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Pengcheng Xia

affiliation not provided to SSRN

SCHOLARLY PAPERS

2

DOWNLOADS

80

TOTAL CITATIONS

0

Scholarly Papers (2)

1.

Dual-Path Physics-Informed Heterogeneous Information Fusion for Axial Piston Pump Health Assessment in Construction Machinery

Number of pages: 37 Posted: 30 Dec 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 75 (875,328)

Abstract:

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Axial piston pump, Health assessment, Construction Automation, Heterogeneous information fusion, Physics-informed Neural Networks, Cross-attention mechanism, Adaptive gating

2.

Wear-induced failure risk monitoring of TBM front and edge cutters using a mechanism-informed self-attention framework

Number of pages: 42 Posted: 14 Apr 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Wuhan University, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 5 (1,571,455)

Abstract:

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Keywords: tunnel boring machine, cutter wear estimation, diversity-enhanced multi-head attention, wear-induced failure risk