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水空跨域航行器能够在空气与水体之间实现跨介质运动,在海洋探测、水下搜救及军事侦察等领域具有广阔应用前景。然而,由于空气与水体之间存在显著的物理特性差异,航行器在跨介质运动过程中面临结构设计复杂度高、动力学建模难度大以及稳定控制难度高等挑战。本文在调研国内外相关研究成果的基础上,对水空跨域航行器领域的研究进展进行了系统综述。首先,从结构设计角度对现有航行器进行了分类,根据结构特点将其划分为仿生驱动型、结构重构型和切换型三类,并分析了各类航行器的特点与适用场景。随后,从动力学建模角度综述了航行器在空气与水体中的动力学特性差异,以及入水、离水等关键跨介质阶段的建模方法,并总结了跨域过程中涉及的关键问题。在控制系统设计方面,归纳了现有研究在姿态控制与跨介质过渡控制等方面的研究进展,对不同控制策略的特点进行了分析与总结。最后,对自主规划、智能控制及多航行器协同控制等未来研究方向进行了展望,以期为水空跨域航行器的后续研究与应用提供参考。
Abstract:Aquatic-aerial cross-domain vehicles are capable of achieving cross-medium motion between air and water, demonstrating broad application prospects in marine exploration, underwater rescue, and military reconnaissance. However, due to significant differences in physical properties between air and water, these vehicles face several challenges during cross-medium operations, including complex structural design, difficulties in dynamic modeling, and challenges in stable control. Based on a comprehensive review of relevant domestic and international studies, this paper systematically summarizes recent advances in aerial-aquatic cross-domain vehicle research. First, existing vehicles are classified into three categories according to structural characteristics: biomimetic-driven, reconfigurable, and transition-type vehicles, and their respective features and application scenarios are analyzed. Second, from the perspective of dynamic modeling, differences in vehicle dynamics between air and water are reviewed, along with modeling approaches for key processes such as water entry and water exit, and the main challenges in cross-medium motion are summarized. Furthermore, recent progress in control system design is reviewed, focusing on attitude control and cross-medium transition control, and the characteristics of different control strategies are discussed. Finally, future research directions, including autonomous planning, intelligent control, and cooperative control of multiple vehicles, are outlined, providing a reference for further development of aerial-aquatic cross-domain vehicle technologies.
[1]刘相知,崔维成.潜空水空跨域航行器的综述与分析[J].中国舰船研究,2019, 14:1-14.LIU X Z, CUI W C. An overview and analysis of the water-air amphibious vehicles[J]. Chinese Journal of Ship Research, 2019, 14:1-14.(in Chinese)
[2]MIRANDA P P, EVALD P J D O, BEDIN G R, et al.Hybrid unmanned aerial underwater vehicles:A survey on prototypes, taxonomy, challenges, and trends[J].Journal of Control, Automation and Electrical Systems,2025, 36(6):1196-1212.
[3]杨兴帮,梁建宏,文力,等.水空两栖跨介质无人飞行器研究现状[J].机器人,2018(1):102-114.YANG X B, LIANG J H, WEN L, et al. Research status of water-air amphibious trans-media unmanned vehicle[J]. Robot, 2018(1):102-114.(in Chinese)
[4]YAO G C, LI Y Z, ZHANG H Y, et al. Review of hybrid aquatic-aerial vehicle(HAAV):Classifications, current status, applications, challenges and technology perspectives[J]. Progress in Aerospace Sciences, 2023, 139:100902.
[5]WANG X Y, ZHAO J W, PEI X, et al. Bioinspiration review of aquatic unmanned aerial vehicle(AquaUAV)[J].Biomimetic Intelligence and Robotics, 2024, 4(2):100154.
[6]SUN Y, LIU X F, CAO K, et al. Design and theoretical research on aerial-aquatic vehicles:A review[J]. Journal of Bionic Engineering, 2023, 20(6):2512-2541.
[7]ZENG Z, LYU C X, BI Y B, et al. Review of hybrid aerial underwater vehicle:Cross-domain mobility and transitions control[J]. Ocean Engineering, 2022, 248:110840.
[8]YANG X B, WANG T M, LIANG J H, et al. Survey on the novel hybrid aquatic-aerial amphibious aircraft:Aquatic unmanned aerial vehicle(AquaUAV)[J]. Progress in Aerospace Sciences, 2015, 74:131-151.
[9]WANG X T, YANG X B, ZHAO J W, et al. Aquatic unmanned aerial vehicles(AquaUAV):Bionic prototypes,key technologies, analysis methods, and potential solutions[J]. Science China Technological Sciences, 2023,66(8):2308-2331.
[10]刘鹏,张泽涛,张会,等.水陆两栖飞行器耦合动力学建模与控制系统设计[J/OL]. 2026-01-27[2026-03-11]. https://link.cnki.net/urlid/44.1240.TP.20260126.1319.009.LIU P, ZHANG Z T, ZHANG H, et al. Coupling dynamics modeling and control system design for aquatic unmanned aerial vehicles[J/OL]. 2026-01-27[2026-03-11]. Control Theory&Applications. https://link. cnki.net/urlid/44.1240.TP.202601 26.1319.009.(in Chinese)
[11]MENG Y H, YE H, YANG X F, et al. Design and analysis of a multimodal hybrid amphibious vehicle[J]. IEEE/ASME Transactions on Mechatronics, 2025, 30(6):7161-7171.
[12]LIU K, XIAO J H, PENG H, et al. Transition strategy for unmanned aerial-aquatic vehicles(UAAVs):A survey[J/OL]. 2026-01-04[2026-03-11]. https://doi.org/10.1002/rob.70138, 202 6-01-04/2026-03-11.
[13]WEISSHAAR T A. Morphing aircraft systems:Historical perspectives and future challenges[J]. Journal of Aircraft, 2013, 50(2):337-353.
[14]LOCK R J, VAIDYANATHAN R, BURGESS S C. Development of a biologically inspired multi-modal wing model for aerial-aquatic robotic vehicles[C]//2010 IEEE/RSJ International Conference on Intelligent Robots and Systems, Taipei, Taiwan, October 18-22, 2010.
[15]IZRAELEVITZ J S, TRIANTAFYLLOU M S. A novel degree of freedom in flapping wings shows promise for a dual aerial/aquatic vehicle propulsor[C]//2015 IEEE International Conference on Robotics and Automation(ICRA).Seattle, USA, June 26-30, 2015.
[16]朱莎.水空两用无人机动力系统设计与研究[D].南昌:南昌航空大学,2012.ZHU S. The design and research of power system in water-air UAV[D]. Nanchang:Nanchang Hangkong University, 2012.(in Chinese)
[17]LIANG J H, YANG X B, WANG T M, et al. Design and experiment of a bionic gannet for plunge-diving[J]. Journal of Bionic Engineering, 2013, 10(3):282-291.
[18]YANG X B, WANG T M, LIANG J H, et al. Submersible unmanned aerial vehicle concept design study[C]//2013 Aviation Technology, Integration, and Operations Conference. Los Angeles, USA, August 12-15, 2013.
[19]GUO D, BACCIAGLIA A, SIMPSON M, et al. Design and development a bimodal unmanned system[C]//AIAA Scitech 2019 Forum. San Diego, USA, January 07-11,2019.
[20]SIDDALL R, ORTEGA ANCEL A, KOVAČM. Wind and water tunnel testing of a morphing aquatic micro air vehicle[J]. Interface Focus, 2017, 7(1):20160085.
[21]YAO G C, LIANG J H, WANG T M, et al. Submersible unmanned flying boat:Design and experiment[C]//2014IEEE International Conference on Robotics and Biomimetics(ROBIO 2014). Bali, Indonesia, December 05-10,2014.
[22]SIDDALL R, KOVAC M. Fast aquatic escape with a jet thruster[J]. IEEE/ASME Transactions on Mechatronics,2016, 22(1):217-226.
[23]ZHANG K, CHERMPRAYONG P, ALHINAI T M, et al.Spidermav:Perching and stabilizing micro aerial vehicles with bio-inspired tensile anchoring systems[C]//2017 IEEE/RSJ International Conference on Intelligent Robots and Systems(IROS). Vancouver, Canada, September 24-28, 2017.
[24]STEWART W, WEISLER W, MACLEOD M, et al. Design and demonstration of a seabird-inspired fixed-wing hybrid UAV-UUV system[J]. Bioinspiration&biomimetics, 2018, 13(5):56013.
[25]MA K Y, CHIRARATTANANON P, FULLER S B, et al.Controlled flight of a biologically inspired, insect-scale robot[J]. Science, 2013, 340(6132):603-607.
[26]CHEN Y F, WANG H Q, HELBLING E F, et al. A biologically inspired, flapping-wing, hybrid aerial-aquatic microrobot[J]. Science Robotics, 2017, 2(11):5619.
[27]HOU T G, YANG X B, SU H H, et al. Design and experiments of a squid-like aquatic-aerial vehicle with soft morphing fins and arms[C]//2019 International Conference on Robotics and Automation(ICRA). Montreal,Canada, May 20-24, 2019.
[28]ZUFFEREY R, ANCEL A O, FARINHA A, et al. Consecutive aquatic jump-gliding with water-reactive fuel[J]. Science Robotics, 2019, 4(34):7330.
[29]STEWART W, WEISLER W, ANDERSON M, et al. Dynamic modeling of passively draining structures for aerialaquatic unmanned vehicles[J]. IEEE Journal of Oceanic Engineering, 2019, 45(3):840-850.
[30]YOUNG T. Design and testing of an air-deployed unmanned underwater vehicle[C]//14th AIAA Aviation Technology, Integration, and Operations Conference. Atlanta, USA, May 20-24, 2014.
[31]TAN Y H, SIDDALL R, KOVAC M. Efficient aerialaquatic locomotion with a single propulsion system[J].IEEE Robotics and Automation Letters, 2017, 2(3):1304-1311.
[32]MOORE J, FEIN A, SETZLER W. Design and analysis of a fixed-wing unmanned aerial-aquatic vehicle[C]//2018 IEEE international conference on robotics and automation(ICRA). Brisbane, Australia, May 21-25, 2018.
[33]WEISLER W, STEWART W, ANDERSON M B, et al.Testing and characterization of a fixed wing cross-domain unmanned vehicle operating in aerial and underwater environments[J]. IEEE Journal of Oceanic Engineering,2017, 43(4):969-982.
[34]ZUFFEREY R, ANCEL A O, RAPOSO C, et al. Sailmav:Design and implementation of a novel multi-modal flying sailing robot[J]. IEEE Robotics and Automation Letters, 2019, 4(3):2894-2901.
[35]ROCKENBAUER F M, JEGER S L, BELTRAN L, et al.Dipper:A dynamically transitioning aerial-aquatic unmanned vehicle[C]//Robotics:Science and Systems. Virtual, Online, July 12-16, 2021.
[36]WEI Z Y, TENG Y H, MENG X Y, et al. Lifting-principle-based design and implementation of fixed-wing unmanned aerial-underwater vehicle[J]. Journal of Field Robotics, 2022, 39(6):694-711.
[37]WANG Z J, JIANG Y H, ZOU Z H, et al. Design and implementation of a multimodal tilt-rotor unmanned aerial-aquatic vehicle[J]. Journal of Field Robotics, 2025,42(5):1766-1782.
[38]LIN H, XIAO J H, TANG W T, et al. Mechanical design and evaluation of a bionic aerial-aquatic vehicle[C]//2024 10th International Conference on Electrical Engineering, Control and Robotics(EECR). Guangzhou,China, April 19-21, 2024.
[39]XIA M H, WANG B C, LUO Z R. Design and experiment of a multimodal aerial aquatic vehicle with morphing wing and tilting rotors[J]. Advances in Mechanical Engineering, 2025, 17(2):1.
[40]CHENG J Q, HUANG D Z, HE H K, et al. Air-water dynamic performance analysis of a cross-medium foldable-wing vehicle[J]. Fluids, 2025, 10(10):254.
[41]DREWS P L J, NETO A A, Campos M F M. Hybrid unmanned aerial underwater vehicle:Modeling and simulation[C]//2014 IEEE/RSJ International Conference on Intelligent Robots and Systems. Chicago, USA, September14-18, 2014.
[42]MAIA M M, SONI P, DIEZ F J. Demonstration of an aerial and submersible vehicle capable of flight and underwater navigation with seamless air-water transition[J/OL].2015-07-07[2026-03-11]. https://doi. org/10.48550/arXiv.1507.01932.
[43]BERSHADSKY D, HAVILAND S, VALDEZ P E, et al.Design considerations of submersible unmanned flying vehicle for communications and underwater sampling[C]//OCEANS 2016 MTS/IEEE Monterey. Monterey, USA,September 19-23, 2016.
[44]MAIA M M, MERCADO D A, DIEZ F J. Design and implementation of multirotor aerial-underwater vehicles with experimental results[C]//2017 IEEE/RSJ International Conference on Intelligent Robots and Systems(IROS).Vancouver, Canada, September 24-28, 2017.
[45]RAVELL D A M, MAIA M M, DIEZ F J. Modeling and control of unmanned aerial/underwater vehicles using hybrid control[J]. Control Engineering Practice, 2018,76:112-122.
[46]ALZU′BI H, MANSOUR I, RAWASHDEH O. Loon copter:Implementation of a hybrid unmanned aquatic-aerial quadcopter with active buoyancy control[J]. Journal of Field Robotics, 2018, 35(5):764-778.
[47]ZHA J, THACHER E, KROEGER J, et al. Towards breaching a still water surface with a miniature unmanned aerial underwater vehicle[C]//2019 International Conference on Unmanned Aircraft Systems(ICUAS). Atlanta,USA, June 11-14, 2019.
[48]TAN Y H, CHEN B M. A morphable aerial-aquatic quadrotor with coupled symmetric thrust vectoring[C]//2020 IEEE international conference on robotics and automation(ICRA). Paris, France, May 31-June 04, 2020.
[49]LU D, XIONG C K, ZHOU H X, et al. Design, fabrication, and characterization of a multimodal hybrid aerial underwater vehicle[J]. Ocean Engineering, 2021, 219:108324.
[50]BI Y B, JIN Y F, LYU C X, et al. Nezha-mini:Design and locomotion of a miniature low-cost hybrid aerial underwater vehicle[J]. IEEE Robotics and Automation Letters, 2022, 7(3):6669-6676.
[51]QIN K C, TANG W, ZHONG Y D, et al. An aerialaquatic robot with tunable tilting motors capable of multimode motion[J]. Advanced Intelligent Systems, 2023, 5(11):2300193.
[52]LIU X C, DOU M H, HUANG D Y, et al. TJ-FlyingFish:Design and implementation of an aerial-aquatic quadrotor with tiltable propulsion units[J/OL]. 2023-01-29[2026-03-11]. https://doi. org/10.48550/arXiv. 2301.12344.
[53]HUANG D Y, LIU X C, DOU M H, et al. Systematizing rotor-based morphable unmanned aerial-aquatic vehicles design:From theory to prototype[C]//OCEANS 2024-Singapore. Singapore, Singapore, 2024.
[54]SUN X R, CAO J, LI Y, et al. Design and field test of a foldable wing unmanned aerial-underwater vehicle[J].Journal of Field Robotics, 2024, 41(2):347-373.
[55]LIU Y F, LI C, LI J J, et al. Wukong:Design, modeling and control of a compact flexible hybrid aerial-aquatic vehicle[J]. IEEE Robotics and Automation Letters, 2024,10(2):1417-1424.
[56]LIU K, XIAO J H, LIN H, et al. SurfAAV:Design and implementation of a novel multimodal surfing aquatic-aerial vehicle[J]. IEEE Robotics and Automation Letters,2025, 10(11):11490-11497.
[57]SUN Y, XU Y Z, LU K J, et al. A transverse bi-rotor aerial-aquatic robot based on coupled vector power system[J]. IEEE/ASME Transactions on Mechatronics,2025, 31(1):301-311.
[58]WANG T M, YANG X B, LIANG J H, et al. CFD based investigation on the impact acceleration when a gannet impacts with water during plunge diving[J]. Bioinspiration&Biomimetics, 2013, 8(3):036006.
[59]LIANG J H, YAO G C, WANG T M, et al. Wing load investigation of the plunge-diving locomotion of a gannet Morus inspired submersible aircraft[J]. Science China Technological Sciences, 2014, 57(2):390-402.
[60]ALZU′BI H, AKINSANYA O, KAJA N, et al. Evaluation of an aerial quadcopter power-plant for underwater operation[C]//2015 10th international symposium on mechatronics and its applications(ISMA). Sharjah, United Arab Emirates, 2015.
[61]VILLEGAS A, MISHKEVICH V, GULAK Y, et al.Analysis of key elements to evaluate the performance of a multirotor unmanned aerial-aquatic vehicle[J]. Aerospace Science and Technology, 2017, 70:412-418.
[62]GUO D. Modelling and experimental investigations of a bi-modal unmanned underwater/air system[D]. Melbourne:RMIT University, 2024.
[63]HORN A C, PINHEIRO P M, SILVA C B, et al. A study on configuration of propellers for multirotor-like hybrid aerial-aquatic vehicles[C]//2019 19th International Conference on Advanced Robotics(ICAR). Belo Horizonte, Brazil, 2019.
[64]WU J H, WANG X Y, PEI X, et al. Design and simulation analysis of mantle cavity of jet thruster[C]//2023 International Conference on Frontiers of Robotics and Software Engineering(FRSE). Changsha, China, March 17-19, 2023.
[65]WANG X Y, PEI X, WU J H, et al. Design, fabrication and fine-tuning of an aerial-aquatic explosive water-jet thruster with repeatable propulsion capability[C]//2023IEEE International Conference on Robotics and Biomimetics(ROBIO). Koh Samui, Thailand, December 04-09,2023.
[66]WANG X Y, PEI X, ZHU R X, et al. Cavity-membrane-based water-jet bio-inspired thruster with multidirectional accelerating capability[J]. IEEE/ASME Transactions on Mechatronics, 2023, 29(5):3312-3323.
[67]MERCADO D, MAIA M, DÍEZ F J. Aerial-underwater systems, a new paradigm in unmanned vehicles[J]. Journal of Intelligent&Robotic Systems, 2019, 95(1):229-238.
[68]FOSSEN T I. Handbook of marine craft hydrodynamics and motion control[M]. John Wiley&Sons, 2011.
[69]WEI T, LI J, ZENG Z, et al. Trans-media resistance investigation of hybrid aerial underwater vehicle base on hydrodynamic experiments and machine learning[J]. Ocean Engineering, 2022, 266:112808.
[70]YANG X B, WANG T M, LIANG J H, et al. Numerical analysis of biomimetic gannet impacting with water during plunge-diving[C]//2012 IEEE International Conference on Robotics and Biomimetics(ROBIO). Guangzhou,China, December 11-15, 2012.
[71]ARMANINI S F, SIDDALL R, KOVAC M. Modelling and simulation of a bioinspired aquatic micro aerial vehicle[C]//AIAA aviation 2019 forum. Dallas, USA, June17-21, 2019.
[72]HU J H, XU B W, FENG J F, et al. Research on waterexit and take-off process for morphing unmanned submersible aerial vehicle[J]. China Ocean Engineering,2017, 31(2):202-209.
[73]CHEN Y Q, LIU Y W, MENG Y R, et al. System modeling and simulation of an unmanned aerial underwater vehicle[J]. Journal of Marine Science and Engineering,2019, 7(12):444.
[74]HOU T G, YANG X B, WANG T M, et al. Locomotor transition:how squid jet from water to air[J]. Bioinspiration&Biomimetics, 2020, 15(3):36014.
[75]OSHER S, SETHIAN J A. Fronts propagating with curvature-dependent speed:Algorithms based on Hamilton-Jacobi formulations[J]. Journal of computational physics,1988, 79(1):12-49.
[76]ZHANG C, ZHU Y, WU D, et al. Smoothed particle hydrodynamics:Methodology development and recent achievement[J]. Journal of Hydrodynamics, 2022, 34(5):767-805.
[77]HU X, WANG C, WEI Y. Water entry of a projectile impacting the floating structure with an optimised computational fluid dynamics-discrete element:Fluid-solid interaction and multi-scale fracture dynamics[J]. Journal of Fluid Mechanics, 2026, 1029:19.
[78]HORN A C, PINHEIRO P M, GRANDO R B, et al. A novel concept for hybrid unmanned aerial underwater vehicles focused on aquatic performance[C]//2020 Latin American robotics symposium(LARS), 2020 Brazilian symposium on robotics(SBR)and 2020 workshop on robotics in education(WRE). Natal, Brazil, November18-22, 2020.
[79]HUANG J G, SUN Y L, WANG T M, et al. Fluid-structure interaction hydrodynamics analysis on a deformed bionic flipper with non-uniformly distributed stiffness[J].IEEE Robotics and Automation Letters, 2020, 5(3):4657-4662.
[80]LYU C X, LU D, XIONG C K, et al. Toward a gliding hybrid aerial underwater vehicle:Design, fabrication,and experiments[J]. Journal of Field Robotics, 2022, 39(5):543-556.
[81]WEI T J, LU D, ZENG Z, et al. Trans-media kinematic stability analysis for hybrid unmanned aerial underwater vehicle[J]. Journal of Marine Science and Engineering,2022, 10(2):275.
[82]XIONG X, ZHANG X Y, HUANG Y H, et al. Bionic collapsible wings in aquatic-aerial robot[C]//2025 IEEE International Conference on Cyborg and Bionic Systems(CBS). Beijing, China, October 17-19, 2025.
[83]NETO A A, MOZELLI L A, DREWS P L J, et al. Attitude control for a hybrid unmanned aerial underwater vehicle:A robust switched strategy with global stability[C]//2015 IEEE International Conference on Robotics and Automation. Seattle, USA, June 26-30, 2015.
[84]QI D, FENG J F, LI Y L. Dynamic model and ADRC of a novel water-air unmanned vehicle for water entry with in-ground effect[J]. Journal of Vibroengineering, 2016,18(6):3743-3756.
[85]QI D, FENG J F, XU B W, et al. Water exit model and takeoff control for a morphing cross-media vehicle[J].Journal of the Chinese Institute of Engineers, 2017, 40(2):110-117.
[86]MA Z C, FENG J F, YANG J. Research on vertical airwater trans-media control of hybrid unmanned aerial underwater vehicles based on adaptive sliding mode dynamical surface control[J]. International Journal of Advanced Robotic Systems, 2018, 15(2):1.
[87]LU D, XIONG C K, ZENG Z, et al. Adaptive dynamic surface control for a hybrid aerial underwater vehicle with parametric dynamics and uncertainties[J]. IEEE Journal of Oceanic Engineering, 2019, 45(3):740-758.
[88]LU D, GUO Y H, XIONG C K, et al. Takeoff and landing control of a hybrid aerial underwater vehicle on disturbed water’s surface[J]. IEEE Journal of Oceanic Engineering, 2021, 47(2):295-311.
[89]CHEN G M, LIU A, HU J H, et al. Attitude and altitude control of unmanned aerial-underwater vehicle based on incremental nonlinear dynamic inversion[J]. IEEE Access, 2020, 8:156129-156138.
[90]CHEN Q, ZHU D Q, LIU Z B. Attitude control of aerial and underwater vehicles using single-input fuzzy P+ID controller[J]. Applied Ocean Research, 2021, 107:102460.
[91]HU R, LU D, XIONG C K, et al. Modeling, characterization and control of a piston-driven buoyancy system for a hybrid aerial underwater vehicle[J]. Applied Ocean Research, 2022, 120:102925.
[92]MENG Y H, ZHANG Y, YE H, et al. Trajectory tracking control for unmanned amphibious surface vehicles with actuator faults[J]. Applied Ocean Research, 2024,152:104182.
[93]MENG Y H, ZHANG Y, YE H, et al. Prescribed-time fault-tolerant tracking control for aquatic-aerial unmanned amphibious vehicles[J]. Aerospace Science and Technology, 2025:110872.
[94]MENG Y H, ZHANG Y, YE H, et al. Fixed-time tracking control of amphibious unmanned surface vehicle:Theory and experimentation[J]. IEEE Transactions on Industrial Electronics, 2026, 73(5):7307-7317.
[95]MENG Y H, TANG H R, WU D, et al. Full-actuated system approach for an amphibious unmanned surface vehicle based on fixed-time trajectory tracking controller[C]//2025 4th Conference on Fully Actuated System Theory and Applications. Nanjing, China, April 12-13,2025.
[96]BOUKOBERINE M N, ZHOU Z, BENBOUZID M. A critical review on unmanned aerial vehicles power supply and energy management:Solutions, strategies, and prospects[J]. Applied Energy, 2019, 255:113823.
[97]LIU H X, HUANG L, YE H. Autonomous path planning strategy for water-air amphibious vehicle based on improved A*algorithm[C]//2020 IEEE 18th International Conference on Industrial Informatics. Warwick, United Kingdom, July 20-23, 2020.
[98]SU X C, WU Y, GUO F, et al. Trajectory optimization of an unmanned aerial-aquatic rotorcraft navigating between air and water[J]. International Journal of Advanced Robotic Systems, 2021, 18(2):1.
[99]GRANDO R B. Deep reinforcement learning for mapless navigation of a hybrid aerial underwater vehicle with medium transition[C]//2021 IEEE International Conference on Robotics and Automation. Xi′an, China, May 30-June04, 2021.
[100]YANG X F, SHI Y L, LIU W, et al. Global path planning algorithm based on double DQN for multi-tasks amphibious unmanned surface vehicle[J]. Ocean Engineering, 2022, 266:112809.
[101]PINHEIRO P M, NETO A A, GRANDO R B, et al.Trajectory planning for hybrid unmanned aerial underwater vehicles with smooth media transition[J]. Journal of Intelligent&Robotic Systems, 2022, 104(3):46.
[102]XIONG Y, ZHANG P F, CHEN D, et al. Trajectory planning towards water-air trans-media motion for robotic dolphin[C]//2024 China Automation Congress. Qingdao, China, October 25-27, 2024.
[103]WU T, WANG R H, ZHANG Y, et al. Global path planning for amphibious unmanned vehicles with multiple constraints via deep reinforcement learning[C]//2024 14th Asian Control Conference. Dalian, China,July 22-25, 2024.
[104]YIN S H, XIANG Z R. Energy-constrained collaborative path planning for heterogeneous amphibious unmanned surface vehicles in obstacle-cluttered environments[J]. Ocean Engineering, 2025, 330:121241.
[105]YIN S H, HU J B, XIANG Z R. Multi-objective collaborative path planning for multiple water-air unmanned vehicles in cramped environments[J]. Expert Systems with Applications, 2025, 292:128625.
[106]沈跃,孙浩,沈亚运,等.基于改进A算法的水空两栖机器人多目标路径规划[J].农业工程学报,2025,41(6):62-70.SHEN Y, SUN H, SHEN Y Y, et al. Multi-objective path planning of water-air amphibious robots based on improved A algorithm[J]. Transactions of the Chinese Society of Agricultural Engineering, 2025, 41(6):62-70.(in Chinese)
[107]WU D, MENG Y H, ZHANG Y, et al. APG-DDQN:Expert-guided deep reinforcement learning for AUSV local path planning with modal switching in unstructured environments[J]. Ocean Engineering, 2026, 352:124632.
[108]COSTA D J J, KICH V A, KOLLING A H, et al. Image-based mapless navigation of a hybrid aerial-underwater vehicle using prioritized deep reinforcement learning[J]. Journal of Intelligent&Robotic Systems, 2025,111(1):27.
基本信息:
DOI:10.19942/j.issn.2096-5915.2026.03.25
中图分类号:U664.82;TP273.5;V249
引用信息:
[1]孟宇航,吴东,唐浩然,等.水空跨域航行器:跨介质动力学与智能控制研究进展[J].无人系统技术,2026,9(03):1-16.DOI:10.19942/j.issn.2096-5915.2026.03.25.
基金信息:
国家自然科学基金(62373191); 国家建设高水平大学公派研究生项目(CSC202506840048); 江苏省研究生科研与实践创新计划项目(SJCX25_0178)
2026-06-15
2026-06-15