基于森林火灾风险的AG600消防飞机机场选址研究
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V351.2;X954

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中央高校基本科研业务费专项资金项目(2023055);南京航空航天大学科研与实践创新计划项目(xcxjh20240731).


Location-allocation optimization of AG600 amphibious airtankers considering forest fire risk
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    摘要:

    针对消防飞机的机场选址问题, 构建基于森林火灾风险因子的多目标规划模型, 旨在最小化总任务时间与经济成本. 该模型综合考虑森林火灾风险、灭火资源需求、消防飞机性能参数及部署运营成本+等多种因素, 为提升高风险区域的优先覆盖能力, 引入基于风速、相对湿度和植被覆盖度的森林火灾风险因子. 此外, 针对所构建的高维度整数多目标优化模型, 引入自适应因子和双层决策选择策略, 以提升NSGA-II算法的求解能力. 以广西地区为例, 利用ArcGIS进行空间数据处理, 并采用改进的NSGA-II算法对选址模型进行求解. 研究结果表明: 改进的NSGA-II算法能够有效提升求解速度和求解质量; 在广西地区, 柳州白莲机场部署2架AG600消防飞机为最优方案, 其解的相对接近度较其他方案提高39%. 所提出基于森林火灾风险因子构建的机场选址模型可为我国AG600消防飞机机场选址和部署提供理论依据和参考.

    Abstract:

    This paper proposes a multi-objective optimization model for the airtanker location-allocation problem, aiming to minimize the total mission time and operational cost. The model integrates multiple factors, such as wildfire risk, demand for firefighting resources, aircraft performance characteristics, and deployment and operational cost. To enhance the prioritization of high-risk areas, the model incorporates forest fire risk factors based on wind speed, relative humidity, and vegetation cover. Additionally, to address the high-dimensional integer multi-objective optimization model, this paper introduces a two-layer decisions strategy and adaptive factors to enhance the solution ability of the NSGA-II algorithm. Guangxi Province is used as a case study, spatial data processing is performed using ArcGIS, and the improved NSGA-II algorithm is applied to solve the proposed location-allocation model. The results show that: 1) The improved NSGA-II algorithm effectively improves both the solution speed and solution quality; 2) Deploying two AG600 aircrafts at the Liuzhou Bailian airport is the optimal plan for Guangxi, with a 39% improvement in relative closeness compared to other plans. In conclusion, the airtanker location-allocation model based on forest fire risk factors provides theoretical guidance and references for airtanker deployment in China.

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王诗琪,孙智,陈涛,等.基于森林火灾风险的AG600消防飞机机场选址研究[J].控制与决策,2026,41(2):531-542

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  • 收稿日期:2025-06-23
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  • 在线发布日期: 2026-01-17
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