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  • Article
  • Open Access
26 Citations
9,016 Views
19 Pages

Obstacle Avoidance-Based Autonomous Navigation of a Quadrotor System

  • Mohammed A. Alanezi,
  • Zaharuddeen Haruna,
  • Yusuf A. Sha’aban,
  • Houssem R. E. H. Bouchekara,
  • Mouaaz Nahas and
  • Mohammad S. Shahriar

3 October 2022

Livestock management is an emerging area of application of the quadrotor, especially for monitoring, counting, detecting, recognizing, and tracking animals through image or video footage. The autonomous operation of the quadrotor requires the develop...

  • Review
  • Open Access
17 Citations
10,982 Views
22 Pages

10 July 2025

With the widespread adoption of the Robot Operating System (ROS), technologies for autonomous navigation in mobile robots have advanced considerably. ROS provides a modular navigation stack that integrates essential components, such as SLAM, localisa...

(This article belongs to the Special Issue Innovative Synergies: Robotics, AI, and Sensor Technologies in Field Autonomous Systems)
  • Article
  • Open Access
13 Citations
6,346 Views
45 Pages

Autonomous Navigation and Obstacle Avoidance for Small VTOL UAV in Unknown Environments

  • Cheng Chen,
  • Zian Wang,
  • Zheng Gong,
  • Pengcheng Cai,
  • Chengxi Zhang and
  • Yi Li

9 December 2022

This paper takes autonomous exploration in unknown environments on a small co-axial twin-rotor unmanned aerial vehicle (UAV) platform as the task. The study of the fully autonomous positioning in unknown environments and navigation system without glo...

(This article belongs to the Special Issue Recent Progress in Robot Control Systems: Theory and Applications)
  • Article
  • Open Access
43 Citations
6,003 Views
17 Pages

Autonomous and Safe Navigation of Mobile Robots in Vineyard with Smooth Collision Avoidance

  • Abhijeet Ravankar,
  • Ankit A. Ravankar,
  • Arpit Rawankar and
  • Yohei Hoshino

30 September 2021

In recent years, autonomous robots have extensively been used to automate several vineyard tasks. Autonomous navigation is an indispensable component of such field robots. Autonomous and safe navigation has been well studied in indoor environments an...

(This article belongs to the Section Agricultural Technology)
  • Article
  • Open Access
22 Citations
6,137 Views
17 Pages

A Free Navigation of an AGV to a Non-Static Target with Obstacle Avoidance

  • Daniel Teso-Fz-Betoño,
  • Ekaitz Zulueta,
  • Unai Fernandez-Gamiz,
  • Iñigo Aramendia and
  • Irantzu Uriarte

The industry is changing in order to improve the economy sector. This is the reason why technology is improving and developing new devices. The autonomous guided vehicle with free navigation is a new machine, which uses different techniques to move s...

(This article belongs to the Special Issue Motion Planning and Control for Robotics)
  • Article
  • Open Access
54 Citations
8,908 Views
21 Pages

17 November 2023

Obstacle avoidance control and navigation in unstructured agricultural environments are key to the safe operation of autonomous robots, especially for agricultural machinery, where cost and stability should be taken into account. In this paper, we de...

(This article belongs to the Special Issue Advanced Sensing and Image Processing in Agricultural Applications)
  • Review
  • Open Access
159 Citations
52,799 Views
47 Pages

1 June 2024

Path planning creates the shortest path from the source to the destination based on sensory information obtained from the environment. Within path planning, obstacle avoidance is a crucial task in robotics, as the autonomous operation of robots needs...

(This article belongs to the Special Issue Mobile Robots: Navigation, Control and Sensing)
  • Article
  • Open Access
96 Views
38 Pages

10 October 2026

For robots to navigate effectively in human-shared spaces, they should follow behavioral rules that not only prevent collisions with humans but also reduce uncertainty about the robot’s actions. These rules should be grounded in human collision...

(This article belongs to the Special Issue Symmetry/Asymmetry in Autonomous Robotics)
  • Article
  • Open Access
32 Citations
7,207 Views
17 Pages

COLREGs: Compliant Dynamic Obstacle Avoidance of USVs Based on the Dynamic Navigation Ship Domain

  • Fang Deng,
  • Leilei Jin,
  • Xiuhui Hou,
  • Longjin Wang,
  • Boyang Li and
  • Hualin Yang

Dynamic obstacle avoidance is essential for unmanned surface vehicles (USVs) to achieve autonomous sailing. This paper presents a dynamic navigation ship domain (DNSD)-based dynamic obstacle avoidance approach for USVs in compliance with COLREGs. Bas...

(This article belongs to the Special Issue Maritime Autonomous Vessels)
  • Article
  • Open Access
6 Citations
5,009 Views
22 Pages

Enhancing Drone Navigation and Control: Gesture-Based Piloting, Obstacle Avoidance, and 3D Trajectory Mapping

  • Ben Taylor,
  • Mathew Allen,
  • Preston Henson,
  • Xu Gao,
  • Haroon Malik and
  • Pingping Zhu

30 June 2025

Autonomous drone navigation presents challenges for users unfamiliar with manual flight controls, increasing the risk of collisions. This research addresses this issue by developing a multifunctional drone control system that integrates hand gesture...

(This article belongs to the Special Issue Application of Machine Learning and Artificial Intelligence in Human-Computer Interaction)
  • Article
  • Open Access
2 Citations
3,266 Views
29 Pages

GNSS-RTK-Based Navigation with Real-Time Obstacle Avoidance for Low-Speed Micro Electric Vehicles

  • Nuksit Noomwongs,
  • Kanin Kiataramgul,
  • Sunhapos Chantranuwathana and
  • Gridsada Phanomchoeng

Autonomous navigation for micro electric vehicles (micro EVs) operating in semi-structured environments—such as university campuses and industrial parks—requires solutions that are cost-effective, low in complexity, and robust. Traditiona...

(This article belongs to the Section Vehicle Engineering)
  • Article
  • Open Access
3 Citations
2,070 Views
35 Pages

3 April 2026

High-speed near-ground flight presents critical challenges for large-inertia UAVs carrying payloads, including complex obstacles and communication-denied environments. Unlike agile small drones, these platforms require both rapid path planning and st...

  • Article
  • Open Access
3 Citations
1,998 Views
28 Pages

6 November 2025

For efficient and safe navigation for an autonomous surface vehicle (ASV), this paper proposes an autonomous navigation behavior framework that integrates deep reinforcement learning (DRL) to achieve autonomous decision-making and low-level control a...

(This article belongs to the Special Issue Advanced Control Strategies for Autonomous Maritime Systems)
  • Article
  • Open Access
12 Citations
5,330 Views
26 Pages

20 September 2025

With the growing application of unmanned aerial vehicles (UAVs) in complex, stochastic environments, autonomous navigation and obstacle avoidance represent critical technical challenges requiring urgent solutions. This study proposes an innovative de...

(This article belongs to the Section Aeronautics)
  • Article
  • Open Access
13 Citations
3,902 Views
15 Pages

2 October 2021

Flocking navigation and obstacle avoidance in complex environments remain challenging for multiple unmanned aerial vehicle (multi-UAV) systems, especially when only one UAV (termed as information UAV) knows the predetermined path and the communicatio...

(This article belongs to the Section Aeronautics)
  • Article
  • Open Access
1,158 Views
20 Pages

NRNH-AR: A Small Robotic Agent Using Tri-Fold Learning for Navigation and Obstacle Avoidance

  • Carlos Vasquez-Jalpa,
  • Mariko Nakano,
  • Martin Velasco-Villa and
  • Osvaldo Lopez-Garcia

22 July 2025

We propose a tri-fold learning algorithm, called Neuroevolution of Hybrid Neural Networks in a Robotic Agent (acronym in Spanish, NRNH-AR), based on deep reinforcement learning (DRL), with self-supervised learning (SSL) and unsupervised learning (USL...

(This article belongs to the Special Issue Advanced Technologies in Intelligent Software Methodologies, Tools, and Techniques)
  • Feature Paper
  • Article
  • Open Access
22 Citations
6,199 Views
22 Pages

17 January 2022

This paper focuses on safe navigation of an unmanned surface vehicle in proximity to a submerged autonomous underwater vehicle so as to maximise short-range, through-water data transmission while minimising the probability that the two vehicles will...

(This article belongs to the Special Issue Unconventional Drone-Based Surveying)
  • Article
  • Open Access
742 Views
35 Pages

15 March 2026

A comprehensive analysis of three graph-theoretic path planning algorithms designed for multi-robotic systems (MRS) was undertaken. The algorithms were the multi-robot path planning algorithm (MRPP), central algorithm (CA), and the optimisation centr...

  • Article
  • Open Access
16 Citations
2,995 Views
17 Pages

Obstacle avoidance operations of tractors can cause parts of land to be unavailable for planting crops, which represents a reduction in land utilization. However, land utilization is significant to the increase in agricultural productivity. Tradition...

(This article belongs to the Section Agricultural Technology)
  • Article
  • Open Access
913 Views
29 Pages

28 August 2026

This paper presents a systematic reward engineering methodology for training a Proximal Policy Optimization (PPO) quadrotor navigation policy in the Webots simulator, using a hierarchical architecture in which a PID controller handles low-level stabi...

(This article belongs to the Section Drone Design and Development)
  • Article
  • Open Access
2 Citations
1,590 Views
14 Pages

Robust and Precise Navigation and Obstacle Avoidance for Unmanned Ground Vehicle

  • Iván González-Hernández,
  • Jonathan Flores,
  • Sergio Salazar and
  • Rogelio Lozano

11 July 2025

This paper presents a robust control strategy based on simplified second-order sliding mode for autonomous navigation and obstacle avoidance for an unmanned ground vehicle. The proposed control is implemented in a mini ground vehicle equipped with re...

(This article belongs to the Special Issue Design and Integration of Sensors for Control, Planning and Deployment in Robotic Systems)
  • Article
  • Open Access
9 Citations
3,526 Views
23 Pages

To address the challenges of manual buoy inspection, this study enhances a previously proposed Unmanned Surface Vehicle (USV) inspection system by improving its navigation and obstacle avoidance capabilities using Proximal Policy Optimization (PPO)....

(This article belongs to the Special Issue The Control and Navigation of Autonomous Surface Vehicles)
  • Article
  • Open Access
16 Citations
3,944 Views
17 Pages

1 August 2019

In order to prevent ship collisions, it is important to understand the behavior of navigators that leads to these collisions. The main cause of marine accidents in the Republic of Korea is attributed to navigator error, particularly in collisions. He...

(This article belongs to the Special Issue Accident Analysis and Prevention: Experimental & Numerical Approaches)
  • Article
  • Open Access
11 Citations
4,769 Views
13 Pages

Combining Obstacle Avoidance and Visual Simultaneous Localization and Mapping for Indoor Navigation

  • SongGuo Jin,
  • Minhaz Uddin Ahmed,
  • Jin Woo Kim,
  • Yeong Hyeon Kim and
  • Phill Kyu Rhee

7 January 2020

People with disabilities (PWD) face a number of challenges such as obstacle avoidance or taking a minimum path to reach a destination while travelling or taking public transport, especially in airports or bus stations. In some cases, PWD, and specifi...

  • Article
  • Open Access
27 Citations
4,284 Views
16 Pages

20 December 2021

The collision avoidance system is one of the core systems of MASS (Maritime Autonomous Surface Ships). The collision avoidance system was validated using scenario-based experiments. However, the scenarios for the validation were designed based on COL...

(This article belongs to the Special Issue Maritime Autonomous Vessels)
  • Article
  • Open Access
19 Citations
3,813 Views
23 Pages

Research on Navigation Path Extraction and Obstacle Avoidance Strategy for Pusher Robot in Dairy Farm

  • Fuyang Tian,
  • Xinwei Wang,
  • Sufang Yu,
  • Ruixue Wang,
  • Zhanhua Song,
  • Yinfa Yan,
  • Fade Li,
  • Zhonghua Wang and
  • Zhenwei Yu

Existing push robots mainly use magnetic induction technology. These devices are susceptible to external electromagnetic interference and have a low degree of intelligence. To make up for the insufficiency of the existing material pushing robots, and...

(This article belongs to the Special Issue Robots and Autonomous Machines for Agriculture Production)
  • Article
  • Open Access
491 Views
27 Pages

Residual Learning for Riemannian Motion Policies in Multi-Drone Obstacle Avoidance and Communication-Aware Navigation

  • Liping Shi,
  • Esben Haubro Skov,
  • Asbjørn Lybker Christensen and
  • Rune Hylsberg Jacobsen

30 June 2026

Autonomous multi-drone navigation in unknown environments requires robust solutions for obstacle avoidance, formation cohesion, and inter-drone communication maintenance. We address these challenges using Riemannian Motion Policies (RMPs), a second-o...

(This article belongs to the Special Issue Challenges and Future Trends in Unmanned Aerial Vehicles: Control, Sensor Integration, Networks, Systems and Applications)
  • Article
  • Open Access
9 Citations
3,453 Views
22 Pages

Autonomous Robotic Navigation Approach Using Deep Q-Network Late Fusion and People Detection-Based Collision Avoidance

  • Carlos Daniel de Sousa Bezerra,
  • Flávio Henrique Teles Vieira and
  • Daniel Porto Queiroz Carneiro

15 November 2023

In this work, we propose an approach for the autonomous navigation of mobile robots using fusion the of sensor data by a Double Deep Q-Network with collision avoidance by detecting moving people via computer vision techniques. We evaluate two data fu...

(This article belongs to the Section Robotics and Automation)
  • Article
  • Open Access
908 Views
35 Pages

15 May 2026

Autonomous wheelchair navigation requires both reliable global guidance and safe local interaction with the environment, typically addressed using separate perception and control strategies. This paper presents a unified vision-based control framewor...

(This article belongs to the Topic AI and Data-Driven Advancements in Industry 4.0, 2nd Edition)
  • Article
  • Open Access
399 Views
26 Pages

26 July 2026

This paper presents a distributed closed-form control strategy for multi-unmanned aerial vehicle (multi-UAV) formation flight in cluttered environments. We propose a virtual-centroid-based architecture that reduces leader dependency while maintaining...

(This article belongs to the Special Issue New Solutions in Pattern Recognition and Intelligent Sensors for Mobile Robots)
  • Article
  • Open Access
20 Citations
5,173 Views
27 Pages

Many achievements toward unmanned surface vehicles have been made using artificial intelligence theory to assist the decisions of the navigator. In particular, there has been rapid development in autonomous collision avoidance techniques that employ...

(This article belongs to the Special Issue Recent Developments and Knowledge in Intelligent and Safe Marine Navigation)
  • Article
  • Open Access
9 Citations
4,340 Views
23 Pages

3 June 2025

To address the challenges of low pesticide utilization, insufficient automation, and health risks in orchard plant protection, we developed an autonomous spraying vehicle using ArduPilot firmware and a robot operating system (ROS). The system tackles...

(This article belongs to the Special Issue Smart Pest Control for Building Farm Resilience)
  • Article
  • Open Access
45 Citations
7,192 Views
25 Pages

12 May 2020

In this work, we present a complete hybrid navigation system for a two-wheel differential drive mobile robot that includes static-environment- global-path planning and dynamic environment obstacle-avoidance tasks. By the given map, we propose a multi...

(This article belongs to the Special Issue Optimization of Motion Planning and Control for Automatic Machines, Robots and Multibody Systems)
  • Article
  • Open Access
136 Views
34 Pages

Regulation-Aware Static Obstacle Avoidance Navigation Algorithm for Drone-Based Power-Line Inspection

  • Pablo De Porcellinis,
  • Xabier Olaz,
  • Daniel Alaez and
  • Jesus Villadangos

12 October 2026

Autonomous unmanned-aircraft obstacle avoidance is a mature research area, but comparatively less work addresses controller-level behavior motivated by European ground-risk and no-overflight considerations during an inspection mission that is already...

(This article belongs to the Special Issue Path Planning and Navigation for Autonomous Vehicles and Intelligent Robots)
  • Article
  • Open Access
5 Citations
5,407 Views
20 Pages

21 February 2025

This paper presents a 3D vision-based autonomous navigation system for wheeled mobile robots equipped with an RGB-D camera. The system integrates SLAM (simultaneous localization and mapping), motion planning, and obstacle avoidance to operate in both...

(This article belongs to the Section Transportation and Future Mobility)
  • Article
  • Open Access
14 Citations
4,459 Views
18 Pages

13 November 2023

This paper introduces a practical navigation approach for nonholonomic Unmanned Aerial Vehicles (UAVs) in 3D environment settings with numerous stationary and dynamic obstacles. To achieve the intended outcome, Dynamic Programming (DP) is combined wi...

(This article belongs to the Special Issue Conceptual Design, Modeling, and Control Strategies of Drones-II)
  • Article
  • Open Access
4 Citations
6,035 Views
19 Pages

In this paper, a novel and complete navigation system is proposed for mobile robots in a park environment, which can achieve safe and stable navigation as well as robust dynamic obstacle avoidance. The navigation system includes a global planning lay...

  • Article
  • Open Access
643 Views
35 Pages

29 May 2026

Reinforcement learning (RL) represents an effective approach for developing autonomous navigation and obstacle avoidance capabilities in hospital automated guided vehicles (AGVs). However, real-world adoption is challenged by the need for carefully d...

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
253 Views
34 Pages

19 September 2026

To address the challenges of formation maintenance, collision avoidance, and cooperative navigation for multi-agent systems in shared environments, a spatio-temporal trajectory optimization method under global structural constraints and A attention-e...

(This article belongs to the Special Issue Learning-Based Control of Networked Systems)
  • Article
  • Open Access
3 Citations
3,096 Views
9 Pages

Factors Influencing the Action Point of the Collision Avoidance Manoeuvre

  • Marcin Przywarty,
  • Renata Boć,
  • Tanja Brcko and
  • Marko Perkovič

9 August 2021

Perhaps the most problematic issue regarding navigation safety management is the unknown, or unknowable, is the navigator’s decision made in the face of a dangerous situation. This applies particularly to collision-avoidance. The aim of the article i...

(This article belongs to the Special Issue Application of Surveying and Navigation Systems to Increase the Safety and Robustness of Maritime Operations)
  • Article
  • Open Access
131 Views
34 Pages

6 October 2026

This paper investigates the safe navigation of mobile robots in complex-static-obstacle environments and proposes a deadlock-resistant navigation control method. First, convex polygonal obstacles are modeled using the Log-Sum-Exp (LSE) function. Goal...

(This article belongs to the Special Issue Autonomous Mobile Robotic Systems: Guidance, Navigation and Control)
  • Article
  • Open Access
106 Citations
10,202 Views
18 Pages

19 September 2019

This research focuses on the adaptive navigation of maritime autonomous surface ships (MASSs) in an uncertain environment. To achieve intelligent obstacle avoidance of MASSs in a port, an autonomous navigation decision-making model based on hierarchi...

(This article belongs to the Special Issue Internet of Things and Artificial Intelligence in Transportation Revolution)
  • Article
  • Open Access
51 Citations
9,413 Views
16 Pages

In this paper, we propose a goal-oriented obstacle avoidance navigation system based on deep reinforcement learning that uses depth information in scenes, as well as goal position in polar coordinates as state inputs. The control signals for robot mo...

(This article belongs to the Section Artificial Intelligence)
  • Article
  • Open Access
1,146 Views
33 Pages

3 October 2025

Higher requirements have been placed on fault detection for continuously operating machines in modern factories. Manual inspection faces challenges related to timeliness, leading to the emergence of autonomous diagnostic robots. To overcome the safet...

(This article belongs to the Special Issue Feature Papers in Fault Diagnosis & Sensors 2025)
  • Article
  • Open Access
26 Citations
7,316 Views
19 Pages

2 April 2024

The integration of machine learning and robotics brings promising potential to tackle the application challenges of mobile robot navigation in industries. The real-world environment is highly dynamic and unpredictable, with increasing necessities for...

(This article belongs to the Section Physical Sensors)
  • Feature Paper
  • Article
  • Open Access
13 Citations
3,716 Views
17 Pages

9 September 2022

The paper introduces a proposal of an Autonomous Navigation System for Unmanned Surface Vessels. The system architecture is presented with a special emphasis on collision avoidance and maneuver auto-negotiation. For the purpose of maneuver auto-negot...

(This article belongs to the Special Issue Automation, Operation and Maintenance of Control and Communication Systems)
  • Article
  • Open Access
57 Citations
6,575 Views
22 Pages

26 August 2021

Path planning and collision avoidance during autonomous navigation in unknown environments is a crucial issue for unmanned surface vehicles (USVs). This paper improves the traditional D* Lite algorithm and achieves multi-goal path planning and collis...

(This article belongs to the Topic Industrial Robotics)
  • Article
  • Open Access
12 Citations
5,737 Views
37 Pages

ITC: Infused Tangential Curves for Smooth 2D and 3D Navigation of Mobile Robots †

  • Abhijeet Ravankar,
  • Ankit A. Ravankar,
  • Arpit Rawankar,
  • Yohei Hoshino and
  • Yukinori Kobayashi

10 October 2019

Navigation is an indispensable component of ground and aerial mobile robots. Although there is a plethora of path planning algorithms, most of them generate paths that are not smooth and have angular turns. In many cases, it is not feasible for the r...

(This article belongs to the Special Issue Mobile Robot Navigation)
  • Article
  • Open Access
18 Citations
6,066 Views
20 Pages

This paper presents a new approach for enhancing autonomous vehicle navigation and obstacle avoidance based on the integration of reinforcement learning with multiple sensors for navigation. The proposed system is designed to enable a reinforcement l...

(This article belongs to the Special Issue Advancements in Deep Learning and Its Applications)
  • Review
  • Open Access
614 Views
22 Pages

24 September 2026

Light Detection and Ranging (LiDAR) has become a benchmark sensing modality for autonomous unmanned aerial vehicle (UAV) navigation in GPS-denied and obstacle-dense environments such as forests, urban canyons, and indoor structures. This paper presen...

(This article belongs to the Special Issue Applications of Robot Navigation in Autonomous Systems)

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