Invention Grant
- Patent Title: Method for sensing closing time of injector using artificial neural network and method for controlling injector using the same
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Application No.: US16887315Application Date: 2020-05-29
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Publication No.: US11255289B2Publication Date: 2022-02-22
- Inventor: Se-Do Oh , Ji-Hye Kim , Hyung-Soo Do , Young-Jin Kim , Je-Hyeuk Lee , Young-Jae Kim , Sung-Jae Kim
- Applicant: HYUNDAI MOTOR COMPANY , KIA MOTORS CORPORATION , HYUNDAI AUTOEVER Corp. , HYUNDAI KEFICO CORPORATION
- Applicant Address: KR Seoul; KR Seoul; KR Seoul; KR Gunpo-si
- Assignee: HYUNDAI MOTOR COMPANY,KIA MOTORS CORPORATION,HYUNDAI AUTOEVER Corp.,HYUNDAI KEFICO CORPORATION
- Current Assignee: HYUNDAI MOTOR COMPANY,KIA MOTORS CORPORATION,HYUNDAI AUTOEVER Corp.,HYUNDAI KEFICO CORPORATION
- Current Assignee Address: KR Seoul; KR Seoul; KR Seoul; KR Gunpo-si
- Agency: Lempia Summerfield Katz LLC
- Priority: KR10-2019-0179101 20191231
- Main IPC: F02D41/40
- IPC: F02D41/40 ; G06F17/16 ; G06N3/08 ; G06N3/04 ; F02D41/38

Abstract:
A method for sensing a closing time of an injector using an artificial neural network may include: sensing, by a controller, a voltage generated by an injector; performing, by the controller, a preprocess to derive an input matrix using variation characteristics of the voltage; and performing, by the controller, a closing time prediction to derive a closing time of the injector by an artificial neural network model including an input layer including the input matrix, a hidden layer, and an output layer.
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