Land reclamation intelligent monitoring method and system integrating space planning and multi-source perception

By classifying land consolidation demand data into two categories—misaligned planning ownership and discrepancies in physical attributes—and calculating the degree of correlation and lag, the monitoring frequency is dynamically adjusted to generate a comprehensive monitoring plan. This solves the problem of accurate matching between monitoring plans and consolidation needs in existing technologies, and enhances the intelligence of land consolidation monitoring and the iterative optimization capability of planning data.

CN122452998APending Publication Date: 2026-07-24SHANDONG GUOJIAN LAND REAL ESTATE APPRAISAL SURVEYING & MAPPING CO LTD +1
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Patent Information

Application Number
CN202610492313.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2026-04-15
Publication Date
2026-07-24

AI Technical Summary

Technical Problem

Existing intelligent monitoring methods for land consolidation based on spatial planning and multi-source sensing have shortcomings in identifying land consolidation needs and dynamically optimizing monitoring schemes. They are difficult to distinguish consolidation needs from different driving sources, lack the ability to analyze the correlation between spatial distribution characteristics and temporal change trends, and lack closed-loop feedback between monitoring results and spatial planning data, thus failing to achieve accurate adaptation.

Method used

By classifying land consolidation demand data into two categories—misaligned planning ownership and gaps in physical attributes—the correlation and lag levels are calculated, the monitoring frequency is dynamically adjusted, core monitoring needs are extracted through clustering, a comprehensive monitoring plan is generated and iteratively optimized, forming a closed-loop feedback mechanism.

Benefits of technology

It has enabled accurate identification of different driving sources, improved the dynamic adaptation accuracy of monitoring schemes and remediation needs, and enhanced the intelligence level of land remediation monitoring and the iterative optimization capability of planning data.

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Abstract

The invention relates to the technical field of data processing and decision support, in particular to a land reclamation intelligent monitoring method and system integrating space planning and multi-source perception. Comprising the following steps: S1, acquiring land reclamation demand data and land monitoring demand data, and dividing the land reclamation demand data into first land reclamation data and second land reclamation data; s2, respectively calculating a correlation degree and a lag degree between the first land reclamation demand data, and correcting the land monitoring demand data; and S3, acquiring land monitoring demand data of the second land reclamation demand data, and correcting the land monitoring demand data after determining a core monitoring demand. According to the method, land reclamation requirements are divided into ownership dislocation and attribute difference, the monitoring frequency is dynamically adjusted, the core requirements are clustered and extracted, backstepping and correction are carried out, multi-source data are fused to generate an optimized monitoring scheme, closed-loop feedback is formed, and the monitoring adaptation precision and the intelligent level are improved.
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