A three-dimensional future land use simulation (FLUS-3D) model for simulating the 3D urban dynamics under the shared socio-economic pathways

IF 7.9 1区 环境科学与生态学 Q1 ECOLOGY Landscape and Urban Planning Pub Date : 2024-06-17 DOI:10.1016/j.landurbplan.2024.105135
Xiaocong Xu, Dan Ding, Xiaoping Liu
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Abstract

Existing research on urban dynamic simulations has primarily focused on horizontal aspects, whereas vertical changes have remained relatively unexplored. Although a few preliminary studies have attempted to simulate three-dimensional (3D) urban dynamics, these have generally amounted to rudimentary amalgamations of horizontal urban expansion simulation and vertical height estimation. In this study, we enhanced our original Future Land Use Simulation (FLUS) model into a 3D version (FLUS-3D) to simulate the continuous 3D dynamics of real-world urban development. A distinctive characteristic of the proposed model is its ability to concurrently update 3D information of the developed land grids during the simulation process. The FLUS-3D model was assessed via simulations across three metropolitan regions in China: the Beijing–Tianjin–Hebei, Yangtze River Delta, and Pearl River Delta regions. Satisfactory simulation performances were found across all regions, with Figure of Merit values ranging 0.21–0.35 for horizontal expansion, overall accuracy values of 83 % for the refinement of urban functional types, and root mean squared error values of 5–7 m for built-up height simulations. Comparative experiments further demonstrated a significant outperformance of the FLUS-3D model compared to that of existing models. Subsequently, the proposed model was applied to simulate the future evolution of 3D urban dynamics until 2030 under the Shared Socioeconomic Pathways (SSPs). The simulation results effectively illustrated the influence of each SSPs on 3D urban development. Given that 3D urban structures are fundamental parameters in urban climate modeling, the proposed model can potentially be used in urban-related studies climate change mitigation to achieve future urban sustainability.

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三维未来土地利用模拟(FLUS-3D)模型,用于模拟共同社会经济路径下的三维城市动态
现有的城市动态模拟研究主要集中在水平方面,而垂直变化方面的研究相对较少。虽然有一些初步研究尝试模拟三维(3D)城市动态,但这些研究一般都是将城市水平扩张模拟和垂直高度估算简单地合并在一起。在本研究中,我们将原有的未来土地利用模拟(FLUS)模型增强为三维版本(FLUS-3D),以模拟现实世界中城市发展的连续三维动态。该模型的一个显著特点是能够在模拟过程中同步更新已开发土地网格的三维信息。FLUS-3D 模型通过对中国三个大都市圈(京津冀、长三角和珠三角)的模拟进行了评估。所有地区的模拟结果都令人满意,水平扩展的优劣值为 0.21-0.35,城市功能类型细化的总体精度值为 83%,建筑高度模拟的均方根误差值为 5-7 米。对比实验进一步证明,与现有模型相比,FLUS-3D 模型的性能明显优于现有模型。随后,提出的模型被应用于模拟 2030 年前共享社会经济路径(SSPs)下三维城市动力学的未来演变。模拟结果有效地说明了每种 SSPs 对三维城市发展的影响。鉴于三维城市结构是城市气候建模的基本参数,所提出的模型可用于城市相关研究中的气候变化减缓,以实现未来城市的可持续发展。
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来源期刊
Landscape and Urban Planning
Landscape and Urban Planning 环境科学-生态学
CiteScore
15.20
自引率
6.60%
发文量
232
审稿时长
6 months
期刊介绍: Landscape and Urban Planning is an international journal that aims to enhance our understanding of landscapes and promote sustainable solutions for landscape change. The journal focuses on landscapes as complex social-ecological systems that encompass various spatial and temporal dimensions. These landscapes possess aesthetic, natural, and cultural qualities that are valued by individuals in different ways, leading to actions that alter the landscape. With increasing urbanization and the need for ecological and cultural sensitivity at various scales, a multidisciplinary approach is necessary to comprehend and align social and ecological values for landscape sustainability. The journal believes that combining landscape science with planning and design can yield positive outcomes for both people and nature.
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