Meta-heuristics to Optimise Complex FIFO (Fly-In-Fly-Out) Workforce Roster Modelling in the Mining Sector

被引:0
作者
Bermingham, Luke [1 ]
Lee, Kyungmi [1 ]
Myers, Trina [1 ]
机构
[1] James Cook Univ, Coll Business Law & Governance, Discipline Informat Technol, Cairns Townsville, Australia
来源
2015 10TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (ISKE) | 2015年
关键词
FIFO(Fly-In-Fly-Out); rostering; scheduling; heuristics;
D O I
10.1109/ISKE.2015.93
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Staff scheduling and rostering problem has become increasingly important as business becomes more service oriented and cost conscious in a global environment. Fly-In-Fly-Out (FIFO) operation is one of a specialised shiftwork solution which is required for many Australian mining workforce environments. The development of an optimised travel, accommodation and roster model for FIFO has not been easily achieved due to the complexity of rostering a specialised workforce and the difficulty of configuring these resources to achieve both the cost saving and employees satisfaction. This paper describes the implementation of an automatic roster system framework to optimise utilisation of FIFO mining site resources. To build an optimised roster model we explored the use of two different optimisation algorithms: Genetic Algorithm (GA) and Tabu Search (TS). The system implemented provides an artificially intelligent solution to optimisation-modelling of workforce logistics.
引用
收藏
页码:521 / 525
页数:5
相关论文
共 13 条
[1]  
Aickelin U., 2000, Journal of Scheduling, V3, P139, DOI 10.1002/(SICI)1099-1425(200005/06)3:3<139::AID-JOS41>3.0.CO
[2]  
2-2
[3]  
[Anonymous], 1997, P 3 ILOG OPT SUIT IN
[4]   Hospital-wide reactive scheduling of nurses with preference considerations [J].
Bard, JF ;
Purnomo, HW .
IIE TRANSACTIONS, 2005, 37 (07) :589-608
[5]  
Beach R., 2003, WORKFORCE TURNOVER F
[6]   Nurse rostering problems - a bibliographic survey [J].
Cheang, B ;
Li, H ;
Lim, A ;
Rodrigues, B .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 151 (03) :447-460
[7]  
Commonwealth of Australia, 2013, CANC BUSH SALV CIT F
[8]  
Cowling P, 2003, IEEE C EVOL COMPUTAT, P1214
[9]   Staff scheduling and rostering: A review of applications, methods and models [J].
Ernst, AT ;
Jiang, H ;
Krishnamoorthy, M ;
Sier, D .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 153 (01) :3-27
[10]   The relationship between mining and socio-economic well being in Australia's regions [J].
Hajkowicz, Stefan A. ;
Heyenga, Sonja ;
Moffat, Kieren .
RESOURCES POLICY, 2011, 36 (01) :30-38