The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Mar. 03, 2026

Filed:

Dec. 19, 2022
Applicant:

Jilin University, Changchun, CN;

Inventors:

Fengye Hu, Changchun, CN;

Zhuang Ling, Changchun, CN;

Tanda Liu, Changchun, CN;

Hailong Li, Changchun, CN;

Zhijun Li, Changchun, CN;

Wuliji Nashun, Changchun, CN;

Difei Jia, Changchun, CN;

Long Lv, Changchun, CN;

Qiang Li, Changchun, CN;

Assignee:

Jilin University, Changchun, CN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/092 (2023.01); B61L 27/70 (2022.01); H04B 7/22 (2006.01);
U.S. Cl.
CPC ...
G06N 3/092 (2023.01); B61L 27/70 (2022.01); H04B 7/22 (2013.01);
Abstract

The present invention provides a self-powered integrated sensing and communication (ISAC) interactive method of high-speed railway based on hierarchical deep reinforcement learning (HDRL), including: Constructing an integrated system framework for passive sensing and communication of high-speed train, where the passive sensor is mainly used for receiving train status information, and the access point (AP) is utilized for status information sensing of the train; During the remote communication between the AP and the base station (BS), Gaussian mixture model (GMM) clustering method is utilized for obtaining reference handover triggering points and completing the communication handover; Proposing an option-based HDRL algorithm to train the high-speed train agent so as to implement the dynamic autonomous switching process of information sensing and remote communication, thereby ensuring the minimum of task completion time and the timely charging for sensors. The present invention integrates passive sensing and remote communication.


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