Using simulation, data mining, and knowledge discovery techniques for optimized aircraft engine fleet management

被引：24

作者：

Painter, Michael K. ^{[1
]}

Erraguntla, Madhav ^{[1
]}

Hogg, Gary L., Jr. ^{[1
]}

Beachkofski, Brian ^{[2
]}

机构：

[1] Knowledge Based Syst Inc, 1408 Univ Dr E, College Stn, TX 77840 USA

[2] US Air Force, Res Lab, AFRL PRTS, Wright Patterson AFB, OH 45433 USA

来源：

PROCEEDINGS OF THE 2006 WINTER SIMULATION CONFERENCE, VOLS 1-5 | 2006年

关键词：

D O I：

10.1109/WSC.2006.323221

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents an innovative methodology that combines simulation, data mining, and knowledge-based techniques to determine the near- and long-term impacts of candidate aircraft engine maintenance decisions, particularly in terms of life-cycle cost (LCC) and operational availability. Simulation output is subjected to data mining analysis to understand system behavior in terms of subsystem interactions and the factors influencing life-cycle metrics. The insights obtained through this exercise are then encapsulated as policies and guidelines supporting better life-cycle asset ownership decision-making.

引用

页码：1253 / +

页数：3

共 50 条

[1] Dynamic integration of multiple data mining techniques in a knowledge discovery management system
Puuronen, S
Terziyan, V
Katasonov, A
Tsymbal, A
DATA MINING AND KNOWLEDGE DISCOVERY: THEORY, TOOLS, AND TECHNOLOGY, 1999, 3695 : 128 - 139
[2] Tourism Knowledge Discovery through Data Mining Techniques
Jamil, Jastini Mohd
Shaharanee, Izwan Nizal Mohd
4TH INNOVATION AND ANALYTICS CONFERENCE & EXHIBITION (IACE 2019), 2019, 2138
[3] Knowledge management, knowledge discovery, and dynamic intelligent data mining
Zimmermann, H. -J.
CYBERNETICS AND SYSTEMS, 2006, 37 (06) : 509 - 531
[4] Knowledge discovery using medical data mining
Alonso, F
López-Illescas, A
Martínez, L
Montes, C
Valente, JP
MEDICAL DATA ANALYSIS, PROCEEDINGS, 2002, 2526 : 1 - 12
[5] Using data mining and warehousing for knowledge discovery
Kwiz Solutions Inc, Boston, United States
Storage Manage Solut, 5 (35-38):
[6] An overview of interactive visual data mining techniques for knowledge discovery
Stahl, Frederic
Gabrys, Bogdan
Gaber, Mohamed Medhat
Berendsen, Monika
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2013, 3 (04) : 239 - 256
[7] Testing aircraft fleet management policies using designed simulation experiments
Marlow, D. O.
Sanchez, S. M.
Sanchez, P. J.
21ST INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION (MODSIM2015), 2015, : 917 - 923
[8] Data mining for knowledge discovery in mining
Golosinski, TS
Hu, H
MINE PLANNING AND EQUIPMENT SELECTION 2001, 2001, : 1011 - 1018
[9] Knowledge discovery and data mining
Lee, HY
Lu, HJ
Motoda, H
KNOWLEDGE-BASED SYSTEMS, 1998, 10 (07) : 401 - 402
[10] Knowledge discovery and data mining
Brodley, CE
Lane, T
Stough, TM
AMERICAN SCIENTIST, 1999, 87 (01) : 54 - 61

← 1 2 3 4 5 →