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公开(公告)号：US20220200857A1
公开(公告)日：2022-06-23
申请号：US17643936
申请日：2021-12-13
Applicant: Nokia Solutions and Networks Oy
Inventor： Afef FEKI , Nicolas Rots , Fahad Syed Muhammad , Veronique Capdevielle , Mohammad Saad Khan , Tinhinane Ouadda , Claudiu Mihailescu
IPC: H04L41/0816 , H04L41/0823 , H04L43/04
Abstract: An apparatus for anomaly detection in a network, using an autoencoder including an encoder and a decoder. The apparatus includes a processor and a memory including computer program code, causing the apparatus to: providing the decoder with network configuration parameters used to obtain calculated network performance indicators, obtaining reconstructed network performance indicators from the decoder based on the network configuration parameters used to obtain the calculated network performance indicators, comparing the reconstructed network performance indicators with the calculated network performance indicators, detecting an anomaly when observing a deviation between the reconstructed network performance indicators and the calculated network performance indicators, providing the encoder with the calculated network performance indicators, obtaining estimated network configuration parameters from the encoder based on the calculated network performance indicators, detecting that the anomaly is related to the network configuration parameters.
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公开(公告)号：US20210320709A1
公开(公告)日：2021-10-14
申请号：US17271918
申请日：2018-09-13
Applicant: Nokia Solutions and Networks Oy
Inventor： Deepak NAYAK , Chandrashekhar THEJASWI , Suresh KALYANASUNDARAM , Rajeev AGRAWAL , Hua XU , Anand BEDEKAR , Veronique CAPDEVIELLE , Claudiu MIHAILESCU , Boris KOUASSI , Afef FEKI
IPC: H04B7/06 , G06N3/08 , G06N5/04 , H04B17/309 , G06N3/04
Abstract: Systems, methods, apparatuses, and computer program products for determining a grid-of-beams (GoB) are provided. One method may include collecting network data for training a neural network, train the neural network, using the collected data, to learn a non-discounted cumulative reward Q that evaluates a benefit of including a given beam into a grid-of-beams (GoB), iteratively applying the trained neural network to select at least one optimal beam to include in the grid-of-beams (GoB), and selecting one or more beams from the grid-of-beams (GoB) to transmit to a user equipment or to receive transmission from the user equipment.
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公开(公告)号：US20210297928A1
公开(公告)日：2021-09-23
申请号：US17203875
申请日：2021-03-17
Applicant: Nokia Solutions and Networks Oy
Inventor： Udaya Raju CHOWTA , Bertold DICKHAUS , Fahad SYED MUHAMMAD , Afef FEKI , Veronique CAPDEVIELLE
Abstract: An apparatus comprises means for performing, at a CU of a master node: receiving an individual PDU from one or more incoming PDUs, wherein each PDU is to be transmitted to a UE via one amongst respective paths towards at least one DU of the master node and at least one secondary node, the UE being in DC or MC with the master node and the at least one secondary node; collecting a respective data set for each of the paths; receiving, from a ML model inputting each data set, a respective estimated delay of transmission for each of the paths; selecting, from each of the paths, a path based on the estimated delay of transmission; and transmitting the PDU to the UE via the selected path.
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公开(公告)号：US20210289406A1
公开(公告)日：2021-09-16
申请号：US17188264
申请日：2021-03-01
Applicant: NOKIA SOLUTIONS AND NETWORKS OY
Inventor： Afef FEKI , Wael MOTAMED , Veronique CAPDEVIELLE , Jean-Michel PUGEAT , Claudiu MIHAILESCU
Abstract: Disclosed is a method comprising obtaining a plurality of handover parameter values, using a first machine learning model to select a subset of handover parameter values from the plurality of handover parameter values, obtaining historical information of a plurality of terminal devices, determining a first set of optimal handover parameter values for the plurality of terminal devices from the subset of handover parameter values, tagging the first set of optimal handover parameter values with the historical information of the plurality of terminal devices to obtain a labelled dataset, and training a second machine learning model with the labelled dataset, wherein the trained second machine learning model is capable of predicting a second set of optimal handover parameter values for a first terminal device based on historical information of the first terminal device.
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公开(公告)号：US20240302483A1
公开(公告)日：2024-09-12
申请号：US18666510
申请日：2024-05-16
Applicant: NOKIA SOLUTIONS AND NETWORKS OY
Inventor： Afef FEKI , Veronique CAPDEVIELLE , Fahad SYED MUHAMMAD , Anna PANTELIDOU , Muhammad Majid BUTT
IPC: G01S5/02
CPC classification number: G01S5/02524
Abstract: Disclosed is a solution for managing a radio map based on radio fingerprinting measurements. A method comprises: acquiring a radio map of an area, the radio map based on radio frequency measurements performed between at least one access node of a wireless network and terminal devices within the area; detecting at least one gap in the radio map and determining geographical coordinates of the at least one gap; causing transmission of a message comprising at least one information element requesting for additional measurements and comprising the geographical coordinates of the at least one gap; in response to the message, receiving at least one radio frequency measurement report related to at least one terminal device and comprising radio frequency measurement data and at least one measurement location where the radio frequency measurement data has been measured; and updating the radio map on the basis of the radio frequency measurement data.
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Patent Agency Ranking
公开(公告)号：US20230413056A1
公开(公告)日：2023-12-21
申请号：US18210725
申请日：2023-06-16
Applicant: Nokia Solutions and Networks Oy
Inventor： Taofik Saidi , Serge PAPILLON , Siwar KRIAA , Renaud SANTORO , Afef FEKI
IPC: H04W12/121 , H04W74/08 , H04W12/63
CPC classification number: H04W12/121 , H04W74/0833 , H04W12/63
Abstract: A method for a physical random access channel (PRACH) attack detection includes detecting by a base station a plurality of preambles sent by devices through a PRACH; launching by the base station a random access (RA) procedure for at least one device for which a preamble has been detected; decoding by the base station at least one radio resource control (RRC) connection request received in the context of a launched RA procedure; determining by the base station a first metric and a second metric, wherein the first metric is the number of RRC connection requests successfully decoded over time, wherein the second metric is the number of preambles detected over the same time and for which a RA procedure has been launched; determining whether there is a suspicion of storm attack over the PRACH based on a result of a comparison of the first and second metrics.
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公开(公告)号：US20250132848A1
公开(公告)日：2025-04-24
申请号：US18910325
申请日：2024-10-09
Applicant: NOKIA SOLUTIONS AND NETWORKS OY
Inventor： Aliye KAYA , Afef FEKI , Christophe GRANGEAT , Azra ZEJNILAGIC , Kamil BECHTA
IPC: H04B17/391 , H04B7/06
Abstract: An apparatus comprising at least one processor, and at least one memory. The at least one memory stores instructions that, when executed by the at least one processor, caused the apparatus to train a neural network configured to be used to infer an effective isotropic radiated power for at least one angle and at least one weight, and to obtain, based on the training, a trained neural network which is used for inference of the effective isotropic radiated power for the at least one angle and the at least one weight. The trained neural network is transmitted to at least one distributed unit.
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公开(公告)号：US20240389034A1
公开(公告)日：2024-11-21
申请号：US18664998
申请日：2024-05-15
Applicant: Nokia Solutions and Networks Oy
Inventor： Lorenzo MAGGI , Afef FEKI , Taha NOUMAR , Christophe GRANGEAT
Abstract: To provide fairness between served apparatuses while keeping radio frequency exposure below a defined limit, an apparatus collects, per a sampling period, historical data on tokens at the sampling period, the historical data including at least number of tokens requested during the sampling period, wherein a token is indicative of an amount of radiated power for transmission of a data element. The collected historical data is transmitted to a wireless network. The wireless network determines hindsight based estimations for maximum token consumptions that should have been allowed, and then determines for a control policy, using at least numbers of tokens requested in the historical data received and corresponding hindsight based estimations determined, updated weight values, and transmit them to the apparatus. The apparatus then updates its control policy correspondingly, applies it, collects historical data, and transmits it to the wireless network to obtain updated weight values.
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公开(公告)号：US20240012088A1
公开(公告)日：2024-01-11
申请号：US18345570
申请日：2023-06-30
Applicant: Nokia Solutions and Networks Oy
Inventor： Afef FEKI , Veronique Capdevielle , Fahad Syed Muhammad , Anna Pantelidou , Muhammad Majid Butt
IPC: G01S5/02
CPC classification number: G01S5/02524
Abstract: Disclosed is a solution for managing a radio map based on radio fingerprinting measurements. A method comprises: acquiring a radio map of an area, the radio map based on radio frequency measurements performed between at least one access node of a wireless network and terminal devices within the area; detecting at least one gap in the radio map and determining geographical coordinates of the at least one gap; causing transmission of a message comprising at least one information element requesting for additional measurements and comprising the geographical coordinates of the at least one gap; in response to the message, receiving at least one radio frequency measurement report related to at least one terminal device and comprising radio frequency measurement data and at least one measurement location where the radio frequency measurement data has been measured; and updating the radio map on the basis of the radio frequency measurement data.
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10.发明公开公开(公告)号：US20240008018A1
公开(公告)日：2024-01-04
申请号：US18039761
申请日：2021-12-03
Applicant: Nokia Solutions and Networks Oy
Inventor： Veronique Capdevielle , Wolfgang AICHMANN , Santiago AGUDELO RAMIREZ , Afef FEKI , Fuad ABINADER , Luis Guilherme UZEDA GARCIA , Fahad SYED MUHAMMAD , Ahmed Farhan HANIF
IPC: H04W72/044 , H04W72/541
CPC classification number: H04W72/046 , H04W72/541 , H04W84/18
Abstract: A method is provided for receiving, at a data collection entity, from each cell, a time series of a respective set of data where each set of data includes at least: one or more per-cell performance measurement data, one or more per-cell serving beams of each scheduled UE device, and a time and frequency allocation of each scheduled UE device to be served by the corresponding one or more per-cell serving beams; generating, by a cSON entity, from the sets of data received from the data collection entity, a set of cross-beam inter-cell interference profiles; establishing, by the cSON entity, from at least the set of cross-beam inter-cell interference profiles, a beam scheduling policy; receiving, at each cell, from the cSON entity, the beam scheduling policy; and applying, by a respective scheduler at each cell, the beam scheduling policy to each of the one or more per-cell serving beams.
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