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Updated: Jan 22, 2026

Continuous Hydrologic and Water Quality Monitoring of Vernal Ponds
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通过MLA-Mamba混合神经网络与GRPO优化进行地表水质量预测

Ronghao Wei1, Hang Chen1, Haihe Wang2,3

  • 1School of Computer Science and Technology, Guizhou University, Guiyang, 550025, China.

Scientific reports
|January 20, 2026
PubMed
概括

一个新的MLA-Mamba深度学习模型通过捕捉复杂的时间和空间动态来改善地表水质预测. 这种方法提高了污染的早期预警和水资源管理.

关键词:
梯度重制参数化优化优化梯度重制参数化在 MLA-Mamba 网络中,多头本地关注多头本地关注时间空间深度学习预测地表水质量的预测.

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