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公开(公告)号:US12085968B2
公开(公告)日:2024-09-10
申请号:US17716889
申请日:2022-04-08
Inventor: Kwang Hyo Chung , Chang Geun Ahn , Do Hyun Kim , Seung Hwan Kim , Hyung Wook Noh , Hwin Dol Park , Yong Won Jang , Jae Hun Choi
CPC classification number: G05D7/0664 , F16L41/008 , F16L41/03
Abstract: Provided is a multi-port gas flow rate control apparatus. The multi-port gas flow rate control apparatus includes a gas supply chamber configured to supply a measurement gas input through one gas inflow channel while allowing the measurement gas to diverge into a plurality of flows, a plurality of gas divergence flow channels each having one side connected to the gas supply chamber and configured to transfer the measurement gas flowing through the gas supply chamber to a plurality of gas sensors, respectively, and a gas measurement chamber configured to accommodate the plurality of gas sensors, including the plurality of gas divergence flow channels configured to connect to the gas supply chamber to the plurality of gas sensors to transfer a gas outflow diverging through the gas supply chamber to the plurality of accommodated gas sensors, and configured to discharge the gas outflow sensed by the plurality of gas sensors.
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公开(公告)号:US11669961B2
公开(公告)日:2023-06-06
申请号:US16950573
申请日:2020-11-17
Inventor: Ho-Youl Jung , Jae Hun Choi
CPC classification number: G06T7/0012 , A61B6/032 , A61B6/466 , A61B6/503 , A61B6/504 , G06N3/04 , G06N3/08 , G06V10/82 , G06T2200/04 , G06T2207/10081 , G06T2207/20081 , G06T2207/20084 , G06T2207/30048 , G06T2207/30101
Abstract: The image processing device includes a voxel extractor, a learner, and a predictor. The voxel extractor extracts a target voxel and neighboring voxels adjacent to the target voxel from a 3D image. The learner generates vectors corresponding to the target voxel and the neighboring voxels, respectively, generates vector weights corresponding to each of the vectors, based on the vectors and a parameter group, and adjusts the parameter group, based on an analysis result of the target voxel generated by applying the vector weights to the vectors. The predictor generates vectors corresponding to the target voxel and the neighboring voxels, respectively, generates correlation weights among the vectors by applying a parameter group to the vectors, generates vector weights corresponding to each of the vectors by applying the correlation weights to the vectors, and generates an analysis result of the target voxel by applying the vector weights to the vectors.
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公开(公告)号:US12205046B2
公开(公告)日:2025-01-21
申请号:US17115373
申请日:2020-12-08
Inventor: Myung-eun Lim , Do Hyeun Kim , Jae Hun Choi
IPC: G06N5/04 , G06F18/2113 , G06F18/213 , G06N3/084 , G06N20/20
Abstract: Disclosed is a device which includes a data manager, a learner, and a predictor. The data manager generates output data based on time-series data, receives device prediction results corresponding to the output data from the prediction devices, and calculates device errors based on the difference between device prediction results and time-series data. The learner may adjust a parameter group of a prediction model for generating device weights, based on device prediction results and device errors. The predictor generates the ensemble result of first and second device prediction results based on device weights.
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公开(公告)号:US11747314B2
公开(公告)日:2023-09-05
申请号:US17401449
申请日:2021-08-13
Inventor: Jae Hun Choi , Hwin Dol Park , Chang-Geun Ahn , Do Hyeun Kim , Seunghwan Kim , Hyung Wook Noh , YongWon Jang , Kwang Hyo Chung
CPC classification number: G01N33/0062 , G01N33/0075 , G06N20/20 , G01N2033/0068
Abstract: Disclosed are a gas detection intelligence training system and an operating method thereof. The gas detection intelligence training system includes a mixing gas measuring device that collects an environmental gas from a surrounding environment, generates a mixing gas based on the collected environmental gas and a target gas, senses the mixing gas by using a first sensor array and a second sensor array under a first sensing condition and a second sensing condition, respectively, and generates measurement data based on the sensed results of the first sensor array and the second sensor array, and a detection intelligence training device including a processor that generates an ensemble prediction model based on the measurement data.
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公开(公告)号:US11941513B2
公开(公告)日:2024-03-26
申请号:US16699060
申请日:2019-11-28
Inventor: Myung-Eun Lim , Jae Hun Choi , Youngwoong Han
CPC classification number: G06N3/063 , G06F18/24 , G06F18/251 , G06N3/045 , G06N3/08 , G06N20/20 , G06V10/82
Abstract: Provided is a device for ensembling data received from prediction devices and a method of operating the same. The device includes a data manager, a learner, and a predictor. The data manager receives first and second device prediction results from first and second prediction devices, respectively. The learner may adjust a weight group of a prediction model for generating first and second item weights, first and second device weights, based on the first and second device prediction results. The first and second item weights depend on first and second item values, respectively, of the first and second device prediction results. The first device weight corresponds to the first prediction device, and the second device weight corresponds to the second prediction device. The predictor generates an ensemble result of the first and second device prediction results, based on the first and second item weights and the first and second device weights.
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