为脱冰位置分配和无人驾驶脱冰车辆舰队路由问题进行双级优化
Jian Liu1, Qi Huang1, Yuhang Han1
1Faculty of Civil Aviation and Aeronautics, Kunming University of Science and Technology, Kunming 650500, China.
Biomimetics (Basel, Switzerland)
|January 22, 2024
概括
这项研究优化了在机场使用无人驾驶除冰车辆的飞机除冰操作,以减少航班延误和提高效率. 新的集中方法改善了除冰分配和调度,以提高机场性能.
科学领域:
- 航空运营研究 航空运营研究
- 物流和供应链管理的物流和供应链管理.
- 交通运输中的人工智能
背景情况:
- 飞机结冰带来了重大风险,导致航班延误和安全问题.
- 目前中型和大型机场的除冰策略需要优化以适应动态的飞行时间表.
- 脱冰分配和调度中的低效率会影响机场的整体运营绩效.
研究的目的:
- 开发一种使用无人驾驶除冰车辆的集中式除冰方法.
- 通过优化除冰分配和调度,尽量减少航班延误时间.
- 为了提高整体机场除冰效率.
主要方法:
- 制定一个混合整数双级编程模型用于分配和调度.
- 开发一个两阶段的算法:混合变量邻里搜索遗传算法 (MVNS-GA) 和多策略增强的启发式贪算法 (MSEH-GA).
- 在中国主要机场进行模拟和实证验证.
主要成果:
- 拟议的算法 (MVNS-GA 和 MSEH-GA) 在横向比较中显示出有效性和竞争力.
- 集中的方法成功地优化了多个无人除冰车辆的分配和协作调度.
- 模型模拟证实了飞行延误的显著缓解和除冰操作的改进.
结论:
- 该研究为中型和大型机场的飞机除冰提供了实用和高效的解决方案.
- 无人驾驶除冰车辆的整合和优化的调度提高了机场的弹性和运营性能.
- 这种方法为在结冰条件下更可靠的航空旅行提供了途径.
相关概念视频
Design Example: Alignment of a Road Line Using GIS
49
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...
49
Manipulation and Analysis
26
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...
26
Design Example: Maintaining Level of an Embankment
68
Constructing a roadway embankment over uneven terrain requires precise leveling to ensure stability and proper drainage. Surveyors use a leveling instrument and staff to calculate ground elevations and determine the required fill material at each point along the embankment alignment.The process begins by positioning a leveling instrument near a benchmark with a known elevation. A backsight reading establishes the instrument height, which serves as a reference for subsequent measurements. A...
68
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
56
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
56
Levels of Use of a GIS
52
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...
52
Friction: Problem Solving
233
Friction is an essential force that influences the motion of objects in daily life. Depending on the situation, it can be either beneficial or problematic. Consider a bus with a mass of three megagrams and its center of mass at a specific point, moving along a banked road at a constant speed. The coefficient of static friction between the tires and the road is 0.5. Find the maximum angle of the banked road at which the bus would not slip or tip.
Initially, a visual representation of the...
Initially, a visual representation of the...
233


