Optimization of helicopter and UAV coordinated SAR time

Abstract The optimization of total helicopter-unmanned aerial vehicle (UAV) coordinated search-and-rescue (SAR) time to buy time for follow-up rescue activities is an important problem in air rescue that needs to be solved. In this study, helicopter was used as a carrier for the remote taking-off an...

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Main Authors: Ming Zhang, Ying Huo, Hanzhi Zhang, Jiale Duan, Faqiang Wen
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-14192-9
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author Ming Zhang
Ying Huo
Hanzhi Zhang
Jiale Duan
Faqiang Wen
author_facet Ming Zhang
Ying Huo
Hanzhi Zhang
Jiale Duan
Faqiang Wen
author_sort Ming Zhang
collection DOAJ
description Abstract The optimization of total helicopter-unmanned aerial vehicle (UAV) coordinated search-and-rescue (SAR) time to buy time for follow-up rescue activities is an important problem in air rescue that needs to be solved. In this study, helicopter was used as a carrier for the remote taking-off and landing (TAL) of UAV. The helicopter-UAV rescue time optimization, in which UAV is responsible for low-altitude detection task, include the remote TAL site selection model for UAV, the SAR task allocation model of UAV, and helicopter-UAV coordinated SAR time optimization model. To address the high site selection cost for the local TAL mode of UAV, a remote TAL site selection model for UAV in helicopter-UAV coordinated SAR was constructed in this study. Subsequently, a weighted distance matrix among SAR points was introduced, and an improved task allocation model of UAV was constructed to overcome security conflicts, which easily occur when UAV frequently runs across the helicopter airways. Finally, a helicopter-UAV coordinated SAR time optimization model of multi-UAV parallel searching was built to improve the coordinated SAR efficiency with considerations to the performance of the helicopter. According to the sensitivity analysis based on the earthquake of Yushu, the improved model increased the SAR efficiency significantly under different numbers of SAR points compared with the traditional mode. Specifically, the site selection cost under 50 SAR points was reduced by 56.08%, but the SAR efficiency was improved by 37.3%. This finding also demonstrates that the proposed method can adapt to SAR tasks in a larger scale. The proposed method provides references to study helicopter-UAV coordinated SAR problems.
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spelling doaj-art-781eb8aac1204dcf80f08cdaa61080162025-08-20T03:42:35ZengNature PortfolioScientific Reports2045-23222025-08-0115112510.1038/s41598-025-14192-9Optimization of helicopter and UAV coordinated SAR timeMing Zhang0Ying Huo1Hanzhi Zhang2Jiale Duan3Faqiang Wen4College of General Aviation and Flight, Nanjing University of Aeronautics and AstronauticsCAAC Key Laboratory of General Aviation Operation, Civil Aviation Management Institute of ChinaCollege of General Aviation and Flight, Nanjing University of Aeronautics and AstronauticsCollege of General Aviation and Flight, Nanjing University of Aeronautics and AstronauticsCollege of General Aviation and Flight, Nanjing University of Aeronautics and AstronauticsAbstract The optimization of total helicopter-unmanned aerial vehicle (UAV) coordinated search-and-rescue (SAR) time to buy time for follow-up rescue activities is an important problem in air rescue that needs to be solved. In this study, helicopter was used as a carrier for the remote taking-off and landing (TAL) of UAV. The helicopter-UAV rescue time optimization, in which UAV is responsible for low-altitude detection task, include the remote TAL site selection model for UAV, the SAR task allocation model of UAV, and helicopter-UAV coordinated SAR time optimization model. To address the high site selection cost for the local TAL mode of UAV, a remote TAL site selection model for UAV in helicopter-UAV coordinated SAR was constructed in this study. Subsequently, a weighted distance matrix among SAR points was introduced, and an improved task allocation model of UAV was constructed to overcome security conflicts, which easily occur when UAV frequently runs across the helicopter airways. Finally, a helicopter-UAV coordinated SAR time optimization model of multi-UAV parallel searching was built to improve the coordinated SAR efficiency with considerations to the performance of the helicopter. According to the sensitivity analysis based on the earthquake of Yushu, the improved model increased the SAR efficiency significantly under different numbers of SAR points compared with the traditional mode. Specifically, the site selection cost under 50 SAR points was reduced by 56.08%, but the SAR efficiency was improved by 37.3%. This finding also demonstrates that the proposed method can adapt to SAR tasks in a larger scale. The proposed method provides references to study helicopter-UAV coordinated SAR problems.https://doi.org/10.1038/s41598-025-14192-9Helicopter-UAV coordinated search-and-rescue timeUAV remote taking-off and landingSite selectionUAV task allocation
spellingShingle Ming Zhang
Ying Huo
Hanzhi Zhang
Jiale Duan
Faqiang Wen
Optimization of helicopter and UAV coordinated SAR time
Scientific Reports
Helicopter-UAV coordinated search-and-rescue time
UAV remote taking-off and landing
Site selection
UAV task allocation
title Optimization of helicopter and UAV coordinated SAR time
title_full Optimization of helicopter and UAV coordinated SAR time
title_fullStr Optimization of helicopter and UAV coordinated SAR time
title_full_unstemmed Optimization of helicopter and UAV coordinated SAR time
title_short Optimization of helicopter and UAV coordinated SAR time
title_sort optimization of helicopter and uav coordinated sar time
topic Helicopter-UAV coordinated search-and-rescue time
UAV remote taking-off and landing
Site selection
UAV task allocation
url https://doi.org/10.1038/s41598-025-14192-9
work_keys_str_mv AT mingzhang optimizationofhelicopteranduavcoordinatedsartime
AT yinghuo optimizationofhelicopteranduavcoordinatedsartime
AT hanzhizhang optimizationofhelicopteranduavcoordinatedsartime
AT jialeduan optimizationofhelicopteranduavcoordinatedsartime
AT faqiangwen optimizationofhelicopteranduavcoordinatedsartime