
Journal of Systems Engineering and Electronics ›› 2026, Vol. 37 ›› Issue (4): 1267-1281.doi: 10.23919/JSEE.2026.000141
• SYSTEMS ENGINEERING • Previous Articles
Ruowei Zhang1,2(
), Lihua Dou1,2(
), Bin Xin1,2,*(
)
Received:2023-11-20
Online:2026-08-18
Published:2026-09-03
Contact:
Bin Xin
E-mail:1679337675@qq.com;doulihua@bit.edu.cn;brucebin@bit.edu.cn
Ruowei Zhang, Lihua Dou, Bin Xin. Unified analysis framework for the impact of urban environments on unmanned platform abilities[J]. Journal of Systems Engineering and Electronics, 2026, 37(4): 1267-1281.
Table 2
Impact of major urban elements on the FMA of unmanned platforms"
| Urban environment | Essential factor | 1 | 2 | 3 | 4 |
| Terrains | √ | × | × | × | |
| Surface | √ | × | × | × | |
| Geographical environment | Geology | √ | × | × | × |
| Features | √ | √ | √ | √ | |
| Road networks | √ | × | × | × | |
| Indoor environment | √ | √ | √ | √ | |
| Meteorological environment | Weather conditions | √ | √ | √ | √ |
| Eectromagnetic environment | Eectromagnetic interfere | × | √ | √ | √ |
| Temporal factors | Season | √ | √ | √ | √ |
| Day and night | × | √ | × | × |
Table 5
Path length statistics results"
| UP | UAV | UAV | UGV | UGV |
| Instance | PRM | RRT | PRM | RRT |
| 1-1 | ||||
| 1-2 | ||||
| 1-3 | ||||
| 1-4 | ||||
| 2-1 | ||||
| 2-2 | ||||
| 2-3 | ||||
| 2-4 |
Table 6
Experimental data when ω=[ω1, ω2]=[0.7, 0.3]"
| Scenarios of different demands | min F | min l | min p | |||||||||||
| Set | Instance | Alg | F | l | p | F | l | p | F | l | p | |||
| 1 | 1-1-1-No | 1 | 77.39 | 251.94 | 2.58 | 77.39 | 251.94 | 2.58 | 78.59 | 259.09 | 1.23 | |||
| 1-1-1-No | 2 | 96.41 | 317.50 | 1.66 | 96.41 | 317.50 | 1.66 | 99.21 | 328.00 | 1.16 | ||||
| 1-2-1-No | 1 | 134.44 | 440.76 | 3.16 | 134.44 | 440.76 | 3.16 | 134.62 | 446.01 | 1.17 | ||||
| 1-2-1-No | 2 | 143.26 | 466.32 | 4.80 | 143.26 | 466.32 | 4.80 | 182.57 | 605.73 | 1.22 | ||||
| 1-3-1-No | 1 | 101.29 | 333.52 | 1.77 | 102.87 | 332.47 | 4.47 | 101.90 | 337.19 | 1.06 | ||||
| 1-3-1-No | 2 | 101.62 | 336.00 | 1.18 | 101.62 | 336.00 | 1.18 | 119.13 | 394.73 | 1.01 | ||||
| 1-4-1-No | 1 | 70.64 | 232.67 | 1.20 | 71.12 | 228.72 | 3.58 | 70.64 | 232.67 | |||||
| 1-4-1-No | 2 | 76.10 | 248.24 | 2.33 | 76.10 | 248.24 | 2.33 | 124.43 | 411.79 | 1.27 | ||||
| 2 | 2-1-1-No | 1 | 46.45 | 150.62 | 1.81 | 47.26 | 150.31 | 3.09 | 46.87 | 153.89 | 1.01 | |||
| 2-1-1-No | 2 | 47.11 | 154.00 | 1.30 | 47.11 | 154.00 | 1.30 | 80.52 | 266.00 | 1.04 | ||||
| 2-2-1-No | 1 | 131.05 | 427.00 | 4.21 | 131.05 | 427.00 | 4.21 | 132.68 | 439.57 | 1.15 | ||||
| 2-2-1-No | 2 | 158.05 | 520.88 | 2.55 | 158.05 | 520.88 | 2.55 | 169.73 | 563.23 | 1.08 | ||||
| 2-3-1-No | 1 | 69.86 | 227.34 | 2.37 | 69.86 | 227.34 | 2.37 | 74.26 | 245.01 | 1.08 | ||||
| 2-3-1-No | 2 | 77.08 | 251.10 | 2.51 | 77.08 | 251.10 | 2.51 | 108.55 | 359.13 | 1.15 | ||||
| 2-4-1-No | 1 | 60.52 | 196.61 | 2.20 | 60.52 | 196.61 | 2.20 | 61.96 | 1.14 | |||||
| 2-4-1-No | 2 | 66.50 | 212.79 | 3.80 | 66.50 | 212.79 | 3.80 | 76.88 | 253.77 | 1.06 | ||||
| 3 | 1-1-2-No | 1 | 79.53 | 253.53 | 4.96 | 79.53 | 253.53 | 4.96 | 80.33 | 264.31 | 1.49 | |||
| 1-1-2-No | 2 | 79.82 | 261.33 | 2.03 | 79.82 | 261.33 | 2.03 | 91.13 | 300.71 | 1.31 | ||||
| 1-2-2-No | 1 | 134.79 | 444.80 | 1.93 | 134.99 | 440.35 | 4.12 | 134.92 | 447.00 | 1.18 | ||||
| 1-2-2-No | 2 | 156.27 | 515.15 | 2.46 | 156.27 | 515.15 | 2.46 | 156.63 | 519.65 | 1.05 | ||||
| 1-3-2-No | 1 | 101.35 | 331.68 | 2.64 | 101.35 | 331.68 | 2.64 | 103.15 | 341.46 | 1.02 | ||||
| 1-3-2-No | 2 | 112.63 | 371.51 | 1.69 | 112.63 | 371.51 | 1.69 | 132.51 | 439.17 | 1.09 | ||||
| 1-4-2-No | 1 | 70.48 | 232.58 | 1.00 | 71.90 | 229.32 | 4.43 | 70.48 | 232.58 | 1.00 | ||||
| 1-4-2-No | 2 | 75.21 | 247.35 | 1.43 | 75.21 | 247.35 | 1.43 | 82.48 | 271.84 | 1.33 | ||||
| 4 | 1-1-2-Yes | 1 | 92.18 | 302.24 | 2.15 | 92.18 | 302.24 | 2.15 | 92.58 | 306.10 | 1.07 | |||
| 1-1-2-Yes | 2 | 105.05 | 338.89 | 4.84 | 105.05 | 338.89 | 4.84 | 109.58 | 362.53 | 1.17 | ||||
| 1-2-2-Yes | 1 | 133.90 | 443.73 | 1.11 | 134.99 | 439.89 | 4.31 | 133.90 | 443.73 | 1.11 | ||||
| 1-2-2-Yes | 2 | 118.47 | 392.00 | 1.25 | 118.47 | 392.00 | 1.25 | 163.38 | 541.83 | 1.19 | ||||
| 1-3-2-Yes | 1 | 104.64 | 346.38 | 1.04 | 105.91 | 341.55 | 4.93 | 104.64 | 346.38 | 1.04 | ||||
| 1-3-2-Yes | 2 | 117.08 | 385.92 | 1.86 | 117.08 | 385.92 | 1.86 | 130.34 | 432.12 | 1.00 | ||||
| 1-4-2-Yes | 1 | 69.99 | 230.29 | 1.30 | 70.80 | 225.26 | 4.61 | 70.32 | 231.45 | 1.27 | ||||
| 1-4-2-Yes | 2 | 70.50 | 231.00 | 1.71 | 70.50 | 231.00 | 1.71 | 108.42 | 359.03 | 1.01 | ||||
| 1 | Wang Y, Cai M, Jian X L Consensus model of social network group decision-making based on trust relationship among experts and expert reliability. Journal of Systems Engineering and Electronics, 2023, 34 (6): 1576. |
| 2 | Al-Hourani A, Kandeepan S, Jamalipour A. Modeling air-to-ground path loss for low altitude platforms in urban environments[C]//IEEE Global Communications Conference, 2014: 2898. |
| 3 | Ladosz P, Oh H, Zheng G, et al Gaussian process based channel prediction for communication-relay UAV in urban environments. IEEE Trans. on Aerospace and Electronic Systems, 2020, 56 (1): 313. |
| 4 | Liu H, Chen J, Feng J, et al An improved RRT* UAV formation path planning algorithm based on goal bias and node rejection strategy. Unmanned Systems, 2023, 11 (04): 317. |
| 5 | Zhang T K, Chen C B, Xu Y, et al Joint task scheduling and multi-UAV deployment for aerial computing in emergency communication networks. Science China Information Sciences, 2023, 66 (9): 192303. |
| 6 | Xu K, Xia X C, Li C G, et al Robust DOA estimation and tracking for integrated sensing and communication massive MIMO OFDM systems. Science China Information Sciences, 2023, 66 (10): 202302. |
| 7 | Xu J D, Yuen C, Huang C W, et al Reconfiguring wireless environment via intelligent surfaces for 6G: reflection, modulation, and security. Science China Information Sciences, 2023, 66 (3): 130304. |
| 8 | Sun X, Tian Y, Lu W X, et al From single-to multi-modal remote sensing imagery interpretation: a survey and taxonomy. Science China Information Sciences, 2023, 66 (4): 140301. |
| 9 | Sampedro C, Rodriguez-Ramos A, Bavle H, et al A fully-autonomous aerial robot for search and rescue applications in indoor environments using learning-based techniques. Journal of Intelligent & Robotic Systems, 2019, 95 (2): 601. |
| 10 | Mostafa S A, Mustapha A, Gunasekaran S S, et al An agent architecture for autonomous UAV flight control in object classification and recognition missions. Soft Computing, 2023, 27, 391. |
| 11 | Greenwood W W, Lynch J P, Zekkos D Applications of UAVs in civil infrastructure. Journal of Infrastructure Systems, 2019, 25 (2): 04019002. |
| 12 | Shi T, Wang H, Cui W, et al Indoor space target searching based on EEG and EOG for UAV. Soft Computing, 2019, 23 (21): 11199. |
| 13 | Sun F, Wang X, Zhang R Task scheduling system for UAV operations in agricultural plant protection environment. Journal of Ambient Intelligence and Humanized Computing, 2020, 17 (1): 37. |
| 14 | Macrina G, Pugliese L D, Guerriero F, et al Drone-aided routing: a literature review. Transportation Research Part C: Emerging Technologies, 2020, 120, 102762. |
| 15 | Tamke F, Buscher U A branch-and-cut algorithm for the vehicle routing problem with drones. Transportation Research Part B Methodological, 2021, 144 (4): 174. |
| 16 | Liu Y, Liu Z, Shi J M, et al Two-echelon routing problem for parcel delivery by cooperated truck and drone. IEEE Trans. on Systems, Man, and Cybernetics: Systems, 2021, 51 (12): 7450. |
| 17 | Zhang R W, Dou L H, Xin B, et al A review on the truck and drone cooperative delivery problem. Unmanned Systems, 2024, 12 (5): 823. |
| 18 | Wu Y, Wu S B, Hu X T Cooperative path planning of UAVs & UGVs for a persistent surveillance task in urban environments. IEEE Internet of Things Journal, 2021, 8 (6): 4906. |
| 19 | Ren Q, Yao Y, Yang G, et al. Multi-objective path planning for UAV in the urban environment based on CDNSGA-II[C]//IEEE International Conference on Service-Oriented System Engineering, 2019: 3500. |
| 20 | Hu X T, Pang B Z, Dai F Q Risk assessment model for UAV cost-effective path planning in urban environments. IEEE Access, 2022, 8, 150162. |
| 21 | Yao W R, Chen Y, Fu J Y, et al Evolutionary utility prediction matrix-based mission planning for unmanned aerial vehicles in complex urban environments. IEEE Trans. on Intelligent Vehicles, 2023, 8 (2): 1068. |
| 22 | Chen J C, Zhang Y, Wu L W, et al An adaptive clustering-based algorithm for automatic path planning of heterogeneous UAVs. IEEE Trans. on Intelligent Transportation Systems, 2022, 23 (9): 16842. |
| 23 | Oubbati O S, Lakas A, Lorenz P, et al Leveraging communicating UAVs for emergency vehicle guidance in urban areas. IEEE Trans. on Emerging Topics in Computing, 2021, 9 (2): 1070. |
| 24 | Sadallah N, Yahiaoui S, Bendjoudi A Multi-objective offline and online path planning for UAVs under dynamic urban environment. International Journal of Intelligent Robotics and Applications, 2022, 6 (1): 119. |
| 25 | Hohmann N, Bujny M, Adamy J. Multi-objective 3D path planning for UAVs in large-scale urban scenarios[C]//IEEE Congress on Evolutionary Computation, 2022. DOI: 10.1109/CEC55065.2022.9870265. |
| 26 | Yu X B, Li C L, Zhou J F A constrained differential evolution algorithm to solve UAV path planning in disaster scenarios. Knowledge-Based Systems, 2020, 204, 106209. |
| 27 | Sun Z C, Wu J J, Yang J Y, et al Path planning for GEO-UAV bistatic SAR using constrained adaptive multiobjective differential evolution. IEEE Trans. on Geoscience and Remote Sensing, 2016, 54 (11): 6444. |
| 28 | Zhou Z, Liu Z T, Su H Y, et al Intelligent path planning strategy for electric vehicles combined with urban electrified transportation network and power grid. IEEE Systems Journal, 2022, 16 (2): 2437. |
| 29 | Zhang Y F, Zhang Z H, Wang S Y Adaptive clustering Quasi-Line search path planning algorithm based on sampling. IEEE Trans. on Vehicular Technology, 2023, 72 (2): 1720. |
| 30 | Fang H, Lu S L, Chen J, et al Coalition formation based on a task-oriented collaborative ability vector. Frontiers of Information Technology & Electronic Engineering, 2017, 18 (1): 139. |
| 31 | Tamal M, Indrajit B, Prithviraj P A multi-criteria evaluation approach in navigation technique for micro-jet for damage & need assessment in disaster response. Knowledge-Based Systems, 2018, 162, 220. |
| 32 | Yao Y, Dai Z J, Li M Y A novel topology with controllable wideband baseband impedance for power amplifiers. Frontiers of Information Technology & Electronic Engineering, 2024, 25 (2): 308. |
| [1] | Yuzhen ZHOU, Yao LIU, Jincai HUANG, Jianmai SHI. Three-dimensional path planning algorithm for UAV based on obstacle envelopes [J]. Journal of Systems Engineering and Electronics, 2026, 37(3): 1042-1058. |
| [2] | Wangying XU, Naiming XIE. Multi-stage forest UAV route design based on multi-strategy GA [J]. Journal of Systems Engineering and Electronics, 2026, 37(3): 964-973. |
| [3] | Guangwei WANG, Le YANG, Zhikun TAN, Yichen LI, Wenbin YU. Hybrid path planning for USVs using improved A* and DWA [J]. Journal of Systems Engineering and Electronics, 2026, 37(1): 45-63. |
| [4] | Xiaoduo LI, He LUO, Guoqiang WANG, Youlong YIN. Improved simulated annealing algorithm for UAV path planning with uncertain flight time [J]. Journal of Systems Engineering and Electronics, 2026, 37(1): 272-286. |
| [5] | Zhenlin ZHOU, Teng LONG, Jingliang SUN, Junzhi LI. Hierarchical cooperative path planning method using three-dimensional velocity-obstacle strategy for multiple fixed-wing UAVs [J]. Journal of Systems Engineering and Electronics, 2025, 36(5): 1342-1352. |
| [6] | Hongen LI, Shilong LI, Qi WANG, Xiaoming HUANG. AUV 3D path planning based on improved PSO [J]. Journal of Systems Engineering and Electronics, 2025, 36(3): 854-866. |
| [7] | Gang LIU, Xinyuan GUO, Dong HUANG, Kezhong CHEN, Wu LI. Multi-platform collaborative MRC-PSO algorithm for anti-ship missile path planning [J]. Journal of Systems Engineering and Electronics, 2025, 36(2): 494-509. |
| [8] | Jiandong ZHANG, Yukun GUO, Lihui ZHENG, Qiming YANG, Guoqing SHI, Yong WU. Real-time UAV path planning based on LSTM network [J]. Journal of Systems Engineering and Electronics, 2024, 35(2): 374-385. |
| [9] | Jia ZHANG, Xin DU, Qichen DONG, Bin XIN. Distributed collaborative complete coverage path planning based on hybrid strategy [J]. Journal of Systems Engineering and Electronics, 2024, 35(2): 463-472. |
| [10] | Yunxiu ZENG, Kai XU. Recognition and interfere deceptive behavior based on inverse reinforcement learning and game theory [J]. Journal of Systems Engineering and Electronics, 2023, 34(2): 270-288. |
| [11] | Jing LUO, Qianchao LIANG, Hao LI. UAV penetration mission path planning based on improved holonic particle swarm optimization [J]. Journal of Systems Engineering and Electronics, 2023, 34(1): 197-213. |
| [12] | Gang LIU, Zhibiao AN, Songyang LAO, Wu LI. Firepower distribution method of anti-ship missile based on coupled path planning [J]. Journal of Systems Engineering and Electronics, 2022, 33(4): 1010-1024. |
| [13] | Lanyong ZHANG, Ruixuan ZHANG. Research on UAV cloud control system based on ant colony algorithm [J]. Journal of Systems Engineering and Electronics, 2022, 33(4): 805-811. |
| [14] | Alireza MOHSENI, Vincent DUCHAINE, Tony WONG. Experimental study of path planning problem using EMCOA for a holonomic mobile robot [J]. Journal of Systems Engineering and Electronics, 2021, 32(6): 1450-1462. |
| [15] | Zhen XU, Enze ZHANG, Qingwei CHEN. Rotary unmanned aerial vehicles path planning in rough terrain based on multi-objective particle swarm optimization [J]. Journal of Systems Engineering and Electronics, 2020, 31(1): 130-141. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||