Coupling cellular automata and What If? models for residential expansion simulation: A case study of Southwest Sydney, Australia DOI Creative Commons
Yi Lü, Shawn W. Laffan, Christopher Pettit

et al.

Transactions in GIS, Journal Year: 2024, Volume and Issue: 28(6), P. 1465 - 1485

Published: June 14, 2024

Abstract The impact of urban expansion on achieving sustainable development goals (SDGs) has become a significant research topic in the field geographic information science. In this article, we describe coupled cellular automata (CA)—‐What If? model to explore SDG11 “Sustainable cities and communities.” calculates overall residential land use demand based historical data archives using What planning support system (PSS), then allocates it CA that incorporates variables related SDG11.2.1 11.7.1. Historical datasets for years 2016 2021 from Southwest Sydney, Australia were used assess accuracy, after which two scenarios (years 2026) generated. Based modeling results, SDG‐related spatial can improve accuracy sub‐models an XGBoost machine learning training methodology. simulation results these confirm effectiveness CA‐What model, potential generate more reliable scenario than standalone PSS growth across internationally.

Language: Английский

Economic Development for Empowering Local Communities DOI Open Access
Lustina Fajar Prastiwi, Magistyo Purboyo Priambodo, Thomas Soseco

et al.

KnE Social Sciences, Journal Year: 2024, Volume and Issue: unknown

Published: July 31, 2024

Srigonco Village is located in the southern region of Malang Regency. The village directly adjacent to south coast and Southern Cross Route ( JLS), which can be a strategic location drive economic force toward raising tourism Balekambang Beach. Using Local Economic Development (LED) method, this research aims map potential community-based villages improving economy. LED an instrument for developing local resource-based activities welfare communities. result From four alternative scenarios, scenario estimated closest predicting situation Village, i.e., IV. Unfortunately, drives worst possible results compared other scenarios. Some reasons selection are minimal role government through Bumdes absence MSMEs, supposed use natural resource their benefit. Keywords: Development, villages, communities

Language: Английский

Citations

2
Operational LCA of a street with active mobility strategies in northern México DOI

Juana Martínez-Hernández,

Diana Carolina Gámez-García, Héctor Saldaña-Márquez

et al.

Transportation Research Part D Transport and Environment, Journal Year: 2024, Volume and Issue: 135, P. 104374 - 104374

Published: Aug. 27, 2024

Language: Английский

Citations

1
Coupling cellular automata and What If? models for residential expansion simulation: A case study of Southwest Sydney, Australia DOI Creative Commons
Yi Lü, Shawn W. Laffan, Christopher Pettit

et al.

Transactions in GIS, Journal Year: 2024, Volume and Issue: 28(6), P. 1465 - 1485

Published: June 14, 2024

Abstract The impact of urban expansion on achieving sustainable development goals (SDGs) has become a significant research topic in the field geographic information science. In this article, we describe coupled cellular automata (CA)—‐What If? model to explore SDG11 “Sustainable cities and communities.” calculates overall residential land use demand based historical data archives using What planning support system (PSS), then allocates it CA that incorporates variables related SDG11.2.1 11.7.1. Historical datasets for years 2016 2021 from Southwest Sydney, Australia were used assess accuracy, after which two scenarios (years 2026) generated. Based modeling results, SDG‐related spatial can improve accuracy sub‐models an XGBoost machine learning training methodology. simulation results these confirm effectiveness CA‐What model, potential generate more reliable scenario than standalone PSS growth across internationally.

Language: Английский

Citations

0