公开(公告)号：US12205046B2

公开(公告)日：2025-01-21

申请号：US17115373

申请日：2020-12-08

Applicant: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE

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.

公开(公告)号：US11747314B2

公开(公告)日：2023-09-05

申请号：US17401449

申请日：2021-08-13

Applicant: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE

Inventor： Jae Hun Choi ,  Hwin Dol Park ,  Chang-Geun Ahn ,  Do Hyeun Kim ,  Seunghwan Kim ,  Hyung Wook Noh ,  YongWon Jang ,  Kwang Hyo Chung

IPC: G01N33/00 ,  G06N20/20

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.