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Author:

Dong, Haijiang (Dong, Haijiang.) | Liu, Xiucheng (Liu, Xiucheng.) (Scholars:刘秀成) | Song, Yahu (Song, Yahu.) | Wang, Bo (Wang, Bo.) (Scholars:王波) | Chen, Shenglai (Chen, Shenglai.) | He, Cunfu (He, Cunfu.) (Scholars:何存富)

Indexed by:

EI Scopus SCIE

Abstract:

In this study, the method of magnetic Barkhausenn noise (MBN) and tangential magnetic field (TMF) was employed for achieving simultaneous, quantitative prediction of residual stress and surface hardness in box-shape deep drawn parts of SPCC steel. Bi-directional MBN and TMF signals, profiles of surface hardness and residual stress were experimentally measured. Pearson correlation analysis results show that the averaged amplitude of MBN in one magnetization cycle and Root mean square of MBN signal demonstrates approximate linear dependency on residual stress (or surface hardness) in both the measured directions. Three-layer BP models are established after input nodes screening and optimization of neurons' number in the middle hidden layer. BP models are marked corresponding to scanning or magnetization directions. For each direction, two independent models are established and they are combined to use for realizing high accuracy and simultaneous evaluation of the residual stress and surface hardness.

Keyword:

Magnetic Barkhausen noise Deep drawn part Residual stress Quantitative prediction Surface hardness

Author Community:

  • [ 1 ] [Dong, Haijiang]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Beijing, Peoples R China
  • [ 2 ] [Liu, Xiucheng]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Beijing, Peoples R China
  • [ 3 ] [He, Cunfu]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Beijing, Peoples R China
  • [ 4 ] [Song, Yahu]Cit Heavy Ind Co Ltd, Luoyang, Peoples R China
  • [ 5 ] [Wang, Bo]Cit Heavy Ind Co Ltd, Luoyang, Peoples R China
  • [ 6 ] [Chen, Shenglai]Guangdong Inst Special Equipment Inspect & Res, Zhuhai Branch, Zhuhai, Peoples R China

Reprint Author's Address:

  • 刘秀成

    [Liu, Xiucheng]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Beijing, Peoples R China

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Source :

MEASUREMENT

ISSN: 0263-2241

Year: 2021

Volume: 168

5 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 41

SCOPUS Cited Count: 51

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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