UAV Trajectory Optimization

UAV: Unmanned Aerial Vehicle

Overview

UAV trajectory optimization chooses where and how an unmanned aerial vehicle flies while accounting for vehicle dynamics, obstacles, and mission goals such as coverage, low energy use, or reliable communication. Common approaches include optimal control and nonlinear model predictive control, differential-flatness and polynomial planning, graph and sampling-based search, and reinforcement learning for complex or multi-UAV settings. Many methods combine planning with sensing, battery, wind, or communication models, and use real-time replanning to respond to changing conditions. A central challenge is producing plans that are both computationally fast and reliably executable despite uncertain perception, disturbances, and differences between models and real flight.

Latest papers

CardsList

48 papers5 papers in the last four weeks, down 37% on the four weeks before. 0.0% of all new papers.

  1. Learning Waypoints and Passage Events for Decentralized Multi-Quadrotor Trajectory Planning

    Oct 18, 2026Yunhan Shi, Jia Deng, Zehao Jia +2Multi-Robot Motion PlanningMulti-Robot Coordination

  2. FLoRa: Flight-Assisted Data Collection from Duty Cycling LoRa Nodes under Energy Constraints

    Oct 6, 2026Naresh Babu Kakarla, V. MahendranRobotic Data CollectionInternet of Things

  3. NMPP: Nonlinear Model Predictive Planning for Agile UAV Flight in Cluttered Environments

    Oct 6, 2026Ondřej Procházka, Juraj Pauko, Robert Pěnička +1Constrained Motion PlanningNonlinear MPC

  4. DSWM: Decomposed Spatio-Temporal World Model for Demand-Driven UAV Base Station Repositioning

    Sep 29, 2026Shengjie Zhong, Zhongliang Zhao, Jingxuan Chen +4World Model LearningWireless Communications

  5. GeoWind2Plan: Mission-Time 3D Urban Wind Prediction for Energy-Efficient UAV Planning

    Sep 28, 2026Shaoxiang Qin, Yucheng Zhao, Fuyuan Lyu +6Aerial RoboticsUAV Trajectory Optimization

  6. Threat-Aware Energy-Efficient Deployment for Dynamic UAV Networks: A Multi-Agent RL Approach

    Sep 25, 2026Faisal Al-Kamali, Hussein A. Ammar, Francois Chan +3UAV CommunicationUAV Trajectory Optimization

  7. Orientation-Aware Control and Trajectory Design for Aerial RIS-Assisted Wireless Communications

    Sep 19, 2026Abdoul Karim A. H. Saliah, Hajar El Hammouti, Daniel Bonilla Licea +1Wireless CommunicationsReconfigurable Intelligent Surfaces

  8. VLM-MPPI: Grounding Natural Language in Behaviorally Diverse Trajectories for Aerial Navigation

    Sep 16, 2026Hanbing Zhang, Fangguo Zhao, Zerui Li +3UAV NavigationVision-Language Navigation

  9. Toward Mission-Critical ISAC: Reliable Energy-Aware Coordination in UAV Swarms

    Sep 14, 2026Masoud Shokrnezhad, Tarik Taleb, Amir JavadpourIntegrated Sensing and CommunicationUAV Trajectory Optimization

  10. Battery-Aware Predictive Trajectory Planning and Control for Multirotors Under Disturbances

    Sep 10, 2026Krishna Bhavithavya KidambiTrajectory OptimizationModel Predictive Control

  11. Aerodynamic Prior-Free Coordinated Trajectory Generation and Tracking Control for a Tail-Sitter UAV

    Sep 10, 2026Erchao Rong, Zihao Liu, Junning Liang +5Aerial RoboticsUAV Navigation

  12. Decision Transformer for UAV-Mounted RIS-Assisted Dynamic D2D Communications

    Sep 9, 2026Yaxuan LiuTrajectory OptimizationReconfigurable Intelligent Surfaces

  13. Residual Kalman Dynamics for Event-Based UAV Forecasting

    Sep 1, 2026Per Nyblom, Hannes Ovrén, David GustafssonEvent-Based VisionKalman Filtering

  14. Towards safe and optimal flight: Viability Kernel MPC for Fully Actuated Multirotor

    Aug 26, 2026Massimiliano Bertoni, Alberto Piccina, Gianni Lunardi +4Safe Motion PlanningAerial Robotics

  15. Nonlinear Model Predictive Control for Trajectory Tracking of Differentially Flat Fixed-Wing Aerial Systems

    Aug 21, 2026Nishanth Bobbili, Pratyaksh Rao, Luca Morando +2Differential FlatnessRobot Trajectory Tracking

  16. KC-BFPRL: Knowledge-Guided Multi-UAV Collaboration for Grassland Restoration via Bilevel Formerpointer-Based Reinforcement Learning

    Aug 17, 2026Dongbin Jiao, Xianyi Wang, Yuchen Yuan +5Reinforcement LearningMulti-Agent Coordination

  17. Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks

    Aug 5, 2026Xiao Wang, Shun-Ren YangUAV Trajectory OptimizationDecentralized MARL

  18. Model Predictive Planner for UAV Navigation in Non-Convex Air Corridors

    Jul 27, 2026Henrique Silva, Marcelo A. Santos, Guilherme V. RaffoConstrained Motion PlanningTrajectory Generation

  19. BC-NMPC: Battery-Constrained NMPC with Propulsion Prediction and Replanning for High-Speed Flight

    Jul 26, 2026Parakh M. Gupta, Matej Mihulka, Matej Novosad +2Robot Trajectory TrackingNonlinear MPC

  20. CRB-Driven Beamforming and Trajectory Optimization for UAV-assisted ISAC System

    Jul 21, 2026Yi Yang, Qianqian Zhang, Huaxia WangTrajectory OptimizationIntegrated Sensing and Communication

  21. From Distances to Trajectories: Real-Time Signed Distance Function Mapping and Distance-Accelerated Motion Planning for UAVs

    Jul 21, 2026Jason Stanley, Zhirui Dai, Qihao Qian +6Trajectory GenerationSigned Distance Functions

  22. Minimum Time Dubins Airplane Paths with Asymmetric Climb Rates

    Jul 17, 2026Jaeyoung Lim, Giuseppe LoiannoAerial RoboticsConstrained Motion Planning

  23. Dynamical Vehicle Orienteering Problem for Multi-Rotor Unmanned Aerial Vehicles

    Jul 15, 2026František Nekovář, Matej Novosad, Martin Saska +1Trajectory OptimizationBranch and Bound

  24. Energy-Optimal Spatial Iterative Learning within a Virtual Tube

    Jun 30, 2026Chen Min, Shuli Lv, Pengda Mao +3Trajectory OptimizationUAV Navigation

  25. Rate-Aware Quantum-Inspired Trajectory Learning for Interference-Limited Multi-UAV Networks

    Jun 24, 2026Khaoula Khaled, Muhammad Afaq, Ali Arshad Nasir +1Trajectory OptimizationUAV Navigation

  26. Adaptive Machine Learning Framework for UAV Trajectory Optimization in O-RAN

    Jun 23, 2026Chenrui Sun, Swarna Bindu Chetty, Gianluca Fontanesi +3Trajectory OptimizationAdaptive Model Routing

  27. Digital Twin-Assisted Adaptive Multi-Agent DRL for Intelligent Spectrum and Resource Management in Open-RAN UAV-Enabled 6G Networks

    May 31, 2026Marwan Dhuheir, Thang X. Vu, Symeon ChatzinotasWireless CommunicationsOpen Radio Access Network

  28. Integrated Exploration-Aware UAV Route Optimization and Path Planning

    May 27, 2026Jimin Choi, Grant Stagg, Cameron K. Peterson +1Belief-Space PlanningTrajectory Optimization

  29. Learning-Accelerated Optimization-based Trajectory Planning for Cooperative Aerial-Ground Handover Missions

    May 19, 2026Jingshan Chen, Bochen Yu, Henrik Ebel +1Multi-Robot Motion PlanningTrajectory Optimization