Easing Parameter Sensitivity Analysis of Netlogo Simulations using SPARTAN

被引:1
|
作者
Alden, Kieran [1 ,2 ,3 ,4 ]
Timmis, Jon [1 ,4 ]
Coles, Mark [1 ,2 ,3 ]
机构
[1] Univ York, York Computat Immunol Lab, York, N Yorkshire, England
[2] Univ York, Hull York Med Sch, Ctr Immunol & Infect, York, N Yorkshire, England
[3] Univ York, Dept Biol, York, N Yorkshire, England
[4] Univ York, Dept Elect, York, N Yorkshire, England
基金
英国惠康基金;
关键词
D O I
10.7551/978-0-262-32621-6-ch100
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In attempts to further understand complex systems at an individual level, the application of agent-based modeling is becoming prevalent across a range of academic disciplines. With the advantages of being multi-platform, requiring little programming experience, and supported by a large number of freely available case study examples, Netlogo has become a popular choice as the software tool to apply in the construction of agent-based models. To utilize the constructed model as an informative or predictive tool, statistical analyses can be performed to reveal the influence that a parameter has on simulation behavior, offering an insight into the system under study. Here we demonstrate the integration of Netlogo's parameter sweep function, Behavior Space, with an extended version of SPARTAN, our previously published open source statistical package for performing local and global sensitivity analyses. With the addition of SPARTAN, the researcher can automatically create Netlogo experiment files for both local (individual parameter) and global (latin-hypercube and Fourier frequency) analyses, run these experiments in Netlogo, and receive detailed statistical information on the influence a parameter has on simulation response: vital information for translating a simulation result to a hypothesis grounded in the system being studied. To ensure our example work is reproducible, we demonstrate use of SPARTAN using the Virus transmission and perpetuation model available in the Netlogo model library.
引用
收藏
页码:622 / 628
页数:7
相关论文
共 50 条
  • [32] Parameter sensitivity analysis for a Drucker-Prager model following from numerical simulations of indentation tests
    Magnenet, V.
    Giraud, A.
    Homand, F.
    COMPUTATIONAL MATERIALS SCIENCE, 2008, 44 (02) : 385 - 391
  • [33] Sensitivity Analysis-Based Automatic Parameter Calibration of the VIC Model for Streamflow Simulations Over China
    Gou, Jiaojiao
    Miao, Chiyuan
    Duan, Qingyun
    Tang, Qiuhong
    Di, Zhenhua
    Liao, Weihong
    Wu, Jingwen
    Zhou, Rui
    WATER RESOURCES RESEARCH, 2020, 56 (01)
  • [34] DAM BREACH ANALYSIS AND PARAMETER SENSITIVITY ANALYSIS ALONG A RIVER REACH USING HECRAS
    Karki, Ashok
    Bhattarai, Santosh
    Joshi, Pradhumna
    Kafle, Mukesh Raj
    Bhattarai, Rajesh
    CIVIL ENGINEERING JOURNAL-STAVEBNI OBZOR, 2022, 31 (04): : 571 - 585
  • [35] Sensitivity analysis of grating parameter estimation
    Logofatu, PC
    APPLIED OPTICS, 2002, 41 (34) : 7179 - 7186
  • [36] SENSITIVITY ANALYSIS IN MACHINING PARAMETER OPTIMIZATION
    DAVIS, RP
    WYSK, RA
    TANCHOCO, JMA
    APPLIED MATHEMATICAL MODELLING, 1981, 5 (02) : 97 - 102
  • [37] Scanner parameter sensitivity analysis for OPE
    Matsuyama, Tomoyuki
    Nakashima, Toshiharu
    Fujiwara, Tomoharu
    Ishii, Yuki
    DESIGN FOR MANUFACTURABILITY THROUGH DESIGN-PROCESS INTEGRATION, 2007, 6521
  • [38] Parameter sensitivity analysis of a spouted bed
    Woinaroschy, Alexandru
    Jinescu, Gheorghita
    Petrescu, Monica
    CHEMICAL ENGINEERING & TECHNOLOGY, 2008, 31 (07) : 990 - 992
  • [39] PARAMETER SENSITIVITY FOR DISCRIMINANT-ANALYSIS
    TATE, RL
    BRYANT, JL
    MULTIVARIATE BEHAVIORAL RESEARCH, 1986, 21 (04) : 411 - 427
  • [40] SIMULATIONS AND SENSITIVITY ANALYSIS OF THE VESTIBULOOCULAR REFLEX
    SHERMAN, KR
    KELLER, EL
    STARK, L
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1987, 34 (09) : 749 - 752