Xiangyu Yang

Ms. Xiangyu Yang

orcid

Research Focus & Metrics

Academic Career Length

1Year (2026-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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9 October 2026 in Sensors
Verified
Journal Article
Open access
PDF file
XYXiangyu Yang
Xiangyu Yang
XGXinxin Gao
Xinxin Gao
YZYing Zhang
Ying Zhang
LLLi Liu
Li Liu
YCYuanfei Chang
Yuanfei Chang
This paper proposes an agent framework for land resource monitoring and analysis. The framework organizes and encapsulates domain knowledge and operational workflows into standardized skill units, enabling the agent to perform task planning, execution, and reflection under skill-based constraints and thereby improving the procedural consistency of complex operational tasks. In addition, a task-semantics-based result verification module is introduced to assess the semantic consistency of intermediate results and further identify latent errors in which tools execute successfully but the resulting outputs deviate from user requirements. Experimental results show that the proposed method outperforms the ReAct, Plan-and-Execute, and Plan-and-React baselines overall, achieving a final result accuracy of 93.33% ± 1.44%. Ablation experiments demonstrate that skill-based constraints, progressive loading, and result verification all improve agent execution reliability. A dedicated evaluation of the result verification module further shows that it can effectively identify latent execution errors, achieving a Precision of 93.55%, a Recall of 90.63%, and a false-positive rate of 6.25%.