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@article{ART001231324},
author={김복환 and Kwang-Sik Yang},
title={Calibration of Dynamic Spatial Model Using Genetic Algorithms},
journal={The Korea Spatial Planning Review},
issn={1229-8638},
year={2008},
volume={56},
pages={103-121},
doi={10.15793/kspr.2008.56..006}

TY - JOUR
AU - 김복환
AU - Kwang-Sik Yang
TI - Calibration of Dynamic Spatial Model Using Genetic Algorithms
JO - The Korea Spatial Planning Review
PY - 2008
VL - 56
IS - null
PB - 국토연구원
SP - 103
EP - 121
SN - 1229-8638
AB - The attraction of Cellular Automata(CA) urban growth models resides in their simplicity, flexibility, and transparency as a modelling framework, and they have been cited in much of the literature as a promising tool to model realistic urban growth. However, the lack of a rigorous calibration process for CA urban growth models is certainly one potential obstacle to their use. Researchers have found the solution for the calibration problems of CA urban growth model from the field of Artificial Intelligence(AI) equipped with heuristic search routines. AI technique of Genetic Algorithms(GA) can be one of the promising alternatives. A model for new city growth (the so-called NCGM: New City Growth Model) was developed using stochastically constrained CA. A GA was designed to calibrate the NCGM. Accuracy and consistency of the calibration results through the GA were sought using hypothetical data and real data and meanings for the calibrated values are sought. It was revealed that NCGM produced very reliable results based on the experiments using both hypothetical and real data. Underpinned by GA’s accurate and consistent calibration results CA urban growth models, such as NCGM, can be strengthened their position in simulating realistic urban growth.
KW - Model Calibration;Genetic Algorithms;Dynamic Spatial Model;Urban Growth Model;Cellular Automata
DO - 10.15793/kspr.2008.56..006
ER -

김복환 and Kwang-Sik Yang. (2008). Calibration of Dynamic Spatial Model Using Genetic Algorithms. The Korea Spatial Planning Review, 56, 103-121.

김복환 and Kwang-Sik Yang. 2008, "Calibration of Dynamic Spatial Model Using Genetic Algorithms", The Korea Spatial Planning Review, vol.56, pp.103-121. Available from: doi:10.15793/kspr.2008.56..006

김복환, Kwang-Sik Yang "Calibration of Dynamic Spatial Model Using Genetic Algorithms" The Korea Spatial Planning Review 56 pp.103-121 (2008) : 103.

김복환, Kwang-Sik Yang. Calibration of Dynamic Spatial Model Using Genetic Algorithms. 2008; 56 103-121. Available from: doi:10.15793/kspr.2008.56..006

김복환 and Kwang-Sik Yang. "Calibration of Dynamic Spatial Model Using Genetic Algorithms" The Korea Spatial Planning Review 56(2008) : 103-121.doi: 10.15793/kspr.2008.56..006

김복환; Kwang-Sik Yang. Calibration of Dynamic Spatial Model Using Genetic Algorithms. The Korea Spatial Planning Review, 56, 103-121. doi: 10.15793/kspr.2008.56..006

김복환; Kwang-Sik Yang. Calibration of Dynamic Spatial Model Using Genetic Algorithms. The Korea Spatial Planning Review. 2008; 56 103-121. doi: 10.15793/kspr.2008.56..006

김복환, Kwang-Sik Yang. Calibration of Dynamic Spatial Model Using Genetic Algorithms. 2008; 56 103-121. Available from: doi:10.15793/kspr.2008.56..006

김복환 and Kwang-Sik Yang. "Calibration of Dynamic Spatial Model Using Genetic Algorithms" The Korea Spatial Planning Review 56(2008) : 103-121.doi: 10.15793/kspr.2008.56..006