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公开(公告)号：US20220131764A1
公开(公告)日：2022-04-28
申请号：US17506195
申请日：2021-10-20
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor： Taeseop LEE , Seowoo JANG , Minsuk CHOI , Taejeoung KIM , Juhwan SONG
Abstract: A method, performed by an electronic device, of controlling a state control parameter for adjusting a state of a network of a base station, using any one of a plurality of models, includes: obtaining information related to the state of the network from the base station, performing simulation on each of the plurality of models based on the obtained information related to the state of the network, selecting any one model from among the plurality of models based on a result of the performed simulation, and transmitting a value of the state control parameter, calculated using the selected any one model, to the base station to update the state control parameter.
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公开(公告)号：US20230102489A1
公开(公告)日：2023-03-30
申请号：US17902626
申请日：2022-09-02
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor： Chengming HU , Xi CHEN , Amal FERIANI , Ju WANG , Jikun KANG , Xue LIU , Gregory Lewis DUDEK , Seowoo JANG
Abstract: A server may obtain teacher artificial intelligence (AI) models from source base stations; obtain target traffic data from a target base station; obtain an integrated teacher prediction based on the target traffic data by integrating teacher prediction results of the teacher AI models based on teacher importance weights; obtain a student AI model that is trained to converge a student loss on the target traffic data; update the teacher importance weights to converge a teacher loss between a student prediction of the student AI model on the target traffic data, and the integrated teacher prediction of the teacher AI models on the target traffic data; update the student AI model based on the updated teacher importance weights being applied to the teacher prediction results of the teacher AI models; and predict a communication traffic load of the target base station using the updated student AI model.
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公开(公告)号：US20220104213A1
公开(公告)日：2022-03-31
申请号：US17233975
申请日：2021-04-19
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor： Juhwan SONG , Taejeoung KIM , Taeseop LEE , Seowoo JANG , Minsuk CHOI
Abstract: Provided is a method, performed by an electronic device, of scheduling a plurality of packets to allocate radio resources to a plurality of packets related to tasks of a plurality of user equipments (UEs) and stacked in a queue, the method including: setting priorities for a plurality of packets stacked in the queue at a first point in time based on a preset scheduling parameter, allocating radio resources to at least some of the plurality of packets for which the priorities are set based on the set priorities, updating the scheduling parameter using at least one artificial intelligence (AI) learning model, and setting the priorities for the plurality of packets stacked in the queue at a second point in time later than the first point in time, based on the updated scheduling parameter.
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公开(公告)号：US20190265060A1
公开(公告)日：2019-08-29
申请号：US16285717
申请日：2019-02-26
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor： Seongwon HAN , Daehyun BAN , Woojin PARK , Seowoo JANG
Abstract: A method for controlling an autonomous driving apparatus of a vehicle includes receiving a destination for setting a route, obtaining driving history of a user and traffic information, determining a driving route to the destination based on information on the destination, information on the driving history, and the traffic information provided to a model trained through an artificial intelligence algorithm as input data, and performing autonomous driving along the determined driving route.
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5.发明申请公开(公告)号：US20230117162A1
公开(公告)日：2023-04-20
申请号：US17870212
申请日：2022-07-21
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor： Jimmy LI , Di WU , Yi Tian XU , Tianyu LI , Seowoo JANG , Xue LIU , Gregory Lewis DUDEK
Abstract: The present disclosure provides for methods, apparatuses, and non-transitory computer-readable storage media for load balancing traffic scenarios by a network device. In an embodiment, a method includes training a plurality of learning agents to load balance a respective plurality of traffic scenarios to obtain a plurality of control policies. The method further includes performing at least one clustering iteration. Each clustering iteration includes selecting a pair of control policies and merging the pair of control policies into a clustered control policy that replaces the pair of control policies. The method further includes determining to stop the performing of the at least one clustering iteration when a quantity of control policies remaining in the plurality of control policies meets a predetermined value. The method further includes deploying to each base station of a plurality of base stations a corresponding control policy from the plurality of control policies.
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Patent Agency Ranking
公开(公告)号：US20230032030A1
公开(公告)日：2023-02-02
申请号：US17946662
申请日：2022-09-16
Applicant: Samsung Electronics Co., Ltd.
Inventor： Minsuk CHOI , Kyungrae KIM , Hyokyung WOO , Seowoo JANG , Hongjun JANG
IPC: H04W16/22 , H04B17/391 , H04B17/11 , H04B17/21
Abstract: An electronic device is provided. The electronic device includes a communication circuit, a memory configured to store a learning model, and at least one processor, wherein the at least one processor is configured to obtain data related to a network situation of a base station from the communication circuit, calculate a performance indicator value related to network performance according to a performance indicator, based on the data related to the network situation, train the model, based on the performance indicator value calculated according to the performance indicator, determine an off threshold of traffic for turning off a cell, based on the trained model, and transmit the determined off threshold to the base station via the communication circuit.
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公开(公告)号：US20220141766A1
公开(公告)日：2022-05-05
申请号：US17513172
申请日：2021-10-28
Applicant: Samsung Electronics Co., Ltd.
Inventor： Minsuk CHOI , Kyungrae KIM , Taejeoung KIM , Juhwan SONG , Taeseop LEE , Seowoo JANG
Abstract: Disclosed is a method, performed by an electronic device, of controlling a plurality of cells for providing radio resources to a plurality of user equipments (UEs), including: obtaining information about a load of each of a plurality of cells, calculating a total load of the plurality of cells based on the obtained information, changing a state of at least one cell from among the plurality of cells from an active state to an inactive state or from an inactive state to an active state based on the calculated total load, and controlling the plurality of cells so that a plurality of UEs are connected to active cells from among the plurality of cells in response to the change in the state of the at least one cell.
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公开(公告)号：US20250133415A1
公开(公告)日：2025-04-24
申请号：US19005157
申请日：2024-12-30
Applicant: Samsung Electronics Co., Ltd.
Inventor： Minsuk CHOI , Kyungrae KIM , Hyokyung WOO , Seowoo JANG , Hongjun JANG
IPC: H04W16/22 , G06N3/092 , G06N20/00 , H04B17/11 , H04B17/21 , H04B17/391 , H04L41/14 , H04L41/16 , H04W24/02 , H04W24/08 , H04W28/08 , H04W52/02 , H04W84/02 , H04W88/08 , H04W88/12 , H04W92/02 , H04W92/12
Abstract: An electronic device is provided. The electronic device includes a communication circuit, a memory configured to store a learning model, and at least one processor, wherein the at least one processor is configured to obtain data related to a network situation of a base station from the communication circuit, calculate a performance indicator value related to network performance according to a performance indicator, based on the data related to the network situation, train the model, based on the performance indicator value calculated according to the performance indicator, determine an off threshold of traffic for turning off a cell, based on the trained model, and transmit the determined off threshold to the base station via the communication circuit.
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公开(公告)号：US20210101279A1
公开(公告)日：2021-04-08
申请号：US17014175
申请日：2020-09-08
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor： Daekyoung JUNG , Changhan KIM , Jonghyun HO , Minsoo KOO , Jongrok LIM , Seowoo JANG
IPC: B25J9/16
Abstract: An electronic apparatus is provided. The electronic apparatus includes a communicator comprising communication circuitry, a memory storing information on an artificial intelligence model, and a processor configured to: obtain a map generated based on sensing data obtained by an external electronic apparatus, simulate driving of the external electronic apparatus on the obtained map based on a plurality of parameter values and obtain driving result data for the plurality of parameter values, train the artificial intelligence model based on the plurality of parameter values and the obtained driving result data and obtain a plurality of parameter values related to driving of the external electronic apparatus, and control the communicator to transmit the plurality of obtained parameter values to the external electronic apparatus.
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公开(公告)号：US20190212736A1
公开(公告)日：2019-07-11
申请号：US16241083
申请日：2019-01-07
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor： Seowoo JANG , Unkyu PARK , Daehyun BAN , Seongwon HAN
CPC classification number: G05D1/0088 , G05D1/0212 , G05D1/0274 , G05D2201/0213
Abstract: Disclosed are an autonomous driving apparatus for performing autonomous driving of a vehicle and a controlling method thereof. An autonomous driving apparatus according to an example aspect of the present disclosure includes a sensor configured to acquire sensing information to determine a driving state of the vehicle; a storage configured to store a plurality of autonomous driving models; and at least one processor configured to perform autonomous driving of the vehicle using one of the plurality of autonomous driving models stored in the storage based on sensing information sensed by the sensor. Accordingly, the autonomous driving apparatus is capable of performing autonomous driving of a vehicle by rapidly changing a driving mode to an autonomous driving mode suitable for an event occurring during autonomous driving of the vehicle.
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