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1.
公开(公告)号:US20240185555A1
公开(公告)日:2024-06-06
申请号:US17474516
申请日:2021-09-14
Applicant: Intelligent Fusion Technology, Inc.
Inventor: Hua-mei CHEN , Ashley DIEHL , Erik BLASCH , Genshe CHEN
IPC: G06V10/44 , G06V10/764
CPC classification number: G06V10/44 , G06V10/764
Abstract: Embodiments of the present disclosure provide a method, a device, and a storage medium for targeted adversarial discriminative domain adaptation (T-ADDA). The method includes pre-training a source model including a source feature encoder and a source classifier, adapting a target feature encoder, and generating a target model by concatenating the adapted target feature encoder with the pre-trained source classifier. Adapting the target feature encoder includes configuring the pre-trained source feature encoder to be an initial target feature encoder for generating target feature vectors in each target class; adjusting a domain discriminator according to an adversarial domain discrimination loss; adjusting the initial target feature encoder according to a generative adversarial network (GAN) loss; and further adjusting the initial target feature encoder to generate the target feature encoder according to a feature class matching loss using labeled target feature vectors and corresponding source feature class centers.
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公开(公告)号:US20230232350A1
公开(公告)日:2023-07-20
申请号:US17579348
申请日:2022-01-19
Applicant: Intelligent Fusion Technology, Inc.
Inventor: Dan SHEN , Genshe CHEN , Khanh PHAM , Erik BLASCH
CPC classification number: H04W56/0015 , B64C39/024 , H04B7/026
Abstract: A system includes at least one slave node and one master node that are for a method of time synchronization between the at least one slave node and the master node. The method includes: sending, by one slave node, a first message to the master node to launch a time synchronization between the slave node and the master node; upon receiving the first message, adding, by the master node, a receiving time on a master clock to the first message to form a second message; sending, by the master node, the second message back to the slave node; adding, by the slave node, a receiving time on the slave clock to the second message to form an updated message; and performing, by the slave node, a time adjustment to the slave clock based on the updated message, thereby synchronizing time between the slave node and the master node.
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3.
公开(公告)号:US20220014347A1
公开(公告)日:2022-01-13
申请号:US16924853
申请日:2020-07-09
Applicant: INTELLIGENT FUSION TECHNOLOGY, INC.
Inventor: Xin TIAN , Genshe CHEN , Khanh PHAM , Erik BLASCH
IPC: H04L5/14 , H04L25/02 , H04L25/03 , H04B17/391 , H04B17/373
Abstract: A method for emulating a communication system with fast changing link condition, applied to a testbed system including an interference emulator, a transmitter, and a receiver, includes: by the transmitter, generating code-word symbols, in an initial symbol sequence, according to information bits; evaluating an interference condition and a time duration for each code-word symbol; reordering the code-word symbols to a reordered symbol sequence based on interference conditions; evaluating a total time duration of code-word symbols under each interference condition; and transmitting the code-word symbols in the reordered symbol sequence. The method also includes: by the interference emulator, obtaining the total time duration of code-word symbols under each interference condition from the transmitter; and providing an emulated interference environment by ordering the time durations of different interference conditions. The start time for transmitting code-word symbols with an interference condition is synchronized with the start time for emulating the interference condition.
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公开(公告)号:US20210134046A1
公开(公告)日:2021-05-06
申请号:US16674929
申请日:2019-11-05
Applicant: INTELLIGENT FUSION TECHNOLOGY, INC.
Inventor: Jingyang LU , Yiran XU , Dan SHEN , Nichole SULLIVAN , Genshe CHEN , Khanh PHAM , Erik BLASCH
Abstract: The present disclosure provides a method for wave propagation prediction based on a 3D ray tracing engine and machine-learning based dominant ray selection. The method includes receiving, integrating, and processing input data. Integrating and processing the input data includes dividing a cone of the original millimeter wave (mmWave) into a plurality of sub cones; determining a contribution weight of rays coming from each sub cone to the received signal strength (RSS) at a receiving end of interest; and determining rays coming from one or more sub cones that have a total contribution weight to the RSS larger than a preset threshold value as dominant rays using a neural network obtained through a machine learning approach. The method further includes performing ray tracing based on the input data and the dominant rays to predict wave propagation.
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公开(公告)号:US20190219706A1
公开(公告)日:2019-07-18
申请号:US15874526
申请日:2018-01-18
Applicant: Intelligent Fusion Technology, Inc
Inventor: Zhonghai WANG , Bin JIA , Xingping LIN , Tao WANG , Xingyu XIANG , Genshe CHEN , Dan SHEN , Khanh PHAM , Erik BLASCH
IPC: G01S19/23
Abstract: A method for testing satellite signal receiver antenna is provided. The method includes: determining a satellite constellation state indicating status of a plurality of satellites in a satellite constellation; calculating, based on the determined satellite constellation state, initial positions of a plurality of satellite antennas that are used for emulating the satellite constellation; moving the plurality of satellite antennas to the initial positions of the plurality of satellite antennas; calibrating a phase delay of each of the plurality of satellite antennas; broadcasting, by the plurality of satellite antennas, satellite signals to test a satellite signal receiver antenna; determining a movement plan for the plurality of satellite antennas based on the satellite constellation state; and moving the plurality of satellite antennas based on the movement plan to emulate a propagation of the satellite constellation.
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6.
公开(公告)号:US20240273341A1
公开(公告)日:2024-08-15
申请号:US18163860
申请日:2023-02-02
Applicant: Intelligent Fusion Technology, Inc.
Inventor: Shawon DEY , Dan SHEN , Zola DONOVAN , Genshe CHEN , Hao XU , Erik BLASCH
Abstract: The present disclosure provides a method, a device, and a storage medium for decentralized optimal control for a large-scale multi-agent system. The method includes initializing errors to obtain an initialized error of each of an actor NN, a critic NN and a mass NN; initializing error thresholds to obtain an initialized error threshold of each of the actor NN, the critic NN and the mass NN; and if the initialized error of each of the actor NN, the critic NN and the mass NN is greater than or equal to a corresponding initialized error threshold, calculating weights of each of the actor NN, the critic NN and the mass NN, and updating the actor NN, the critic NN, and the mass NN; and calculating errors of each of the actor NN, the critic NN and the mass NN, and updating the actor NN, the critic NN, and the mass NN.
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公开(公告)号:US20240256734A1
公开(公告)日:2024-08-01
申请号:US18160717
申请日:2023-01-27
Applicant: Intelligent Fusion Technology, Inc.
Inventor: Dan SHEN , Genshe CHEN , Khanh PHAM , Erik BLASCH
IPC: G06F30/20
CPC classification number: G06F30/20 , G06F2111/10
Abstract: The present disclosure provides a method for decentralized optimal control for passive SSG of ground-based EMI sources. The method includes simulating a scenario based on an EMI source and a satellite specified by a TLE file; and calculating positions, velocities and accelerations of the satellite at different time indexes of the simulated scenario; calculating Doppler shifts and Doppler rates according to the positions, the velocities and the accelerations of the satellite at the different time indexes; and implementing a constrained unscented Kalman filter (cUKF) based on the Doppler shifts and the Doppler rates to obtain an updated state; and calculating a recursive constrained posterior Cramér-Rao bound (rcPCRB); and fine tuning the cUKF using the calculated rcPCRB to obtain an updated cUKF.
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公开(公告)号:US20210377763A1
公开(公告)日:2021-12-02
申请号:US17332534
申请日:2021-05-27
Applicant: INTELLIGENT FUSION TECHNOLOGY, INC.
Inventor: Xin TIAN , Yi LI , Genshe CHEN , Khanh PHAM , Erik BLASCH
Abstract: Various embodiments of the present disclosure provide a method, a device, and a storage medium for performance prediction of a communication waveform in a communication system. The method includes measuring, by a receiver, an actual SNR distribution of a communication link between a transmitter and the receiver; further includes evaluating, by a waveform performance prediction device, a normalized minimum SNR shift required for the communication waveform to operate, where the normalized minimum SNR shift is obtained based on a normalized SNR distribution using a neural network (NN), the normalized SNR distribution corresponding to the actual SNR distribution; and further includes, according to the normalized minimum SNR shift, obtaining, by a waveform performance prediction device, an actual minimum SNR shift for the actual SNR distribution, where according to the actual minimum SNR shift, the communication system is adjusted for operation.
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公开(公告)号:US20210175962A1
公开(公告)日:2021-06-10
申请号:US16707927
申请日:2019-12-09
Applicant: INTELLIGENT FUSION TECHNOLOGY, INC.
Inventor: Lun LI , Jingyang LU , John NGUYEN , Dan SHEN , Khanh PHAM , Genshe CHEN
Abstract: The present disclosure provides a high power amplifier (HPA) linearization method, applied to a ground hub which includes a predistorter and a PD controller. The ground hub is arranged in a satellite communication system together with a transmitter and a satellite transponder, and the satellite transponder includes an HPA. The HPA linearization method includes determining an initial correction signal based on a physical model with a plurality of PD parameters to compensate AM-AM and AM-PM characteristics of the HPA; receiving a signal from the satellite transponder; determining a reward function for an action taken by the PD controller; examining an action-value function for actions taken in a preset past period; taking an action to adjust the plurality of PD parameters for the PD to generate an updated correction signal; sending the update correction signal to the transmitter to compensate the AM-AM and AM-PM characteristics of the HPA.
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公开(公告)号:US20180278425A1
公开(公告)日:2018-09-27
申请号:US15469667
申请日:2017-03-27
Applicant: Intelligent Fusion Technology, Inc
Inventor: Yiran XU , Gang WANG , Sixiao WEI , Genshe CHEN , Khanh PHAM , Erik BLASCH
Abstract: Methods and systems for cyber secure data communications are provided. In some embodiments, a method for transmitting data comprises: performing a marker-based data encoding process to embed a digital watermark into each of a plurality of original data flows to be transmitted to a plurality of receivers; performing a non-orthogonal multiple access process to allocate transmission powers to the plurality of original data flows, such that the plurality of original data flows are simultaneously superposed on a carrier frequency to generate a superposed signal; performing a noise modulation process to modulate the superposed signal to generate a noise-like signal and a reference noise signal; transmitting the noise-like signal and the reference noise signal through orthogonally polarized antennas; and performing a portal-based data integrity analysis process to check whether a receiver in the plurality of receivers is compromised or manipulated.
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