基于低碳视角的土地利用的多目标优化,使用改进的NSGA-III在大型城市:深的一个案例研究
Yian Wang1, Xueqing Zhou1, Kai Cao1
1Key Laboratory of Geographic Information Science (Ministry of Education), School of Geographic Sciences, East China Normal University, Shanghai, China.
Journal of environmental management
|February 17, 2026
概括
本研究提出了一个新的土地利用优化框架,用于大城市,以平衡经济增长与低碳目标. 开发的模型有效地减少了碳排放,同时改善了经济和可访问性指标.
科学领域:
- 城市规划与可持续发展
- 环境管理环境管理
- 计算智能是一种计算智能.
背景情况:
- 大城市的快速城市化需要精细的土地资源战略,以实现低碳发展.
- 平衡经济增长,环境保护和社会福利是城市规划中的一个关键挑战.
- 现有的土地利用优化模型可能无法充分解决多目标,低碳考虑.
研究的目的:
- 提出基于低碳前景的多目标土地利用优化框架.
- 增强非主导排序基因算法III (NSGA-III) 以提高性能.
- 探索经济效益,土地使用兼容性,碳排放,行程距离和转换成本之间的权衡.
主要方法:
- 开发了一种改进的NSGA-III,具有混合突变操作员和定制的初始化.
- 深南山区六个不同的发展场景的建设.
- 根据多个目标,应用框架以优化土地利用.
主要成果:
- 拟议的框架在土地利用优化方面表现出了稳健性和实际有效性.
- 与基线相比,低碳优先方案实现了碳排放量减少4.36%.
- 该框架成功地提高了经济和可访问性指标,并减少了排放.
- 为各种场景创建了一个帕雷托最佳土地利用计划组合.
结论:
- 开发的框架为复杂的大城市环境中的可持续城市规划提供了有价值的见解.
- 优化方法有效地平衡了低碳发展的竞争目标.
- 政策制定者可以利用生成的帕雷托最佳计划来做出明智的决策.
相关概念视频
Levels of Use of a GIS
403
Geographic Information Systems (GIS) operate across three levels of application, each representing an increasing degree of complexity: data management, analysis, and prediction. These levels reflect the expanding functionality and versatility of GIS technology in handling spatial data for diverse purposes.Data ManagementAt its foundational level, GIS serves as a tool for data management, enabling the input, storage, retrieval, and organization of spatial data. This level is often employed in...
403
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
338
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...
338
Design Example: Sustainability in Concrete Building
429
As the construction industry moves towards more eco-friendly practices, concrete's adaptability and its ability to incorporate sustainable features make it a key material in the drive towards greener building solutions.
There are multiple approaches to achieve sustainability in a commercial concrete building. For instance, construct a concrete parking area under the building, utilizing pervious concrete paver blocks in open areas to facilitate rainwater collection through an underground...
There are multiple approaches to achieve sustainability in a commercial concrete building. For instance, construct a concrete parking area under the building, utilizing pervious concrete paver blocks in open areas to facilitate rainwater collection through an underground...
429
Design Example: Alignment of a Road Line Using GIS
361
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...
361
Manipulation and Analysis
304
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...
304
Sampling Plans
1.0K
Sampling is a crucial step in analytical chemistry, allowing researchers to collect representative data from a large population. Common sampling methods include random, judgmental, systematic, stratified, and cluster sampling.
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
1.0K
