Open Research Newcastle
Browse

Agent-based modeling of migration dynamics in the Mekong Delta, Vietnam: automated calibration using a genetic algorithm

Download (594.25 kB)
conference contribution
posted on 2025-05-08, 22:08 authored by Hung Khanh Nguyen, Raymond ChiongRaymond Chiong, Manuel Chica, Richard MiddletonRichard Middleton, Sandeep Dhakal
Migration is one of the many responses humans and societies make to ongoing demographic, economic, societal and environmental changes. In this work, we use agent-based modeling (ABM) to study the dynamics of migration flows across provinces and cities in the Mekong Delta, Vietnam. The strength of ABM is that it allows a bottom-up approach that focuses on how individuals make decisions in a complex system comprising various factors. Outputs of our agent-based model are automatically calibrated with actual data using a genetic algorithm. This automated calibration yields some significant improvement in the results, with all observed net- and out-migration data captured within the 95% confidence interval. Sensitivity analysis carried out helps to further understand the impact of critical factors on the final migration decision.

History

Source title

Proceedings of the 2019 IEEE Congress on Evolutionary Computation

Name of conference

2019 IEEE Congress on Evolutionary Computation (CEC)

Location

Wellington, NZ

Start date

2019-06-10

End date

2019-06-13

Pagination

3372-3379

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Place published

Piscataway, NJ

Language

  • en, English

College/Research Centre

Faculty of Engineering and Built Environment

School

School of Electrical Engineering and Computer Science

Rights statement

© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

Usage metrics

    Publications

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC