Lightweight general mileage metering optimization method for underground tunnel environment

By combining the SchurVINS algorithm and the GRU+Attention model, and training the model using engineering drawings of underground tunnels, the problem of mileage measurement in enclosed underground spaces was solved, achieving high-precision, low-power mileage measurement optimization, which is suitable for lightweight positioning in underground environments.

CN121007574APending Publication Date: 2025-11-25TIANJIN SIASUN INTELLIGENT TECH CO LTD
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Patent Information

Application Number
CN202511101923.0
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-08-07
Publication Date
2025-11-25

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Abstract

The invention discloses a lightweight general mileage metering optimization method for an underground tunnel environment. The lightweight general mileage metering optimization method comprises the following steps: S1, a real-time positioning stage; s2, a mileage optimization stage. Compared with the existing method, the method has the advantages that the mileage optimization module is more suitable for being deployed in an underground environment and other environments with limited positioning conditions, training data acquisition is more flexible, the model parameter quantity is small, the reasoning speed is high, and the requirements of real-time performance and deployment feasibility are better met. The method can be combined with various traditional positioning methods, is particularly suitable for a lightweight mileage calculation method, and can effectively optimize the mileage metering result of the traditional positioning method.
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