Just-in-time learning based probabilistic gradient boosting tree for valve failure prognostics

Xiaochuan Li; David Mba; Tianran Lin; Yingjie Yang; Panagiotis Loukopoulos

doi:10.1016/j.ymssp.2020.107253

Just-in-time learning based probabilistic gradient boosting tree for valve failure prognostics

Xiaochuan Li^*
, David Mba
, Tianran Lin
, Yingjie Yang
, Panagiotis Loukopoulos

^*Corresponding author for this work

De Montfort University
Qingdao University
Cranfield University

Research output: Contribution to journal › Article › peer-review

31 Citations (SciVal)

Original language	English
Article number	107253
Journal	Mechanical Systems and Signal Processing
Volume	150
DOIs	https://doi.org/10.1016/j.ymssp.2020.107253
Publication status	Published (VoR) - Mar 2021

Keywords

Condition monitoring
Gradient boosting tree
Just-in-time learning
Prognostics
Reciprocating compressors

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10.1016/j.ymssp.2020.107253

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@article{0959fcca3fc9432cb12c013cc0fabe9e,

title = "Just-in-time learning based probabilistic gradient boosting tree for valve failure prognostics",

keywords = "Condition monitoring, Gradient boosting tree, Just-in-time learning, Prognostics, Reciprocating compressors",

author = "Xiaochuan Li and David Mba and Tianran Lin and Yingjie Yang and Panagiotis Loukopoulos",

note = "Publisher Copyright: {\textcopyright} 2020 Elsevier Ltd",

year = "2021",

month = mar,

doi = "10.1016/j.ymssp.2020.107253",

language = "English",

volume = "150",

journal = "Mechanical Systems and Signal Processing",

issn = "0888-3270",

publisher = "Apple Academic Press",

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TY - JOUR

T1 - Just-in-time learning based probabilistic gradient boosting tree for valve failure prognostics

AU - Li, Xiaochuan

AU - Mba, David

AU - Lin, Tianran

AU - Yang, Yingjie

AU - Loukopoulos, Panagiotis

PY - 2021/3

Y1 - 2021/3

KW - Condition monitoring

KW - Gradient boosting tree

KW - Just-in-time learning

KW - Prognostics

KW - Reciprocating compressors

UR - https://www.scopus.com/pages/publications/85091627469

UR - https://www.scopus.com/pages/publications/85091627469#tab=citedBy

U2 - 10.1016/j.ymssp.2020.107253

DO - 10.1016/j.ymssp.2020.107253

M3 - Article

AN - SCOPUS:85091627469

SN - 0888-3270

VL - 150

JO - Mechanical Systems and Signal Processing

JF - Mechanical Systems and Signal Processing

M1 - 107253

ER -

Just-in-time learning based probabilistic gradient boosting tree for valve failure prognostics

Keywords

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