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Anomaly detection method for earth pressure cell measurements based on frequency domain decomposition and muti-point joint analysis
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Ke LIU, Xinxin JIN, Zhengchao LU, Ding NIE, Yujie SHANG
Journal of China Institute of Water Resources and Hydropower Research | 2026, 24(3) : 369 - 377
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Journal of China Institute of Water Resources and Hydropower Research | 2026, 24(3): 369-377
Anomaly detection method for earth pressure cell measurements based on frequency domain decomposition and muti-point joint analysis
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Ke LIU, Xinxin JIN, Zhengchao LU, Ding NIE, Yujie SHANG
Affiliations
  • China Institute of Water Resources and Hydropower Research,Beijing100038,China
Published: 2026-05-28 doi: 10.3724/j.jiwhr.20250246
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In the identification of operational behavior of earth pressure cells and structural safety assessment, measurement gross errors often coexist with abrupt changes reflecting actual structural responses, thereby compromising the accuracy of safety evaluation. To address this issue, this paper proposes an anomaly detection method for earth pressure cell measurements based on frequency domain decomposition and multi-point joint analysis. Through decomposition and reconstruction in the frequency domain, frequency components representing long-term trends and short-term fluctuations are derived. Subsequently, by integrating correlation analysis and the Isolation Forest algorithm, joint anomaly detection and diagnosis across multiple measurement points are achieved. Case studies based on actual engineering monitoring data demonstrate that the proposed method can accurately distinguish between gross errors and abrupt changes caused by structural anomalies or environmental factors, with high detection accuracy. The method enhances the diagnostic capability of earth pressure cell measurements and improves structural safety monitoring.

earth pressure cell  /  anomaly detection  /  frequency domain decomposition  /  correlation analysis  /  isolation forest
Ke LIU, Xinxin JIN, Zhengchao LU, Ding NIE, Yujie SHANG. Anomaly detection method for earth pressure cell measurements based on frequency domain decomposition and muti-point joint analysis[J]. Journal of China Institute of Water Resources and Hydropower Research, 2026 , 24 (3) : 369 -377 . DOI: 10.3724/j.jiwhr.20250246
Year 2026 volume 24 Issue 3
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doi: 10.3724/j.jiwhr.20250246
  • Receive Date:2025-10-10
  • Online Date:2026-06-25
  • Published:2026-05-28
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  • Received:2025-10-10
Affiliations
    China Institute of Water Resources and Hydropower Research,Beijing100038,China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
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Genus
种数
Number of
species
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Percentage of total
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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