The Design of Autonomous UAV Prototypes for Inspecting Tunnel Construction Environment
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Abstract (arXiv)
This article presents novel designs of autonomous UAV prototypes specifically developed for inspecting GPS-denied tunnel construction environments with dynamic human and robotic presence. Our UAVs integrate advanced sensor suites and robust motion planning algorithms to autonomously navigate and explore these complex environments. We validated our approach through comprehensive simulation experiments in PX4 Gazebo and Airsim Unreal Engine 4 environments. Real-world wind tests and exploration experiments demonstrate the UAVs' capability to operate stably under diverse environmental conditions without GPS assistance. This study highlights the practicality and resilience of our UAV prototypes in real-world applications.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Aug 2024.
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Citing papers per year: 2024: 10; 2025: 5.
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- 2024Cross-border Commodity Pricing Strategy Optimization via Mixed Neural Network for Time Series Analysiscited by 12
- 2024Deep Analysis of Time Series Data for Smart Grid Startup Strategies: A Transformer-LSTM-PSO Model Approachcited by 11
- 2024Recording Brain Activity While Listening to Music Using Wearable EEG Devices Combined with Bidirectional Long Short-Term Memory Networkscited by 8
- 2024EITNet: An IoT-Enhanced Framework for Real-Time Basketball Action Recognitioncited by 8
- 2024Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learningcited by 8
- 2024LTPNet Integration of Deep Learning and Environmental Decision Support Systems for Renewable Energy Demand Forecastingcited by 7
- 2024Real-time Monitoring and Analysis of Track and Field Athletes Based on Edge Computing and Deep Reinforcement Learning Algorithmcited by 7
- 2024IoT-Based 3D Pose Estimation and Motion Optimization for Athletes: Application of C3D and OpenPosecited by 7
- 2024TRIZ Method for Urban Building Energy Optimization: GWO-SARIMA-LSTM Forecasting modelcited by 6
- 2024GTA-Net: An IoT-Integrated 3D Human Pose Estimation System for Real-Time Adolescent Sports Posture Correctioncited by 5
- 2025Intelligent logistics management robot path planning algorithm integrating transformer and GCN networkcited by 4
- 2025CPLOYO: A Pulmonary Nodule Detection Model with Multi-Scale Feature Fusion and Nonlinear Feature Learningcited by 3
3 more
- 2025MamNet: A Novel Hybrid Model for Time-Series Forecasting and Frequency Pattern Analysis in Network Trafficcited by 3
- 2025Research on Short-Video Platform User Decision-Making via Multimodal Temporal Modeling and Reinforcement Learningcited by 0
- 2025DT-NeRF: A Diffusion and Transformer-Based Optimization Approach for Neural Radiance Fields in 3D Reconstructioncited by 0
- 2025DT-NeRF: A Diffusion and Transformer-Based Optimization Approach for Neural Radiance Fields in 3D Reconstruction21 Sep 2025
- 2025Research on Short-Video Platform User Decision-Making via Multimodal Temporal Modeling and Reinforcement Learning13 Sep 2025
- 2025MamNet: A Novel Hybrid Model for Time-Series Forecasting and Frequency Pattern Analysis in Network Traffic30 Jun 2025
- 2025CPLOYO: A Pulmonary Nodule Detection Model with Multi-Scale Feature Fusion and Nonlinear Feature Learning13 Mar 2025
- 2025Intelligent logistics management robot path planning algorithm integrating transformer and GCN network6 Jan 2025
- 2024IoT-Based 3D Pose Estimation and Motion Optimization for Athletes: Application of C3D and OpenPose19 Nov 2024
- 2024GTA-Net: An IoT-Integrated 3D Human Pose Estimation System for Real-Time Adolescent Sports Posture Correction11 Nov 2024
- 2024Real-time Monitoring and Analysis of Track and Field Athletes Based on Edge Computing and Deep Reinforcement Learning Algorithm11 Nov 2024
- 2024LTPNet Integration of Deep Learning and Environmental Decision Support Systems for Renewable Energy Demand Forecasting20 Oct 2024
- 2024TRIZ Method for Urban Building Energy Optimization: GWO-SARIMA-LSTM Forecasting model20 Oct 2024
- 2024Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learning13 Oct 2024
- 2024EITNet: An IoT-Enhanced Framework for Real-Time Basketball Action Recognition13 Oct 2024
3 more
- 2024Deep Analysis of Time Series Data for Smart Grid Startup Strategies: A Transformer-LSTM-PSO Model Approach22 Aug 2024
- 2024Recording Brain Activity While Listening to Music Using Wearable EEG Devices Combined with Bidirectional Long Short-Term Memory Networks22 Aug 2024
- 2024Cross-border Commodity Pricing Strategy Optimization via Mixed Neural Network for Time Series Analysis22 Aug 2024
- 2024Cross-border Commodity Pricing Strategy Optimization via Mixed Neural Network for Time Series Analysiscited by 12
- 2024Deep Analysis of Time Series Data for Smart Grid Startup Strategies: A Transformer-LSTM-PSO Model Approachcited by 11
- 2024Recording Brain Activity While Listening to Music Using Wearable EEG Devices Combined with Bidirectional Long Short-Term Memory Networkscited by 8
- 2024EITNet: An IoT-Enhanced Framework for Real-Time Basketball Action Recognitioncited by 8
- 2024Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learningcited by 8
- 2024LTPNet Integration of Deep Learning and Environmental Decision Support Systems for Renewable Energy Demand Forecastingcited by 7
- 2024Real-time Monitoring and Analysis of Track and Field Athletes Based on Edge Computing and Deep Reinforcement Learning Algorithmcited by 7
- 2024IoT-Based 3D Pose Estimation and Motion Optimization for Athletes: Application of C3D and OpenPosecited by 7
- 2024TRIZ Method for Urban Building Energy Optimization: GWO-SARIMA-LSTM Forecasting modelcited by 6
- 2024GTA-Net: An IoT-Integrated 3D Human Pose Estimation System for Real-Time Adolescent Sports Posture Correctioncited by 5
- 2025Intelligent logistics management robot path planning algorithm integrating transformer and GCN networkcited by 4
- 2025CPLOYO: A Pulmonary Nodule Detection Model with Multi-Scale Feature Fusion and Nonlinear Feature Learningcited by 3
12 most cited of 14 All 14 (JSON)
- 2025Research on Short-Video Platform User Decision-Making via Multimodal Temporal Modeling and Reinforcement Learning13 Sep 2025
- 2025MamNet: A Novel Hybrid Model for Time-Series Forecasting and Frequency Pattern Analysis in Network Traffic30 Jun 2025
- 2025CPLOYO: A Pulmonary Nodule Detection Model with Multi-Scale Feature Fusion and Nonlinear Feature Learning13 Mar 2025
- 2025Intelligent logistics management robot path planning algorithm integrating transformer and GCN network6 Jan 2025
- 2024IoT-Based 3D Pose Estimation and Motion Optimization for Athletes: Application of C3D and OpenPose19 Nov 2024
- 2024GTA-Net: An IoT-Integrated 3D Human Pose Estimation System for Real-Time Adolescent Sports Posture Correction11 Nov 2024
- 2024Real-time Monitoring and Analysis of Track and Field Athletes Based on Edge Computing and Deep Reinforcement Learning Algorithm11 Nov 2024
- 2024LTPNet Integration of Deep Learning and Environmental Decision Support Systems for Renewable Energy Demand Forecasting20 Oct 2024
- 2024TRIZ Method for Urban Building Energy Optimization: GWO-SARIMA-LSTM Forecasting model20 Oct 2024
- 2024Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learning13 Oct 2024
- 2024EITNet: An IoT-Enhanced Framework for Real-Time Basketball Action Recognition13 Oct 2024
- 2024Deep Analysis of Time Series Data for Smart Grid Startup Strategies: A Transformer-LSTM-PSO Model Approach22 Aug 2024
12 newest of 14 All 14 (JSON)