Mine ecological restoration management method and system based on multi-modal

Through multimodal data analysis and model building, the problem of discontinuous restoration plans in mine ecological restoration was solved, achieving efficient and precise ecological restoration management and improving vegetation restoration effect and operational efficiency.

CN120598205BActive Publication Date: 2026-03-03CHONGQING INST OF GEOLOGY & MINERAL RESOURCES
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Patent Information

Application Number
CN202511087278.1
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2025-08-05
Publication Date
2026-03-03
Estimated Expiration
2045-08-05

AI Technical Summary

Technical Problem

Existing technologies struggle to accurately identify differences in the response structure at the edge of damaged areas during mine ecological restoration, leading to discontinuous distribution of restoration plans, a lack of dynamic analysis, and increased control costs and response delays.

Method used

By using graph neural networks and Markov models based on multimodal data, we can construct boundary disturbance intensity distribution maps, intervention priority structural path sets, stable intervention behavior sequence clusters, and key action group distribution maps to achieve precise intervention and dynamic monitoring of the mine ecosystem.

Benefits of technology

It improved the scientific nature and efficiency of the restoration plan, shortened the intervention time, increased the vegetation restoration index, and enhanced the operational precision and system support capabilities.

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Abstract

The present application relates to the technical field of ecological restoration management, in particular to a mine ecological restoration management method and system based on multi-modal, in the present application, by extracting the spatial variation gradient of vegetation, hydrology, terrain and soil multi-source variables, the boundary disturbance intensity distribution is obtained, the spatial deconstruction of the edge disturbance area is realized, the path structure not only presents the spatial connection relationship, by carrying out frequency statistics and number aggregation on the operation execution sequence, the low-frequency behavior combination is screened out, the expression sparseness and generalization ability of operation data are improved, the sensitive behavior monitoring in the process evolution is realized, the expression sparseness and generalization ability of operation data are improved, the action distribution map is formed by the end action label adjacent node frequency offset and extreme value identification, the key control position under the influence of disturbance is directly reflected, the quantitative analysis ability and intervention path screening efficiency are simultaneously improved, and the system support ability of accurate regulation and control of mine ecological restoration operation is enhanced.
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Citation Information

Patent Citations

  • Mine ecological restoration management method, system and equipment based on multiple modes and medium

    CN120013298A

  • Underground water source water supply safety assessment method and system

    CN120279401A