Multi-crop growth synchronous monitoring system based on remote sensing
By constructing a remote sensing-based multi-crop growth synchronous monitoring system, and utilizing a dual-branch coupled neural network and a dynamic routing pool for multi-crop dedicated models, the system solves the problem of accurate differentiation and synchronous quantitative inversion in multi-crop mixed planting areas, improving monitoring accuracy and reliability, and adapting to different planting patterns and environments.
CN121640290APending Publication Date: 2026-03-10GANSU AGRI UNIV
View PDF 0 Cites 0 Cited by
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-11-07
- Publication Date
- 2026-03-10
Smart Images

Figure CN121640290A_ABST
Abstract
The invention discloses a multi-crop growth synchronous monitoring system based on remote sensing, and relates to the technical field of agricultural remote sensing monitoring. Comprising a remote sensing data acquisition module, a primary perception and feature preliminary screening module, a depth feature extraction and coupling reasoning module, a primary cross check and uncertainty quantification module, an iterative optimization and secondary check feedback module and a result synthesis and decision output module. According to the multi-crop growth synchronous monitoring system based on remote sensing, synchronous parallel processing of crop identification and growth parameter inversion is realized by constructing a depth feature extraction and coupling reasoning module, and the problem of insufficient monitoring precision caused by similar spectral features under a multi-crop mixed planting condition is effectively solved. According to the system, a crop special model is automatically matched through a dynamic routing mechanism, and the accuracy and reliability of inversion results of growth parameters of different crops are improved in combination with multiple verification and an iterative optimization process.
Need to check novelty before this filing date? Find Prior Art