Integrated Optimization for Stock Levels and Cross-Training Schemes with Simulation-Based Genetic Algorithm

被引：0

作者：

Turan, Hasan Huseyin ^{[1
]}

Pokharel, Shaligram ^{[1
]}

Sleptchenko, Andrei ^{[1
]}

ElMekkawy, Tarek Y. ^{[1
]}

机构：

[1] Qatar Univ, Dept Mech & Ind Engn, POB 2713, Doha, Qatar

来源：

2016 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE & COMPUTATIONAL INTELLIGENCE (CSCI) | 2016年

关键词：

Genetic Algorithm; Discrete event simulation; Cross-training; Spare part logistics; SPARE PARTS INVENTORY; CALL CENTERS; THROUGHPUT; POLICIES; DESIGN; LINES; SHOP;

D O I：

10.1109/CSCI.2016.218

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A spare part supply system for repairable spares in a repair shop is modeled as a set of heterogeneous parallel servers that have the ability to repair only certain types of repairables. The proposed model minimizes the total cost of holding inventory for spare parts, cost for backorder arising from downtime of the system due to the lack of spare parts and the cost of crosstraining for servers. Simulation-based Genetic Algorithm (GA) is proposed to optimize inventory levels and to determine the best skill assignments to servers, i.e., cross-training schemes. When methodology's performance is compared with total enumeration, tight optimality gaps are obtained.

引用

页码：1158 / 1163

页数：6

共 27 条

[1]

Adan I., 2014, STOCH SYST, V4, P250, DOI DOI 10.1287/13-SSY117

[2] REDUCING COSTS OF SPARE PARTS SUPPLY SYSTEMS VIA STATIC PRIORITIES [J].

Adan, I. J. B. F. ;

Sleptchenko, A. ;

Van Houtum, G. J. .

ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH, 2009, 26 (04) :559-585

[3] Flexibility Structure and Capacity Design with Human Resource Considerations [J].

Aksin, O. Zeynep ;

Cakan, Nesrin ;

Karaesmen, Fikri ;

Ormeci, E. Lerzan .

PRODUCTION AND OPERATIONS MANAGEMENT, 2015, 24 (07) :1086-1100

[4] Integrating simulation and optimization to schedule a hybrid flow shop with maintenance constraints [J].

Allaoui, H ;

Artiba, A .

COMPUTERS & INDUSTRIAL ENGINEERING, 2004, 47 (04) :431-450

[5] State of the art in simulation-based optimisation for maintenance systems [J].

Alrabghi, Abdullah ;

Tiwari, Ashutosh .

COMPUTERS & INDUSTRIAL ENGINEERING, 2015, 82 :167-182

[6] Throughput maximization for tandem lines with two stations and flexible servers [J].

Andradóttir, S ;

Ayhan, H .

OPERATIONS RESEARCH, 2005, 53 (03) :516-531

[7] Server assignment policies for maximizing the steady-state throughput of finite queueing systems [J].

Andradóttir, S ;

Ayhan, H ;

Down, DG .

MANAGEMENT SCIENCE, 2001, 47 (10) :1421-1439

[8] Parallel simulation algorithm for maintenance optimization based on directed Acyclic Graph [J].

Bris, Radim .

RELIABILITY ENGINEERING & SYSTEM SAFETY, 2008, 93 (06) :874-884

[9] Staffing a multiskilled workforce with varying levels of productivity: An analysis of cross-training policies [J].

Brusco, MJ ;

Johns, TR .

DECISION SCIENCES, 1998, 29 (02) :499-515

[10] Staffing multiskill call centers via linear programming and simulation [J].

Cezik, Mehmet Tolga ;

L'Ecuyer, Pierre .

MANAGEMENT SCIENCE, 2008, 54 (02) :V-V

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