Data analytics approach for melt-pool geometries in metal additive manufacturing / (Record no. 150669)

MARC details
000 -LEADER
fixed length control field 01905nab a22002537a 4500
850 ## - HOLDING INSTITUTION
Holding institution เอกสารภาษาไทย (ชั้น 5)
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 191030b2019 xxu||||| |||| 00| 0 eng d
099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC)
Classification number Repr.M46
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Lee, Seulbi.
245 10 - TITLE STATEMENT
Title Data analytics approach for melt-pool geometries in metal additive manufacturing /
author Seulbi Lee ...[et.al.].
500 ## - GENERAL NOTE
GENERAL NOTE สนใจติดต่อขอรับบริการเอกสารฉบับเต็มที่ one stop service (สำนักหอสมุดฯ) หรือ e-mail ([email protected]) โทร. 0 2201 7254-56, 0 2201 7287-89 (จัดเก็บชั้น 5 - Repr.M46)
518 ## - Year/Month of cataloging
Year/Month YJ2019 M11
520 ## - SUMMARY, ETC.
Summary, etc. Modern data analytics was employed to understand and predict physics-based melt-pool formation by fabricating Ni alloy single tracks using powder bed fusion. An extensive database of meltpool geometries was created, including processing parameters and material characteristics as input features. Correlation analysis provided insight for relationships between process parameters and melt-pools, and enabled the development of meaningful machine learning models via the use of highly correlated features. We successfully demonstrated that data analytics facilitates understanding of the inherent physics and reliable prediction ofmelt-pool geometries. This approach can serve as a basis for the melt-pool control and process optimization.
650 #0 - Subject-Topical Term
Topical term or geographic name entry element Powder bed fusion process.
650 #0 - Subject-Topical Term
Topical term or geographic name entry element Melt-poo.
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Topical term or geographic name entry element Single track.
650 #0 - Subject-Topical Term
Topical term or geographic name entry element Machine learning.
650 #0 - Subject-Topical Term
Topical term or geographic name entry element Correlation analysis.
700 1# - Added Entry-Personal Name
Name Peng, Jian.
700 1# - Added Entry-Personal Name
Name Shin, Dongwon.
700 1# - Added Entry-Personal Name
Name Choi, Yoon Suk.
773 ## - Host Item Entry
Related parts Science and Technology of Advanced Materials
Title 20 (1)2019:972-978
International Standard Serial Number 1468-6996
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