Acta Geodaetica et Cartographica Sinica ›› 2026, Vol. 55 ›› Issue (6): 975-989.doi: 10.11947/j.AGCS.2026.20250525
• Empowering Low-altitude Economy with Intelligent Geospatial Surveying • Previous Articles
Qinghua GUO1(
), Zekun YANG1, Zhiyong QI1, Yixuan ZHANG1, Zhixin CHENG1, Kang LIU1,2, Kai CHENG1, Ang CHEN1, Luyi YANG3
Received:2025-12-16
Revised:2026-06-05
Published:2026-07-28
About author:GUO Qinghua (1973—), male, PhD, professor, majors in LiDAR remote sensing. E-mail: guo.qinghua@pku.edu.cn
Supported by:CLC Number:
Qinghua GUO, Zekun YANG, Zhiyong QI, Yixuan ZHANG, Zhixin CHENG, Kang LIU, Kai CHENG, Ang CHEN, Luyi YANG. Geospatial information empowering the low-altitude economy: key technological breakthroughs and industrial development[J]. Acta Geodaetica et Cartographica Sinica, 2026, 55(6): 975-989.
| [1] | 中共中央, 国务院. 国家综合立体交通网规划纲要[EB/OL]. (2021-02-24) [2026-06-05]. https://www.gov.cn/zhengce/2021-02/24/content_5588654.htm. |
| CPC Central Committee, State Council. National comprehensive three-dimensional transportation network planning outline[EB/OL]. (2021-02-24) [2026-06-05]. https://www.gov.cn/zhengce/2021-02/24/content_5588654.htm. | |
| [2] | 中国共产党中央委员会. 中共中央关于制定国民经济和社会发展第十五个五年规划的建议[EB/OL]. (2025-10-23) [2026-06-05]. https://www.gov.cn/gongbao/2025/issue_12386/202511/content_7047415.html. |
| Central Committee of the Communist Party of China. Recommendations of the Central Committee of the Communist Party of China for formulating the 15th Five-Year Plan for national economic and social development[EB/OL]. (2025-10-23) [2026-06-05]. https://www.gov.cn/gongbao/2025/issue_12386/202511/content_7047415.html. | |
| [3] | 沈映春. 低空经济的内涵、特征和运行模式[J]. 新疆师范大学学报(哲学社会科学版), 2025, 46(1): 108-117. |
| SHEN Yingchun. Low-altitude economy: definition, characteristics and operation modes[J]. Journal of Xinjiang Normal University (Philosophy and Social Sciences), 2025, 46(1): 108-117. | |
| [4] | 中国社会科学院大学, 上海低空经济产业发展有限公司. 低空经济蓝皮书:低空经济发展报告(2025)[M]. 北京: 社会科学文献出版社, 2025. |
| University of Chinese Academy of Social Sciences, Shanghai Low-Altitude Economic Industry Development Co., Ltd.. Blue book of low-altitude economy: annual report on the development of low-altitude economy (2025)[M]. Beijing: Social Sciences Academic Press (China), 2025. | |
| [5] | 豆书龙, 张世伟, 丁大增. 从低空管理到低空治理:政策演进、研究脉络与前瞻趋势[J/OL]. 新疆师范大学学报(哲学社会科学版), 2025: 1-15[2026-06-05]. https://doi.org/10.14100/j.cnki.65-1039/g4.20251114.001. |
| DOU Shulong, ZHANG Shiwei, DING Dazeng. From low-altitude management to low-altitude governance: policy evolution, research trajectories, and future trends[J/OL]. Journal of Xinjiang Normal University (Edition of Philosophy and Social Sciences), 2025: 1-15[2026-06-05]. https://doi.org/10.14100/j.cnki.65-1039/g4.20251114.001. | |
| [6] | 廖小罕, 黄耀欢, 刘霞. 低空经济时代地理信息科技发展的机遇和挑战[J]. 地球信息科学学报, 2025, 27(1): 1-9. |
| LIAO Xiaohan, HUANG Yaohuan, LIU Xia. Opportunities and challenges in developing geographic information science and technology in the era of the low-altitude economy[J]. Journal of Geo-information Science, 2025, 27(1): 1-9. | |
| [7] | 廖勇, 覃录智, 刘思其. 无人机在低空经济中的应用综述[J]. 贵州大学学报(自然科学版), 2025, 42(4): 60-72. |
| LIAO Yong, QIN Luzhi, LIU Siqi. A review of the application of unmanned aerial vehicle in low altitude[J]. Journal of Guizhou University (Natural Sciences), 2025, 42(4): 60-72. | |
| [8] | 秦勇, 孟凡腾, 张紫城, 等. 轨道交通基础设施自主无人机智能巡检体系框架及其技术发展综述[J]. 北京交通大学学报, 2025, 49(5): 145-175. |
| QIN Yong, MENG Fanteng, ZHANG Zicheng, et al. Autonomous UAV-based intelligent inspection framework for rail transit infrastructure: a review of technological developments[J]. Journal of Beijing Jiaotong University, 2025, 49(5): 145-175. | |
| [9] | 李章萍, 马怡君. 国内外无人机交通管理系统比较[J]. 科技导报, 2024, 42(8): 91-100. |
| LI Zhangping, MA Yijun. Comparative study on unmanned aircraft system traffic management systems at home and abroad[J]. Science & Technology Review, 2024, 42(8): 91-100. | |
| [10] | HILL B, DECARME D. Urban air mobility (UAM) vision concept of operations (ConOps) UAM maturity level (UML)-4 overview[C]//Proceedings of 2021 AAM Ecosystem Crosscutting Working Group. [S.l.]: IEEE, 2021. |
| [11] | 王姣娥, 杜德林. 低空经济的地理学释义与低空人地系统理论解析[J]. 资源科学, 2025, 47(8): 1628-1639. |
| WANG Jiaoe, DU Delin. Geographical interpretation of low-altitude economy and theoretical analysis of low-altitude human-environment system[J]. Resources Science, 2025, 47(8): 1628-1639. | |
| [12] | 廖小罕, 汤安琪, 岳焕印, 等. 无人机组网遥感:“高频次迅捷”到“全时全域”演进[J]. 遥感学报, 2025, 29(6): 1515-1528. |
| LIAO Xiaohan, TANG Anqi, YUE Huanyin, et al. Networked drone remote sensing: evolution from “high-frequency and rapid response” to “all-time and all-area coverage”[J]. National Remote Sensing Bulletin, 2025, 29(6): 1515-1528. | |
| [13] | 傅惠, 崔煜, 赵佳虹, 等. 低空无人机物流配送研究与应用综述[J]. 工业工程, 2025, 28(1): 9-21. |
| FU Hui, CUI Yu, ZHAO Jiahong, et al. A review of research and applications in low-altitude logistics and delivery using unmanned aerial vehicles[J]. Industrial Engineering Journal, 2025, 28(1): 9-21. | |
| [14] | 于洋, 魏尧, 王靖云, 等. 低空物流关键技术发展及挑战[J]. 长沙理工大学学报(自然科学版), 2025, 22(4): 20-56. |
| YU Yang, WEI Yao, WANG Jingyun, et al. Key technology development and challenges of low-altitude logistics[J]. Journal of Changsha University of Science & Technology (Natural Science), 2025, 22(4): 20-56. | |
| [15] | 陈林, 缪志强, 王祥科, 等. 自主飞行器技术及其在低空经济中的应用综述[J]. 机器人, 2025, 47(3): 470-496. |
| CHEN Lin, MIAO Zhiqiang, WANG Xiangke, et al. Overview on autonomous aircraft technology and its application to low-altitude economy[J]. Robot, 2025, 47(3): 470-496. | |
| [16] | 王勇, 岑宗羲, 何正龙, 等. 低空无人机遥感技术在公路巡检中的应用进展、挑战和前景[J]. 资源科学, 2025, 47(8): 1675-1688. |
| WANG Yong, CEN Zongxi, HE Zhenglong, et al. Application progress, challenges, and prospects of low-altitude UAV remote sensing technology in highway inspection[J]. Resources Science, 2025, 47(8): 1675-1688. | |
| [17] | MA Zhaowei, YAO Wenchen, NIU Yifeng, et al. UAV low-altitude obstacle detection based on the fusion of LiDAR and camera[J]. Autonomous Intelligent Systems, 2021, 1(1): 12. |
| [18] | GUO Qinghua, SU Yanjun, HU Tianyu, et al. LiDAR boosts 3D ecological observations and modelings: a review and perspective[J]. IEEE Geoscience and Remote Sensing Magazine, 2021, 9(1): 232-257. |
| [19] | GUAN Hongcan, SUN Xiliang, SU Yanjun, et al. UAV-LiDAR aids automatic intelligent powerline inspection[J]. International Journal of Electrical Power & Energy Systems, 2021, 130: 106987. |
| [20] | CHEN Sidao, ZHANG Xuejun, ZHANG Zuyao, et al. Optimizing low-altitude urban airspace: identifying free route airspace and control points through spatial analysis[J]. International Journal of Aeronautical and Space Sciences, 2026, 27(2): 1642-1659. |
| [21] | TANG Daoze, TANG Shuyun, WANG Yalin, et al. A global object-oriented dynamic network for low-altitude remote sensing object detection[J]. Scientific Reports, 2025, 15: 19071. |
| [22] | YI Jia, ZHANG Honghai, WANG Fei, et al. An operational capacity assessment method for an urban low-altitude unmanned aerial vehicle logistics route network[J]. Drones, 2023, 7(9): 582. |
| [23] | CHEN Han, LU Peng. Real-time identification and avoidance of simultaneous static and dynamic obstacles on point cloud for UAVs navigation[J]. Robotics and Autonomous Systems, 2022, 154: 104124. |
| [24] | XU Zhefan, ZHAN Xiaoyang, CHEN Baihan, et al. A real-time dynamic obstacle tracking and mapping system for UAV navigation and collision avoidance with an RGB-D camera[C]//Proceedings of 2023 IEEE International Conference on Robotics and Automation. London: IEEE, 2023: 10645-10651. |
| [25] | TSOKAS A, RYSZ M, PARDALOS P M, et al. SAR data applications in earth observation: an overview[J]. Expert Systems with Applications, 2022, 205: 117342. |
| [26] | AO Zurui, HU Xiaomei, TAO Shengli, et al. A national-scale assessment of land subsidence in China's major cities[J]. Science, 2024, 384(6693): 301-306. |
| [27] | ZHAO Xin, DONG Jie, LABORATORY H L, et al. A review of SAR tomography[J]. Geo-spatial Information Science, 2025, 28(5): 2019-2062. |
| [28] | 李震, 张平, 乔海伟, 等. 层析SAR地表参数信息提取研究进展[J]. 雷达学报, 2021, 10(1): 116-130. |
| LI Zhen, ZHANG Ping, QIAO Haiwei, et al. Advances in information extraction of surface parameters using tomographic SAR[J]. Journal of Radars, 2021, 10(1): 116-130. | |
| [29] | 冯雷, 石鑫, 吴琼, 等. 公路场景中低空多源数据融合方法综述[J]. 传感器与微系统, 2025, 44(7): 1-5. |
| FENG Lei, SHI Xin, WU Qiong, et al. Review of low-altitude multi-source data fusion methods in highway scenario[J]. Transducer and Microsystem Technologies, 2025, 44(7): 1-5. | |
| [30] | ALDAO E, GONZÁLEZ-DE SANTOS L M, GONZÁLEZ-JORGE H. LiDAR based detect and avoid system for UAV navigation in UAM corridors[J]. Drones, 2022, 6(8): 185. |
| [31] | ARROYO H, KEIR P, ANGUS D, et al. Segmentation of drone collision hazards in airborne RADAR point clouds using PointNet[J]. IEEE Transactions on Intelligent Transportation Systems, 2024, 25(11): 17762-17777. |
| [32] | 裴少通, 孙海超, 孙志周, 等. 基于DI-PointNet的变电站主设备点云高精度语义分割方法[J]. 电工技术学报, 2025, 40(9): 2917-2930. |
| PEI Shaotong, SUN Haichao, SUN Zhizhou, et al. High-precision semantic segmentation of point clouds for primary equipment in substations based on DI-PointNet[J]. Transactions of China Electrotechnical Society, 2025, 40(9): 2917-2930. | |
| [33] | 陈俊英, 白童垚, 赵亮. 互注意力融合图像和点云数据的3D目标检测[J]. 光学精密工程, 2021, 29(9): 2247-2254. |
| CHEN Junying, BAI Tongyao, ZHAO Liang. 3D object detection based on fusion of point cloud and image by mutual attention[J]. Optics and Precision Engineering, 2021, 29(9): 2247-2254. | |
| [34] | YI Shi, LIU Xi, LI Junjie, et al. UAVformer: a composite transformer network for urban scene segmentation of UAV images[J]. Pattern Recognition, 2023, 133: 109019. |
| [35] | MILDENHALL B, SRINIVASAN P P, TANCIK M, et al. NeRF: representing scenes as neural radiance fields for view synthesis[C]//Proceedings of 2020 ECCV. Cham: Springer International Publishing, 2020: 405-421. |
| [36] | KERBL B, KOPANAS G, LEIMKUEHLER T, et al. 3D Gaussian splatting for real-time radiance field rendering[J]. ACM Transactions on Graphics, 2023, 42(4): 1-14. |
| [37] | 王纪武, 王奕宁, 章俊屾. 低空经济下低空空域利用的规划应对策略[J]. 规划师, 2025, 41(4): 31-38. |
| WANG Jiwu, WANG Yining, ZHANG Junshen. Planning response strategies for the utilization of low-altitude airspace in the context of low-altitude economy[J]. Planners, 2025, 41(4): 31-38. | |
| [38] | 廖小罕, 屈文秋, 徐晨晨, 等. 城市空中交通及其新型基础设施低空公共航路研究综述[J]. 航空学报, 2023, 44(24): 1-29. |
| LIAO Xiaohan, QU Wenqiu, XU Chenchen, et al. A review of urban air mobility and its new infrastructure low-altitude public routes[J]. Acta Aeronautica et Astronautica Sinica, 2023, 44(24): 1-29. | |
| [39] | 廖小罕, 徐晨晨, 叶虎平, 等. 无人机应用发展关键基础设施与低空公共航路网规划[J]. 中国科学院院刊, 2022, 37(7): 977-988. |
| LIAO Xiaohan, XU Chenchen, YE Huping, et al. Critical infrastructures for developing UAVs' applications and low-altitude public air-route network planning[J]. Bulletin of Chinese Academy of Sciences, 2022, 37(7): 977-988. | |
| [40] | 王炜文, 包杰, 陈方骁, 等. 多源数据驱动的城市低空出行公共航路网络双层规划方法[J/OL]. 北京航空航天大学学报, 2025: 1-19[2026-06-05]. https://doi.org/10.13700/j.bh.1001-5965.2025.0288. |
| WANG Weiwen, BAO Jie, CHEN Fangxiao, et al. A bi-level programming method for urban low-altitude public route network driven by multi-source data[J/OL]. Journal of Beijing University of Aeronautics and Astronautics, 2025: 1-19[2026-06-05]. https://doi.org/10.13700/j.bh.1001-5965.2025.0288. | |
| [41] | 张洪海, 夷珈, 李姗, 等. 低空空域容量评估研究综述[J]. 交通运输工程学报, 2023, 23(6): 78-93. |
| ZHANG Honghai, YI Jia, LI Shan, et al. Review on research of low-altitude airspace capacity evaluation[J]. Journal of Traffic and Transportation Engineering, 2023, 23(6): 78-93. | |
| [42] | TANG Hualong, ZHANG Yu, MOHMOODIAN V, et al. Automated flight planning of high-density urban air mobility[J]. Transportation Research Part C: Emerging Technologies, 2021, 131: 103324. |
| [43] | 徐晨晨. 基于遥感数据和地理信息技术的无人机低空公共航路网规划与构建[D] 北京: 中国科学院大学. |
| XU Chenchen. Route planning and construction of UAV low-altitude public route network based on remote sensing data and geographic information technology[D]. Beijing: University of Chinese Academy of Sciences. | |
| [44] | XU Chenchen, LIAO Xiaohan, TAN Junming, et al. Recent research progress of unmanned aerial vehicle regulation policies and technologies in urban low altitude[J]. IEEE Access, 2020, 8: 74175-74194. |
| [45] | LI Shan, ZHANG Honghai, LI Zhuolun, et al. An air route network planning model of logistics UAV terminal distribution in urban low altitude airspace[J]. Sustainability, 2021, 13(23): 13079. |
| [46] | WANG Zhiying, SUN Gang, WANG Yuhui, et al. Cluster-based multi-agent task scheduling for space-air-ground integrated networks[J]. IEEE Transactions on Cognitive Communications and Networking, 2026, 12: 29-42. |
| [47] | 唐炉亮, 齐恒, 施泓羽, 等. 低空航路地图:支撑低空经济规模化飞行安全的公共基础设施[J]. 科学通报, 2026, 71(13): 1-14. |
| TANG Luliang, QI Heng, SHI Hongyu, et al. Low-altitude sky-lane map: a new infrastructure of the high-density flying safety for low-altitude economy[J]. Chinese Science Bulletin, 2026, 71(13): 1-14. | |
| [48] | 汤新民, 顾俊伟, 刘冰, 等. 低空监视技术及其发展趋势综述[J]. 南京航空航天大学学报, 2024, 56(6): 973-993. |
| TANG Xinmin, GU Junwei, LIU Bing, et al. Review on low-altitude surveillance technology and its development trend[J]. Journal of Nanjing University of Aeronautics & Astronautics, 2024, 56(6): 973-993. | |
| [49] | LIU Yang, DONG Hailong, LIU Huayu, et al. An improved PSO-ABC path planning algorithm for UAVs based on a construction of urban airspace topology with actual GIS data[J]. Scientific Reports, 2026, 16: 5048. |
| [50] | 聂虹宇, 张广玉, 李德才, 等. 多旋翼无人机的环境感知与运动规划方法综述[J]. 信息与控制, 2025, 54(3): 353-371. |
| NIE Hongyu, ZHANG Guangyu, LI Decai, et al. Environment perception and motion planning for multi-rotors: a review[J]. Information and Control, 2025, 54(3): 353-371. | |
| [51] | LUO Haolong, LI Guangyun, ZOU Danping, et al. UAV navigation with monocular visual inertial odometry under GNSS-denied environment[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1001615. |
| [52] | QIN Kai, LI Jing, ZLATANOVA S, et al. Novel UAV-based 3D reconstruction using dense LiDAR point cloud and imagery: a geometry-aware 3D Gaussian splatting approach[J]. International Journal of Applied Earth Observation and Geoinformation, 2025, 140: 104590. |
| [53] | YE Haoyang, CHEN Yuying, LIU Ming. Tightly coupled 3D LiDAR inertial odometry and mapping[C]//Proceedings of 2019 International Conference on Robotics and Automation. Montreal: IEEE, 2019: 3144-3150. |
| [54] | XU Wei, CAI Yixi, HE Dongjiao, et al. FAST-LIO2: fast direct LiDAR-inertial odometry[J]. IEEE Transactions on Robotics, 2022, 38(4): 2053-2073. |
| [55] | CIOFFI G, BAUERSFELD L, SCARAMUZZA D. HDVIO: improving localization and disturbance estimation with hybrid dynamics VIO[C]//Proceedings of the 19th Robotics: Science and Systems. [S.l.]: Science and Systems Foundation, 2023. |
| [56] | KARAMAN S, FRAZZOLI E. Sampling-based algorithms for optimal motion planning[J]. The International Journal of Robotics Research, 2011, 30(7): 846-894. |
| [57] | MAI Xiaoming, DONG Na, LIU Shuai, et al. UAV path planning based on a dual-strategy ant colony optimization algorithm[J]. Intelligence & Robotics, 2023, 3(4): 666-684. |
| [58] | MELLINGER D, KUMAR V. Minimum snap trajectory generation and control for quadrotors[C]//Proceedings of 2011 IEEE International Conference on Robotics and Automation. Shanghai: IEEE, 2011: 2520-2525. |
| [59] | LINDQVIST B, MANSORI S S, AGHA-MOHAMMADI A A, et al. Nonlinear MPC for collision avoidance and control of UAVs with dynamic obstacles[J]. IEEE Robotics and Automation Letters, 2020, 5(4): 6001-6008. |
| [60] | KAUFMANN E, BAUERSFELD L, LOQUERCIO A, et al. Champion-level drone racing using deep reinforcement learning[J]. Nature, 2023, 620(7976): 982-987. |
| [61] | TORDESILLAS J, HOW J P. Deep-PANTHER: learning-based perception-aware trajectory planner in dynamic environments[J]. IEEE Robotics and Automation Letters, 2023, 8(3): 1399-1406. |
| [62] |
余航. 超宽带/GNSS/SINS融合定位模型与方法研究[J]. 测绘学报, 2023, 52(2): 348. DOI: .
doi: 10.11947/j.AGCS.2023.20210374 |
|
YU Hang. Research on the models and methods of UWB/GNSS/SINS integrated positioning[J]. Acta Geodaetica et Cartographica Sinica, 2023, 52(2): 348. DOI: .
doi: 10.11947/j.AGCS.2023.20210374 |
|
| [63] | MALLIK M, PANJA A K, CHOWDHURY C. Paving the way with machine learning for seamless indoor-outdoor positioning: a survey[J]. Information Fusion, 2023, 94: 126-151. |
| [64] |
夏炎. 面向室内外卫星定位的多径检测与抑制技术研究[J]. 测绘学报, 2023, 52(8): 1413. DOI: .
doi: 10.11947/j.AGCS.2023.20220031 |
|
XIA Yan. Research on multipath detection and mitigation technology for indoor and outdoor satellite positioning[J]. Acta Geodaetica et Cartographica Sinica, 2023, 52(8): 1413. DOI: .
doi: 10.11947/j.AGCS.2023.20220031 |
|
| [65] | LUO Guiyang, LI Jinglin, ZHANG Qixun, et al. Toward low-altitude airspace management and UAV operations: requirements, architecture and enabling technologies[J]. IEEE Wireless Communications, 2026, 33(1): 45-55. |
| [66] | SHAKHATREH H, SAWALMEH A H, AL-FUQAHA A, et al. Unmanned aerial vehicles (UAVs): a survey on civil applications and key research challenges[J]. IEEE Access, 2019, 7: 48572-48634. |
| [67] | 朱永文, 陈志杰, 蒲钒, 等. 空中交通智能化管理的科学与技术问题研究[J]. 中国工程科学, 2023, 25(5): 174-184. |
| ZHU Yongwen, CHEN Zhijie, PU Fan, et al. Scientific and technological issues for the intelligent management of air traffic[J]. Strategic Study of CAE, 2023, 25(5): 174-184. | |
| [68] | 赵文东, 刘学仁, 朱发浩, 等. 倾斜摄影测量在复杂空域及地形条件下高精度三维建模研究[J]. 测绘通报, 2021(S1): 25-28. |
| ZHAO Wendong, LIU Xueren, ZHU Fahao, et al. Research on high precision 3D modeling of oblique photogrammetry in complex airspace and terrain[J]. Bulletin of Surveying and Mapping, 2021(S1): 25-28. | |
| [69] | 赵齐乐, 陶钧, 郭靖, 等. 广域瞬时厘米级精密单点定位和服务系统[J]. 武汉大学学报(信息科学版), 2023, 48(7): 1058-1069. |
| ZHAO Qile, TAO Jun, GUO Jing, et al. Wide-area instantaneous cm-level precise point positioning: method and service system[J]. Geomatics and Information Science of Wuhan University, 2023, 48(7): 1058-1069. | |
| [70] | 李濛, 何倩, 李广明, 等. 面向数字孪生城市的三维GIS基础软件技术创新及应用[J]. 上海城市规划, 2023(5): 36-43. |
| LI Meng, HE Qian, LI Guangming, et al. Technology innovation and application of 3D GIS basic platform for digital twin cities[J]. Shanghai Urban Planning Review, 2023(5): 36-43. | |
| [71] | CHANG S. A GIS model for analyzing airspace obstructions and safety near airports[J]. Journal of Civil Engineering and Architecture, 2016(5): 553-562. |
| [72] | XIA Chaoyu, YANG Chunrong, XUE Kang, et al. A conflict risk analysis of MAV/UAV flight in shared airspace[J]. International Journal of Aerospace Engineering, 2021, 2021: 1692896. |
| [73] | 谭均铭, 廖小罕. 地理信息技术应用下的无人机云端管理系统发展[J]. 地理科学进展, 2021, 40(9): 1451-1466. |
| TAN Junming, LIAO Xiaohan. Development of unmanned aerial vehicle cloud management system with the application of geographic information technology[J]. Progress in Geography, 2021, 40(9): 1451-1466. | |
| [74] | SOUANEF T, AL-RUBAYE S, TSOURDOS A, et al. Digital twin development for the airspace of the future[J]. Drones, 2023, 7(7): 484. |
| [75] | ELSAYED M, MOHAMED M. Robust digital-twin airspace discretization and trajectory optimization for autonomous unmanned aerial vehicles[J]. Scientific Reports, 2024, 14: 12506. |
| [76] | DUDCZYK J, CZYBA R, SKRZYPCZYK K. Multi-sensory data fusion in terms of UAV detection in 3D space[J]. Sensors, 2022, 22(12): 4323. |
| [77] | 王勇, 杨宇森, 曾继民, 等. 低空经济视角下低空科技对低空产业发展的影响[J]. 中国科学院院刊, 2025, 40(10): 1853-1866. |
| WANG Yong, YANG Yusen, ZENG Jimin, et al. Impact of low-altitude technology on low-altitude industry development from perspective of low-altitude economy[J]. Bulletin of Chinese Academy of Sciences, 2025, 40(10): 1853-1866. | |
| [78] | STÖCKER C, BENNETT R, NEX F, et al. Review of the current state of UAV regulations[J]. Remote Sensing, 2017, 9(5): 459. |
| [79] | 许世琳. 国外低空经济产业发展的经验与启示[J]. 中国发展观察, 2024(9): 69-76. |
| XU Shilin. Experience and enlightenment of foreign low-altitude economic industry development[J]. China Development Observation, 2024(9): 69-76. | |
| [80] | SU Jiangcheng, HUANG Hailong, ZHANG Hong, et al. eVTOL performance analysis: a review from control perspectives[J]. IEEE Transactions on Intelligent Vehicles, 2024, 9(5): 4877-4889. |
| [81] | CHEN Jinbao, ZHOU Yimin, LÜ Qin, et al. A review of autonomous obstacle avoidance technology for multi-rotor UAVs[C]//Proceedings of 2018 IEEE International Conference on Information and Automation. Wuyishan: IEEE, 2018: 244-249. |
| [82] | HUANG Changqing, FANG Shifeng, WU Hua, et al. Low-altitude intelligent transportation: system architecture, infrastructure, and key technologies[J]. Journal of Industrial Information Integration, 2024, 42: 100694. |
| [83] | 沈映春. “低空+文旅”打造文化消费新增长点[J]. 人民论坛, 2025(9): 92-97. |
| SHEN Yingchun. “Low altitude+cultural tourism” to create a new growth point of cultural consumption[J]. People's Tribune, 2025(9): 92-97. | |
| [84] | 杜佳信, 钟超, 郜亮亮. 低空经济推动农业现代化的路径探索:国际经验与中国实践[J]. 资源科学, 2025, 47(8): 1718-1731. |
| DU Jiaxin, ZHONG Chao, GAO Liangliang. Pathways for advancing agricultural modernization through low-altitude economy: International experiences and China's practices[J]. Resources Science, 2025, 47(8): 1718-1731. | |
| [85] | STRAUBINGER A, ROTHFELD R, SHAMIYEH M, et al. An overview of current research and developments in urban air mobility-setting the scene for UAM introduction[J]. Journal of Air Transport Management, 2020, 87: 101852. |
| [86] | COHEN A P, SHAHEEN S A P, FARRAR E M. Urban air mobility: history, ecosystem, market potential, and challenges[J]. Institute of Transportation Studies, Research Reports, Working Papers, Proceedings, 2021, 22: 9. |
| [87] | 李晓华. 政府引导、产业生态构建与低空经济发展[J]. 改革, 2025(2): 21-35. |
| LI Xiaohua. Government guidance, construction of industrial ecosystem, and the development of low-altitude economy[J]. Reform, 2025(2): 21-35. | |
| [88] | 冯瑜满, 马丽, 金凤君, 等. 珠三角城市群低空经济制造业时空关联模式及其影响因素[J]. 资源科学, 2025, 47(8): 1758-1771. |
| FENG Yuman, MA Li, JIN Fengjun, et al. Spatiotemporal correlation patterns and influencing factors of low-altitude economy manufacturing in Pearl River Delta urban agglomeration[J]. Resources Science, 2025, 47(8): 1758-1771. | |
| [89] | 陈培坤, 李迁, 叶琪. 低空经济赋能我国高质量发展:机理、挑战与应对[J]. 经济研究参考, 2025(5): 5-18. |
| CHEN Peikun, LI Qian, YE Qi. Low-altitude economy empowering China's high-quality development: mechanism, challenges and countermeasures[J]. Review of Economic Research, 2025(5): 5-18. | |
| [90] | 高世伟, 李艳华. 我国低空经济产业链和需配套解决的问题[J]. 港口经济, 2013(11): 40-43. |
| GAO Shiwei, LI Yanhua. China's low-altitude economic industrial chain and the problems to be solved[J]. Port Economy, 2013(11): 40-43. | |
| [91] | 中国发展改革报社. “十五五”:低空产业将迎来中高速发展[EB/OL]. (2024-12-12) [2026-06-05]. https://www.ndrc.gov.cn/wsdwhfz/202412/t20241212_1394975.html. |
| China Development and Reform News. The 15th Five-Year Plan period: low-altitude industry will embrace medium-to-high speed development[EB/OL]. (2024-12-12) [2026-06-05]. https://www.ndrc.gov.cn/wsdwhfz/202412/t20241212_1394975.html. | |
| [92] | OUTAY F, MENGASH H A, ADNAN M. Applications of unmanned aerial vehicle (UAV) in road safety, traffic and highway infrastructure management: recent advances and challenges[J]. Transportation Research Part A: Policy and Practice, 2020, 141: 116-129. |
| [93] | ZHANG Yong, YUAN Xiuxiao, FANG Yi, et al. UAV low altitude photogrammetry for power line inspection[J]. ISPRS International Journal of Geo-Information, 2017, 6(1): 14. |
| [94] | 胡盛明, 汪舟, 卢永飞, 等. 基于AI驱动的边坡地质灾害智能识别与巡检养护研究进展[J]. 南昌工程学院学报, 2025, 44(1): 37-47. |
| HU Shengming, WANG Zhou, LU Yongfei, et al. Research progress on AI driven intelligent recognition, inspection and maintenance of slope geological hazards[J]. Journal of Nanchang Institute of Technology, 2025, 44(1): 37-47. | |
| [95] | 王连震, 吴樱梓, 张继勇. 城市无人机任务调度综述:架构、技术与应用[J]. 华南理工大学学报(自然科学版), 2026[2026-06-05]. https://zrb.bjb.scut.edu.cn/CN/1000-565X/(issue)current.shtml. |
| WANG Lianzhen, WU Yingzi, ZHANG Jiyong. Review of urban UAV task scheduling: architecture, technology and applications[J]. Journal of South China University of Technology (Natural Science Edition), 2026[2026-06-05]. https://zrb.bjb.scut.edu.cn/CN/1000-565X/(issue)current.shtml. | |
| [96] | 周国琼, 赖侦华, 李简. 无人机道路低空自主巡检技术的应用研究[J]. 自动化应用, 2025, 66(5): 208-210, 214. |
| ZHOU Guoqiong, LAI Zhenhua, LI Jian. Application research on low-altitude road autonomous inspection technology of unmanned aerial vehicles[J]. Automation Application, 2025, 66(5): 208-210, 214. | |
| [97] | 杨泽坤, 张艺轩, 程凯, 等. 基于多平台激光雷达的实景三维道路部件普查[J]. 时空信息学报, 2025, 32(5): 467-480. |
| YANG Zekun, ZHANG Yixuan, CHENG Kai, et al. Multi-platform LiDAR-based 3D realistic geospatial landscape model road component investigation[J]. Journal of Spatio-Temporal Information, 2025, 32(5): 467-480. | |
| [98] | 李思李, 田波, 胡志强, 等. 基于激光点云数据的道路基础设施三维建模技术研究[J]. 公路交通科技, 2022, 39(S1): 8-13, 40. |
| LI Sili, TIAN Bo, HU Zhiqiang, et al. Study on 3D modeling technology of road infrastructure based on laser point cloud data[J]. Journal of Highway and Transportation Research and Development, 2022, 39(S1): 8-13, 40. | |
| [99] | 长江日报. 顺丰同城无人机、无人车、机器人应用落地武汉[EB/OL]. (2025-11-12) [2026-06-05]. https://www.wuhan.gov.cn/whyw/bmdt/202511/t20251112_2676144.shtml. |
| Changjiang Daily. SF same-city UAV, driverless vehicle and robot applications have been implemented in Wuhan[EB/OL]. (2025-11-12) [2026-06-05]. https://www.wuhan.gov.cn/whyw/bmdt/202511/t20251112_2676144.shtml. | |
| [100] | 中国机器人网. 重庆市低空货运物流航线发布,京东物流首飞[EB/OL]. (2025-06-09) [2026-06-05]. https://news.qq.com/rain/a/20250609A02D4C00. |
| China Robot Network. Chongqing low-altitude cargo logistics route launched, JD.com completes first flight[EB/OL]. (2025-06-09) [2026-06-05]. https://news.qq.com/rain/a/20250609A02D4C00. |
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