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  • Article
  • Open Access
31 Citations
4,233 Views
16 Pages

USV Dynamic Accurate Obstacle Avoidance Based on Improved Velocity Obstacle Method

  • Jia Wang,
  • Rongtao Wang,
  • Daohua Lu,
  • Hao Zhou and
  • Tianyi Tao

30 August 2022

Unmanned surface vehicle (USV) path planning is a crucial technology for achieving USV autonomous navigation. Under global path planning, dynamic local obstacle avoidance has become the primary focus for safe USV navigation. In this study, a USV auto...

  • Article
  • Open Access
5 Citations
4,188 Views
22 Pages

24 April 2025

This paper proposes an enhanced local path planning method based on the Dynamic Window Approach (DWA), enabling a mobile robot to safely avoid obstacles and efficiently reach its destination. To overcome the limitations of the conventional DWA in han...

  • Article
  • Open Access
59 Citations
9,575 Views
17 Pages

Dynamic Obstacle Avoidance for Unmanned Underwater Vehicles Based on an Improved Velocity Obstacle Method

  • Wei Zhang,
  • Shilin Wei,
  • Yanbin Teng,
  • Jianku Zhang,
  • Xiufang Wang and
  • Zheping Yan

27 November 2017

In view of a dynamic obstacle environment with motion uncertainty, we present a dynamic collision avoidance method based on the collision risk assessment and improved velocity obstacle method. First, through the fusion optimization of forward-looking...

  • Article
  • Open Access
28 Citations
6,476 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...

  • Article
  • Open Access
14 Citations
5,069 Views
13 Pages

Reinforcement Learning with Dynamic Movement Primitives for Obstacle Avoidance

  • Ang Li,
  • Zhenze Liu,
  • Wenrui Wang,
  • Mingchao Zhu,
  • Yanhui Li,
  • Qi Huo and
  • Ming Dai

25 November 2021

Dynamic movement primitives (DMPs) are a robust framework for movement generation from demonstrations. This framework can be extended by adding a perturbing term to achieve obstacle avoidance without sacrificing stability. The additional term is usua...

  • Article
  • Open Access
7 Citations
3,275 Views
12 Pages

A Dynamic Obstacle Avoidance Method for AGV Based on Improved Speed Barriers

  • Yong Yuan,
  • You Shi,
  • Song Yue,
  • Shanliang Xue,
  • Changyan Yi and
  • Bing Chen

14 December 2022

The complexity and difficulty of dynamic obstacle avoidance for AGVs are increased by the uncertainty in a dynamic environment. The adaptive speed obstacle method allows the size of the collision cone to be dynamically changed to solve this problem,...

  • Article
  • Open Access
30 Citations
4,812 Views
16 Pages

12 April 2019

In order to offer simple and convenient assistance for the elderly and disabled to take care of themselves, we propose a general learning and generalization approach for a service robot to accomplish specified tasks autonomously in an unstructured ho...

  • Article
  • Open Access
6 Citations
5,566 Views
20 Pages

18 September 2020

This paper presents an obstacle-avoidance trajectory tracking method based on a nonlinear model prediction, with a dynamic environment considered in the trajectory tracking of nonholonomic mobile robots for obstacle avoidance. In this method, collisi...

  • Article
  • Open Access
42 Citations
5,457 Views
14 Pages

Smart Obstacle Avoidance Using a Danger Index for a Dynamic Environment

  • Jiubo Sun,
  • Guoliang Liu,
  • Guohui Tian and
  • Jianhua Zhang

17 April 2019

The artificial potential field approach provides a simple and effective motion planner for robot navigation. However, the traditional artificial potential field approach in practice can have a local minimum problem, i.e., the attractive force from th...

  • Article
  • Open Access
8 Citations
4,087 Views
15 Pages

7 March 2023

Manipulator motion planning for real-time obstacle avoidance in a dynamic environment is explored in this article. To address obstacle avoidance problems, a multiple-query and sampling-based motion replanning algorithm with the dynamic bias-goal fact...

  • Article
  • Open Access
18 Citations
4,117 Views
24 Pages

A new method is proposed for the dynamic obstacle avoidance problem of unmanned surface vehicles (USVs) under the international regulations for preventing collisions at sea (COLREGs), which applies the particle swarm optimization algorithm (PSO) to t...

  • Article
  • Open Access
16 Citations
4,657 Views
23 Pages

6 January 2021

This paper presents a real-time path planning approach for controlling the motion of space-based robots. The algorithm can plan three-dimensional trajectories for agents in a complex environment which includes numerous static and dynamic obstacles, p...

  • Article
  • Open Access
6 Citations
1,873 Views
19 Pages

Dynamic Obstacle Avoidance with Enhanced Social Force Model and DWA Algorithm Using SparkLink

  • Hang Yi,
  • Ruliang Lin,
  • Hao Wang,
  • Yifang Wang,
  • Cunchao Ying,
  • Dong Wang and
  • Lihang Feng

7 February 2025

In the context of Industry 4.0, addressing the challenge of dynamic obstacle avoidance for Automated Guided Vehicles (AGVs) in complex industrial environments, this paper proposes an algorithm that integrates an enhanced social force model (SFM) and...

  • Article
  • Open Access
18 Citations
10,542 Views
22 Pages

22 June 2022

In the past few years, due to the growth of the open-source community and the popularity of perceptual computing resources, the ROS (Robotic Operating System)Ecosystem has been widely shared and used in academia, industrial applications, and service...

  • Article
  • Open Access
41 Citations
6,573 Views
25 Pages

A Data-Driven Dynamic Obstacle Avoidance Method for Liquid-Carrying Plant Protection UAVs

  • Shibbir Ahmed,
  • Baijing Qiu,
  • Chun-Wei Kong,
  • Huang Xin,
  • Fiaz Ahmad and
  • Jinlong Lin

2 April 2022

Autonomous sprayer UAVs are one of the most used aerial machines in modern agriculture. During flight missions, some common narrow obstacles appear in the flying zone. These are non-detectable from satellite images and one of the biggest challenges f...

  • Article
  • Open Access
12 Citations
2,955 Views
21 Pages

Implementation of a Long Short-Term Memory Neural Network-Based Algorithm for Dynamic Obstacle Avoidance

  • Esmeralda Mulás-Tejeda,
  • Alfonso Gómez-Espinosa,
  • Jesús Arturo Escobedo Cabello,
  • Jose Antonio Cantoral-Ceballos and
  • Alejandra Molina-Leal

9 May 2024

Autonomous mobile robots are essential to the industry, and human–robot interactions are becoming more common nowadays. These interactions require that the robots navigate scenarios with static and dynamic obstacles in a safely manner, avoiding...

  • Article
  • Open Access
5 Citations
1,353 Views
18 Pages

28 November 2024

To address the shortcomings of traditional bionic algorithms in path planning, such as inefficient search processes, extended planning distances and times, and suboptimal dynamic obstacle avoidance, this paper introduces a fusion algorithm called NRB...

  • Article
  • Open Access
2 Citations
2,342 Views
23 Pages

4 March 2025

In dynamic and unstructured environments, the obstacle avoidance capabilities of Unmanned Aerial Vehicles (UAVs) are crucial for mission success. Traditional methods struggle with adaptability and effectiveness in unknown or changing scenes. In contr...

  • Article
  • Open Access
246 Citations
19,025 Views
15 Pages

13 February 2018

In a future intelligent factory, a robotic manipulator must work efficiently and safely in a Human–Robot collaborative and dynamic unstructured environment. Autonomous path planning is the most important issue which must be resolved first in the proc...

  • Article
  • Open Access
1 Citations
1,264 Views
14 Pages

Complex mountainous environments pose significant challenges for dynamic path planning and obstacle avoidance of transport vehicles. In response, this paper presents an innovative path planning approach that combines an enhanced A* algorithm with the...

  • Article
  • Open Access
3 Citations
4,454 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
4 Citations
1,644 Views
22 Pages

12 July 2024

Formation obstacle avoidance is a critical aspect of cooperation among unmanned surface vehicles (USVs). In practical scenarios involving multiple USVs, managing obstacle avoidance during formation assembly and navigation is essential to ensure the s...

  • Review
  • Open Access
62 Citations
17,401 Views
20 Pages

13 July 2023

The use of reinforcement learning (RL) for dynamic obstacle avoidance (DOA) algorithms and path planning (PP) has become increasingly popular in recent years. Despite the importance of RL in this growing technological era, few studies have systematic...

  • Article
  • Open Access
10 Citations
3,804 Views
27 Pages

A Dynamic Path-Planning Method for Obstacle Avoidance Based on the Driving Safety Field

  • Ke Liu,
  • Honglin Wang,
  • Yao Fu,
  • Guanzheng Wen and
  • Binyu Wang

14 November 2023

Establishing an accurate and computationally efficient model for driving risk assessment, considering the influence of vehicle motion state and kinematic characteristics on path planning, is crucial for generating safe, comfortable, and easily tracka...

  • Article
  • Open Access
18 Citations
9,992 Views
16 Pages

Dynamic Obstacle Avoidance Using Bayesian Occupancy Filter and Approximate Inference

  • Ángel Llamazares,
  • Vladimir Ivan,
  • Eduardo Molinos,
  • Manuel Ocaña and
  • Sethu Vijayakumar

1 March 2013

The goal of this paper is to solve the problem of dynamic obstacle avoidance for a mobile platform using the stochastic optimal control framework to compute paths that are optimal in terms of safety and energy efficiency under constraints. We propose...

  • Article
  • Open Access
2 Citations
1,854 Views
22 Pages

25 October 2025

To navigate dynamic environments safely, UAVs require accurate, real time onboard perception, which relies on ego motion compensation to separate self-induced motion from external dynamics and enable reliable obstacle detection. Traditional ego-motio...

  • Article
  • Open Access
3 Citations
2,508 Views
18 Pages

A Hybrid Dynamic Path-Planning Method for Obstacle Avoidance in Unmanned Aerial Vehicle-Based Power Inspection

  • Zheng Huang,
  • Chengling Jiang,
  • Chao Shen,
  • Bin Liu,
  • Tao Huang and
  • Minghui Zhang

Path planning for Unmanned Aerial Vehicles (UAVs) plays a critical role in power line inspection. In complex inspection environments characterized by densely distributed and dynamic obstacles, traditional path-planning algorithms struggle to ensure b...

  • Article
  • Open Access
2 Citations
3,960 Views
17 Pages

Dynamic Obstacle Avoidance for Robotic Arms Using Deep Reinforcement Learning with Adaptive Reward Mechanisms

  • Sen Yan,
  • Yanping Zhu,
  • Wenlong Chen,
  • Jianqiang Zhang,
  • Chenyang Zhu and
  • Qi Chen

18 April 2025

To address the challenges of robotic arm path-planning in dynamic environments, this study proposes a reinforcement learning-based dynamic obstacle avoidance method. The study concerns a robot with six rotational degrees of freedom when moving outsid...

  • Article
  • Open Access
4 Citations
1,395 Views
25 Pages

In order to solve the problem of obstacle avoidance and low endurance of UAV autonomous flight in column obstacle scenes such as transmission towers, this paper improves and integrates the path planning algorithm to achieve efficient and accurate pat...

  • Article
  • Open Access
19 Citations
4,510 Views
20 Pages

2 August 2023

In this paper, we propose a fusion algorithm that integrates the 3D vector field histogram plus (VFH+) algorithm and the improved dynamic window approach (DWA) algorithm. The aim is to address the challenge of cooperative obstacle avoidance faced by...

  • Article
  • Open Access
9 Citations
3,045 Views
26 Pages

This paper proposes a fusion algorithm based on state-tracking collision detection and the simulated annealing potential field (SCD-SAPF) to address the challenges of obstacle avoidance for autonomous underwater vehicles (AUVs) in dynamic environment...

  • Article
  • Open Access
19 Citations
5,948 Views
19 Pages

29 March 2023

This work presents a framework that allows Unmanned Surface Vehicles (USVs) to avoid dynamic obstacles through initial training on an Unmanned Ground Vehicle (UGV) and cross-domain retraining on a USV. This is achieved by integrating a Deep Reinforce...

  • Article
  • Open Access
19 Citations
6,154 Views
30 Pages

21 July 2022

As various fields and industries have progressed, the use of drones has grown tremendously. The problem of path planning for drones flying at low altitude in urban as well as mountainous areas will be crucial for drones performing search-and-rescue m...

  • Article
  • Open Access
6 Citations
11,979 Views
20 Pages

25 September 2023

With the advantages of long-range flight and high payload capacity, large fixed-wing UAVs are often used in anti-terrorism missions, disaster surveillance, and emergency supply delivery. In the existing research, there is little research on the 3D mo...

  • Article
  • Open Access
16 Citations
6,333 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...

  • Article
  • Open Access
380 Views
21 Pages

Dynamic Path Planning via Enhanced ACO and DWA Algorithms

  • Zheng Zhang,
  • Xusheng Bai,
  • Haobo Yang and
  • Shuo Zhang

6 January 2026

Path planning for autonomous mobile robots in dynamic environments is a critical challenge, particularly when robots must navigate both known and unknown obstacles in real-time. Traditional methods like ant colony optimization (ACO) have shown promis...

  • Article
  • Open Access
3 Citations
2,043 Views
23 Pages

26 January 2025

Due to the uncertainty and complexity of the assembly process, the trajectory planning of a robot needs to consider the real-time obstacle avoidance problem when it completes the assembly in the unstructured workspace. To realize the safe assembly of...

  • Article
  • Open Access
59 Citations
7,105 Views
29 Pages

9 January 2022

To further improve the path planning of the mobile robot in complex dynamic environments, this paper proposes an enhanced hybrid algorithm by considering the excellent search capability of the ant colony optimization (ACO) for global paths and the ad...

  • Article
  • Open Access
67 Citations
13,780 Views
27 Pages

Motion Planning and Control of an Omnidirectional Mobile Robot in Dynamic Environments

  • Mahmood Reza Azizi,
  • Alireza Rastegarpanah and
  • Rustam Stolkin

17 March 2021

Motion control in dynamic environments is one of the most important problems in using mobile robots in collaboration with humans and other robots. In this paper, the motion control of a four-Mecanum-wheeled omnidirectional mobile robot (OMR) in dynam...

  • Article
  • Open Access
11 Citations
3,768 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...

  • Article
  • Open Access
20 Citations
2,657 Views
17 Pages

The study of path-planning algorithms is crucial for an electric logistics vehicle to reach its target point quickly and safely. In light of this, this work suggests a novel path-planning technique based on the improved A-star (A*) fusion dynamic win...

  • Article
  • Open Access
15 Citations
3,787 Views
16 Pages

21 March 2024

Designed to meet the demands of AGV global optimal path planning and dynamic obstacle avoidance, this paper proposes a combination of an improved A* algorithm and dynamic window method fusion algorithm. Firstly, the heuristic function is dynamically...

  • Article
  • Open Access
8 Citations
2,474 Views
22 Pages

Global Time-Varying Path Planning Method Based on Tunable Bezier Curves

  • Longfei Jia,
  • Si Zeng,
  • Lei Feng,
  • Bohan Lv,
  • Zhiyuan Yu and
  • Yuping Huang

18 December 2023

In this paper, a novel global time-varying path planning (GTVP) method is proposed. In the method, real-time paths can be generated based on tunable Bezier curves, which can realize obstacle avoidance of manipulators. First, finite feature points are...

  • Article
  • Open Access
8 Citations
3,224 Views
17 Pages

11 October 2023

The increasing prevalence of intelligent driving sightseeing vehicles in the tourism industry underscores the critical importance of real-time planning for effective local obstacle avoidance paths when these vehicles encounter obstacles during operat...

  • Article
  • Open Access
5 Citations
2,107 Views
25 Pages

Hybrid Path Planning Method for USV Based on Improved A-Star and DWA

  • Yan Liu,
  • Zeqiang Sun,
  • Junhe Wan,
  • Hui Li,
  • Delong Yang,
  • Yanping Li,
  • Wei Fu,
  • Zhen Yu and
  • Jichang Sun

This paper presents a hybrid path planning method that integrates an enhanced A-Star algorithm with the Dynamic Window Approach (DWA). The proposed approach addresses the limitations of conventional A-Star algorithms in global path planning, particul...

  • Article
  • Open Access
20 Citations
4,638 Views
33 Pages

Aiming at the problem of difficult obstacle avoidance for unmanned ground vehicles (UGVs) in complex dynamic environments, an improved A*-APF algorithm (BA*-MAPF algorithm) is proposed in this paper. Addressing the A* algorithm’s challenges of...

  • Article
  • Open Access
2 Citations
1,465 Views
24 Pages

26 September 2024

Formation obstacle avoidance is an essential attribute of the cooperative task in unmanned surface vehicle (USV) formation. In real-world scenarios involving multiple USVs, both formation obstacle avoidance and formation recovery after obstacle avoid...

  • Article
  • Open Access
44 Citations
4,947 Views
33 Pages

19 October 2022

The existing variants of the rapidly exploring random tree (RRT) cannot be effectively applied in local path planning of the autonomous vehicle and solve the coherence problem of paths between the front and back frames. Thus, an improved heuristic Bi...

  • Article
  • Open Access
1 Citations
1,384 Views
22 Pages

Robust UAV Path Planning Using RSS in GPS-Denied and Dense Environments Based on Deep Reinforcement Learning

  • Kyounghun Kim,
  • Joonho Seon,
  • Jinwook Kim,
  • Jeongho Kim,
  • Youngghyu Sun,
  • Seongwoo Lee,
  • Soohyun Kim,
  • Byungsun Hwang,
  • Mingyu Lee and
  • Jinyoung Kim

28 September 2025

A wide range of research has been conducted on path planning and collision avoidance to enhance the operational efficiency of unmanned aerial vehicles (UAVs). The existing works have mainly assumed an environment with static obstacles and global posi...

  • Article
  • Open Access
9 Citations
4,368 Views
16 Pages

12 May 2024

Local path planning is a necessary ability for mobile robot navigation, but existing planners are not sufficiently effective at dynamic obstacle avoidance. In this article, an improved timed elastic band (TEB) planner based on the requirements of mob...

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