providing information describing mobile network interference experienced by a mobile network.Type: ApplicationFiled: April 13, 2021Publication date: July 29, 2021Inventors: Sarabjot Singh, Adnan Raja, Srikanth Hariharan, Aditya Gudipati, Alexandros Anemogiannis, Manu Sharma
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Publication number: 20210195581Abstract: Examples herein describe systems and methods for Physical Uplink Control Channel (PUCCH) reallocation. Interference can be detected on a Physical Resource Block (PRB) corresponding to a time-frequency unit of a resource allocated to PUCCH by a base station. The impact the interference has on a subscriber service can be quantified. The quantified services impact can be compared to a threshold. Upon determining that the service impact exceeds the threshold, PRBs of other resources on the base station can be analyzed. The analysis can predict how reallocating the other resources to PUCCH can improve the quality of the subscriber service. One of the other resources can be selected, and instructions can be provided to reallocate the selected resource to PUCCH.Type: ApplicationFiled: December 20, 2019Publication date: June 24, 2021Inventors: Sarabjot Singh, Srikanth Hariharan, Alexandros Anemogiannis, Adnan Raja
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Publication number: 20210176116Abstract: A method for automated root cause analysis in mobile radio access networks, including: determining mobile radio access network data (e.g., RAN data); detecting an anomaly for a set of user sessions and/or cells from the RAN data; and classifying the detected anomalies using a set of root cause classifiers.Type: ApplicationFiled: February 12, 2021Publication date: June 10, 2021Inventors: Manu Sharma, Deepak Khurana, Sarabjot Singh, Adnan Raja, Srikanth Hariharan, Aditya Gudipati, Manu Bansal, Duyen Riggs, Rakesh Misra
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Patent number: 10992397Abstract: Systems and methods for providing information describing mobile network interference experienced by a mobile network.Type: GrantFiled: April 7, 2020Date of Patent: April 27, 2021Assignee: VMware, Inc.Inventors: Sarabjot Singh, Adnan Raja, Srikanth Hariharan, Aditya Gudipati, Alexandros Anemogiannis, Manu Sharma
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Patent number: 10924330Abstract: A method for automated root cause analysis in mobile radio access networks, including: determining mobile radio access network data (e.g., RAN data); detecting an anomaly for a set of user sessions and/or cells from the RAN data; and classifying the detected anomalies using a set of root cause classifiers.Type: GrantFiled: September 7, 2019Date of Patent: February 16, 2021Assignee: VMware, Inc.Inventors: Manu Sharma, Deepak Khurana, Sarabjot Singh, Adnan Raja, Srikanth Hariharan, Aditya Gudipati, Manu Bansal, Duyen Riggs, Rakesh Misra
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Patent number: 10797963Abstract: A graphical user interface (“GUI”) allows for the creation of custom key performance indicators (“KPIs”) for real-time analysis of network telemetry events. The GUI can include options for defining variables based on event attributes. These can correspond to events that exist in input telemetry streams at a stream processor. The GUI can allow creation of a formula based on these variables. An aggregation section specifies how the output of the formula is aggregated. This can be based on group, aggregation function, and time period. A manager process causes the stream processor to apply the custom KPI definition to real-time input streams. An output KPI stream can then be routed to a destination for analysis.Type: GrantFiled: September 7, 2019Date of Patent: October 6, 2020Assignee: VMware, Inc.Inventors: Aditya Gudipati, Rakesh Misra, Manu Bansal, Srikanth Hariharan, Ben Basler, Rajiv Ramanathan, Rohan Agarwal