Simulation-based workforce assignment considering position in a social network

被引:1
|
作者
Celik, Nurcin [2 ]
Xi, Hui [1 ]
Xu, Dong [1 ]
Son, Young-Jun [1 ]
Lemaire, Robin [3 ,4 ]
Provan, Keith [3 ]
机构
[1] Univ Arizona, Dept Syst & Ind Engn, Tucson, AZ 85721 USA
[2] Univ Miami, Dept Ind Engn, Coral Gables, FL 33124 USA
[3] Univ Arizona, Eller Coll Management, Tucson, AZ USA
[4] Univ Arizona, Sch Govt & Publ Policy, Tucson, AZ USA
来源
SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL | 2012年 / 88卷 / 01期
关键词
distributed/global software development; network management and coordination; project control and modeling; workforce assignment; INNOVATION; LABOR; OPTIMIZATION; EQUIVALENCE; SIMILARITY; CONTAGION; COHESION; BEHAVIOR;
D O I
10.1177/0037549711405249
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The goal of this paper is to propose a novel modeling framework to help project managers devise optimal workforce assignments that consider both short- and long-term aspects of projects that must be completed through a multi-organizational social network. The proposed framework is comprised of an evaluation module and an assignment module. Each time a workforce assignment is performed, the Decision Evolution Procedure of the evaluation module first calculates the position value between each pair of currently available workforce members based on various social networking parameters such as trustworthiness, influence, reputation, and proximity. Second, by using these position values, the Extended Regular Equivalence Evaluation algorithm from the evaluation module computes the regular and structural equivalence values between each pair of workforce members. Finally, the assignment module selects an optimal workforce mix that maximizes both the short-term performance (productivity) as well as the long-term performance (workforce training, and robustness) of the project organizations. Agent-based simulation and multi-objective optimization techniques are leveraged for the evaluation module and the assignment module, respectively. The proposed framework is illustrated and successfully demonstrated using the software enhancement request process in Kuali, a multi-organizational alliance-based software development project involving 12 universities.
引用
收藏
页码:72 / 96
页数:25
相关论文
共 50 条
  • [31] Network-Based Optimization System for Pavement Maintenance Using a Probabilistic Simulation-Based Genetic Algorithm Approach
    Elhadidy, Amr A.
    Elbeltagi, Emad E.
    El-Badawy, Sherif M.
    JOURNAL OF TRANSPORTATION ENGINEERING PART B-PAVEMENTS, 2020, 146 (04)
  • [32] Network Structure and Observational Learning: Evidence from a Location-Based Social Network
    Shi, Zhan
    Whinston, Andrew B.
    JOURNAL OF MANAGEMENT INFORMATION SYSTEMS, 2013, 30 (02) : 185 - 212
  • [33] Dynamic Traffic Assignment Model Considering Drivers' Unfamiliarity with Network Layout
    Qiao, Fengxiang
    Zeng, Yan
    Yu, Lei
    2009 12TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC 2009), 2009, : 562 - 569
  • [34] EXPLOITING VARIANCE BEHAVIOR IN SIMULATION-BASED OPTIMIZATION
    Legato, Pasquale
    Mazza, Rina Mary
    23RD EUROPEAN MODELING & SIMULATION SYMPOSIUM, EMSS 2011, 2011, : 93 - 99
  • [35] Simulation-Based Capacity Planning of a Biofuel Refinery
    Kim, Sojung
    Ofekeze, Evi
    Kiniry, James R.
    Kim, Sumin
    AGRONOMY-BASEL, 2020, 10 (11):
  • [36] Simulation-based investment planning for Humen Port
    Lin, Jiahong
    Gao, Benhe
    Zhang, Canrong
    SIMULATION MODELLING PRACTICE AND THEORY, 2014, 40 : 161 - 175
  • [37] Simulation-Based Heuristic Optimization of a Traffic System
    Sklenar, Jaroslav
    Beranek, Zdislav
    Popela, Pavel
    23RD EUROPEAN CONFERENCE ON MODELLING AND SIMULATION (ECMS 2009), 2009, : 315 - 321
  • [38] Flight Schedule Recovery: A Simulation-Based Approach
    Wang, Derui
    Wu, Yanfeng
    Hu, Jian-Qiang
    Liu, Miaomiao
    Yu, Peiwen
    Zhang, Cheng
    Wu, Yan
    ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH, 2019, 36 (06)
  • [39] Simulation-based design and optimization of refrigeration cassettes
    Waltrich, Maicon
    Hermes, Christian J. L.
    Melo, Claudio
    APPLIED ENERGY, 2011, 88 (12) : 4756 - 4765
  • [40] Simulation-Based EDAs for Stochastic Programming Problems
    Hedar, Abdel-Rahman
    Allam, Amira A.
    Abdel-Hakim, Alaa E.
    COMPUTATION, 2020, 8 (01)