基于GA-BP神经网络的中国恩宁道路遗产区的适应性评估
Qianwen Yu1, Xinle Yang2, Yifei Wu3
1Guangzhou Urban Planning and Design Co., Ltd, Guangzhou, 510030, China.
Scientific reports
|May 2, 2025
概括
遗产区需要城市发展的创新再利用策略. 整合社会文化因素和参与式治理可确保可持续的适应性再利用和社区驱动的更新.
科学领域:
- 城市规划 城市规划
- 遗产保护 遗产保护 遗产保护
- 社会学 社会学 社会学
背景情况:
- 遗产区面临着适应现代城市发展需求的挑战.
- 创新的再利用策略对于平衡保存和功能至关重要.
- 整合社会文化和定性因素可以提高适应性再利用预测.
研究的目的:
- 通过整合社会文化和定性因素来增强适应性再利用预测.
- 促进文化遗产区的包容性,社区驱动的更新.
- 开发一个可复制的模型,以实现可持续的遗产区振兴.
主要方法:
- 基因算法逆向传播 (GA-BP) 神经网络模型用于预测分析.
- 利益相关者绘制地图,以确定关键参与者和关系.
- 聚焦小组采访以收集定性见解和社区观点.
主要成果:
- 文化意义,人均消费和功能类型是可持续适应性再利用的关键指标.
- 参与式治理和透明的决策对于有效实施至关重要.
- 一个多网络治理方法,以恩宁路为例,整合了政府,企业和多利益相关者参与.
结论:
- 可持续的适应性再利用需要采用整体方法,将预测建模与包容性治理相结合.
- 社区参与和透明的决策对于成功的遗产区更新至关重要.
- 该研究提供了一个可复制的模型,以平衡遗产保护与城市发展需求.
相关概念视频
Design Example: Alignment of a Road Line Using GIS
21
The alignment of a road line using Geographic Information Systems (GIS) is a critical process in civil engineering, combining advanced technology with practical decision-making. This methodology begins with the collection of geospatial data, including information on land cover, geomorphology, drainage patterns, slope, and contour details. Such data is typically acquired through satellite imagery and GIS tools, offering a comprehensive understanding of the terrain.Once the data is gathered, it...
21
Manipulation and Analysis
13
GIS manipulation and analysis functions are vital for decision-making and planning. These activities range from data retrieval tasks, such as selecting information based on specific criteria, to advanced analytical techniques that address complex spatial problems.One critical GIS analysis method is overlaying, which combines multiple data layers to examine impacts. For example, overlaying a river-dammed lake boundary with road networks can identify affected infrastructure. Another common...
13
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
27
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
27


