Top Research Papers on UAV
Dive into the world of UAVs with our curated selection of top research papers. Uncover the latest advancements, cutting-edge technologies, and innovative applications in Unmanned Aerial Vehicles to stay ahead in this rapidly evolving field. Perfect for researchers, practitioners, and enthusiasts looking to deepen their knowledge.
Looking for research-backed answers?Try AI Search
Unmanned aerial vehicles/drones in vehicle routing problems: a literature review
241 Citations 2020Daniela Rojas Viloria, Elyn L. Solano‐Charris, Andrés Muñoz‐Villamizar + 1 more
International Transactions in Operational Research
Abstract During recent years, advances in drone technologies have made them applicable in various fields of industry, and their popularity continues to grow. In this paper, the academic contributions on drones routing problems are analyzed between 2005 and 2019 to identify the main characteristics of these types of problems, as well as the research trends and recent improvements. The literature is classified according to the objectives optimized, solution methods, applications, constraints, and whether they use a complementary vehicle or not. Finally, a discussion for trends and future researc...
Towards the Unmanned Aerial Vehicles (UAVs): A Comprehensive Review
762 Citations 2022Syed Agha Hassnain Mohsan, Muhammad Asghar Khan, Fazal Noor + 2 more
Drones
A comprehensive study on UAVs, swarms, types, classification, charging, and standardization is presented, highlighting the importance of drones, goals and functionality problems, and identifying the research gap.
The use of unmanned aerial vehicles (UAVs) for engineering geology applications
309 Citations 2020Daniele Giordan, Marc Adams, Irene Aicardi + 15 more
Bulletin of Engineering Geology and the Environment
This paper represents the result of the IAEG C35 Commission “Monitoring methods and approaches in engineering geology applications” workgroup aimed to describe a general overview of unmanned aerial vehicles (UAVs) and their potentiality in several engineering geological applications.
Unmanned Aerial Vehicles (UAV) in Precision Agriculture: Applications and Challenges
252 Citations 2021V. Parthasarathy, R. Santhosh, Rakesh Kumar Mahendran + 3 more
Energies
Agriculture is the primary source of income in developing countries like India. Agriculture accounts for 17 percent of India’s total GDP, with almost 60 percent of the people directly or indirectly employed. While researchers and planters focus on a variety of elements to boost productivity, crop loss due to disease is one of the most serious issues they confront. Crop growth monitoring and early detection of pest infestations are still a problem. With the expansion of cultivation to wider fields, manual intervention to monitor and diagnose insect and pest infestations is becoming increasingly...
Unmanned Aerial Vehicles (UAVs): Collision Avoidance Systems and Approaches
290 Citations 2020Jawad N. Yasin, Sherif A. S. Mohamed, Mohammad-Hashem Haghbayan + 3 more
IEEE Access
An in-depth survey of different collision avoidance techniques that are categorically explained along with a comparative analysis of the considered approaches w.r.t. different scenarios and technical aspects is provided.
UAV-YOLO: Small Object Detection on Unmanned Aerial Vehicle Perspective
321 Citations 2020Mingjie Liu, Xianhao Wang, Anjian Zhou + 3 more
Sensors
A special detection method for small objects in UAV perspective based on YOLOv3, the Resblock in darknet is first optimized by concatenating two ResNet units that have the same width and height and the entire darknet structure is improved by increasing convolution operation at an early layer to enrich spatial information.
Smart traffic monitoring system using Unmanned Aerial Vehicles (UAVs)
224 Citations 2020Navid Ali Khan, N. Z. Jhanjhi, Sarfraz Nawaz Brohi + 2 more
Computer Communications
A smart traffic surveillance system based on Unmanned Aerial Vehicle (UAV) using 5G technology that covers the existing limitations of the SAHER system deployed in KSA and will further reduce the number of accidents and fatalities and injuries caused by it.
Accuracy Assessment of Low-Cost Unmanned Aerial Vehicle (UAV) Photogrammetry
140 Citations 2021Ismail Elkhrachy
Alexandria Engineering Journal
The generated model achieved the 2015 ASPRS accuracy standards for digital geospatial data, while horizontal RMSE values were 4– 6 cm and vertical accuracy was 5–6 cm.
UAV-Human: A Large Benchmark for Human Behavior Understanding with Unmanned Aerial Vehicles
245 Citations 2021Tianjiao Li, Jun Liu, Wei Zhang + 3 more
journal unavailable
A fisheye-based action recognition method that mitigates the distortions in fisHEye videos via learning unbounded transformations guided by flat RGB videos is proposed, and experiments show the efficacy of this method on the UAV-Human dataset.
The Rise of Drones in Internet of Things: A Survey on the Evolution, Prospects and Challenges of Unmanned Aerial Vehicles
110 Citations 2021Nader Samir Labib, Matthias R. Brust, Grégoire Danoy + 1 more
IEEE Access
This work additionally explores the technical standardisation landscape and highlights synergies between scientific research and standardisation efforts towards enabling safe UAV operations, while taking into consideration additional IoT inherent challenges such as security, data protection and privacy.
Unmanned aerial vehicles: A review
186 Citations 2022Asif Ali Laghari, Awais Khan Jumani, Rashid Ali Laghari + 1 more
Cognitive Robotics
The lightweight Unmanned Aerial Vehicle (UAV) flight activities are constrained, particularly in the UAV range or activity span and perseverance, by the strategic correspondence link capabilities. This paper tends to the different overlap issue of trading off a set of mission prerequisites, the UAV execution parameters, and strategic credibility; thus compromising between the communication load characterized by a crucial, communication link transmitting power necessities, power accessibility onboard UAV as a weight-restricted parameter, and the UAV security.
Adoption of Unmanned Aerial Vehicle (UAV) imagery in agricultural management: A systematic literature review
121 Citations 2023Md. Abrar Istiak, M. M. Mahbubul Syeed, Md Shakhawat Hossain + 4 more
Ecological Informatics
Precision agriculture and Smart farming have become the essential backbone for sustainable agricultural production by leveraging cutting edge remote sensing and communication technologies, meshed with AI driven data processing and decision making approaches. Agricultural segments, such as crop and livestock monitoring, crop/plant classification, yield prediction, weed detection, automatic harvesting, early detection, and prevention of diseases are being served for efficient, cost-effective process monitoring with increased profitability. With the remarkable development in recent decades, Unman...
The application of Unmanned Aerial Vehicles (UAVs) to estimate above-ground biomass of mangrove ecosystems
177 Citations 2020Alejandro Navarro, Mary Young, Blake M. Allan + 3 more
Remote Sensing of Environment
Mangrove ecosystems are targeted for many conservation and rehabilitation efforts due to their ability to store large amounts of carbon in their living biomass and soil. Traditional methods to monitor above-ground biomass (AGB) rely on on-ground measurements, which are expensive, labour intensive and cover small spatial scales. Structure from Motion and Multi-View Stereo reconstructions from Unmanned Aerial Vehicles imagery (UAV-SfM) have the potential to increase fieldwork efficiency by providing a greater amount of spatial information in less time. However, there is still a need to assess th...
Streamlined bridge inspection system utilizing unmanned aerial vehicles (UAVs) and machine learning
136 Citations 2020Brandon J. Perry, Yanlin Guo, Rebecca Atadero + 1 more
Measurement
A streamlined bridge inspection system that offers advanced data analytics tools to automatically identify type, extent, growth, and 3D location of defects using computer vision techniques and establish a georeferenced element-wise as-built bridge information model to document and visualize damage information is proposed.
A survey of safe landing zone detection techniques for autonomous unmanned aerial vehicles (UAVs)
102 Citations 2021M. Shah Alam, Jared Oluoch
Expert Systems with Applications
This survey paper may be a useful tutorial for understanding the types of landing zones and landing zone detection techniques for the UAVs, the strengths of zone detection algorithms, and the open areas for future improvement and research.
A novel hybrid grey wolf optimizer algorithm for unmanned aerial vehicle (UAV) path planning
265 Citations 2020Chengzhi Qu, Wendong Gai, Jing Zhang + 1 more
Knowledge-Based Systems
A novel hybrid algorithm called HSGWO-MSOS is proposed by combining simplified grey wolf optimizer (SGWO) and modified symbiotic organisms search (MSOS) and its performance is superior to the GWO, SOS and SA algorithm.
Growing status observation for oil palm trees using Unmanned Aerial Vehicle (UAV) images
161 Citations 2021Juepeng Zheng, Haohuan Fu, Weijia Li + 6 more
ISPRS Journal of Photogrammetry and Remote Sensing
For both the positive economic benefit and the negative ecological impact of the rapid expansion of oil palm plantations in tropical developing countries, it is significant to achieve accurate detection for oil palm trees in large-scale areas. Especially, growing status observation and smart oil palm plantation management enabled by such accurate detections would improve plantation planning, oil palm yield, and reduce manpower and consumption of fertilizer. Although existing studies have already reached a high accuracy in oil palm tree detection, rare attention has been paid to automated obser...
Urban Traffic Monitoring and Analysis Using Unmanned Aerial Vehicles (UAVs): A Systematic Literature Review
154 Citations 2022Eugen Valentin Butilă, Răzvan Gabriel Boboc
Remote Sensing
It can be stated that progress in advanced image processing techniques and technologies used in the construction of UAVs will lead to an explosion in the number of applications, which will result in increased benefits for society, reducing unpleasant situations, such as congestion and collisions in major urban centers of the world.
Internet of Things (IoT) and Agricultural Unmanned Aerial Vehicles (UAVs) in smart farming: A comprehensive review
803 Citations 2020Achilles D. Boursianis, Maria S. Papadopoulou, Panagiotis D. Diamantoulakis + 6 more
Internet of Things
The conclusion is that IoT and UAV are two of the most important technologies that transform traditional cultivation practices into a new perspective of intelligence in precision agriculture.
Unmanned Aerial Vehicles in Agriculture: A Survey
235 Citations 2021Jaime del Cerro, Christyan Cruz Ulloa, Antonio Barrientos + 1 more
Agronomy
This work aims at providing the reader with an overview of the agronomical use of unmanned aerial vehicles by providing a classification of the vehicles according to their typology and main sensorial and performance features.
Field evaluation of spray drift and environmental impact using an agricultural unmanned aerial vehicle (UAV) sprayer
190 Citations 2020Guobin Wang, Yuxing Han, Xuan Li + 6 more
The Science of The Total Environment
Basic information is provided to quantify the effect of wind speeds and droplet sizes on UAV spray drift potential which supports on-going regulatory guideline development for spray buffer zone and drift risk assessment protocols.
Unmanned aerial vehicles (UAVs): practical aspects, applications, open challenges, security issues, and future trends
831 Citations 2023Syed Agha Hassnain Mohsan, Nawaf Qasem Hamood Othman, Yanlong Li + 2 more
Intelligent Service Robotics
This study provides a comprehensive review of UAVs, types, swarms, classifications, charging methods and regulations, and believes insights into the potentials and functionality issues will serve as guidelines and motivations for relevant researchers.
HIT-UAV: A high-altitude infrared thermal dataset for Unmanned Aerial Vehicle-based object detection
159 Citations 2023Jiashun Suo, Tianyi Wang, Xingzhou Zhang + 3 more
Scientific Data
The HIT-UAV is the first publicly available high-altitude UAV-based infrared thermal dataset for detecting persons and vehicles and the detection algorithms perform exceptionally well, since infrared thermal images do not contain significant irrelevant information about objects.
Applications of unmanned aerial vehicle (UAV) surveys and Structure from Motion photogrammetry in glacial and periglacial geomorphology
115 Citations 2021Szymon Śledź, Marek Ewertowski, Jan Piekarczyk
Geomorphology
Unmanned aerial vehicles (UAVs, UAS, drones) combined with Structure-from-Motion (SfM) photogrammetry have emerged over the last decade as the basis for a very efficient workflow in glacial and periglacial geomorphology by filling the spatial gap between traditional ground-based surveys and aerial or satellite remote sensing data. UAV-generated data offer flexible spatial and temporal resolution, thus enabling a shift from a pure description of geomorphological forms to a better understanding of process-form relationships, e.g., by quantification of short-term landscape changes in response to ...
Reliability Theory and Practice for Unmanned Aerial Vehicles
105 Citations 2022Liudong Xing, B.W. Johnson
IEEE Internet of Things Journal
A critical review of UAV reliability literature in both theoretical and practical research is presented, pinpointing failure causes and reliability challenges of Uav systems, classifying and reflecting on the reliability modeling, analysis, and design methods for UAV systems and key subsystems.
Unmanned Aerial Vehicles for Search and Rescue: A Survey
255 Citations 2023Mingyang Lyu, Yibo Zhao, Chao Huang + 1 more
Remote Sensing
In recent years, unmanned aerial vehicles (UAVs) have gained popularity due to their flexibility, mobility, and accessibility in various fields, including search and rescue (SAR) operations. The use of UAVs in SAR can greatly enhance the task success rates in reaching inaccessible or dangerous areas, performing challenging operations, and providing real-time monitoring and modeling of the situation. This article aims to help readers understand the latest progress and trends in this field by synthesizing and organizing papers related to UAV search and rescue. An introduction to the various type...
Recent Advances in Unmanned Aerial Vehicles: A Review
274 Citations 2022MD. Faiyaz Ahmed, J. C. Mohanta, Anupam Keshari + 1 more
Arabian Journal for Science and Engineering
A roadmap to understand the successive development of advanced drones/ UAVs in terms of their geometric structure, flying mechanism, sensing and vision ability, aviation quality, path planning, intelligent behaviour and adoptability is presented.
Wireless Communications and Networking for Unmanned Aerial Vehicles
109 Citations 2020Walid Saad, Mehdi Bennis, Mohammad Mozaffari + 1 more
Cambridge University Press eBooks
A thorough treatment of UAV wireless communications and networking research challenges and opportunities, Featuring discussion of practical applications including drone delivery systems, public safety, IoT, virtual reality, and smart cities, is provided.
Applications of blockchain in unmanned aerial vehicles: A review
262 Citations 2020Tejasvi Alladi, Vinay Chamola, Nishad Sahu + 1 more
Vehicular Communications
Various applications of blockchain in UAV networks such as network security, decentralized storage, inventory management, surveillance, etc., are reviewed and various challenges to be addressed in the integration of blockchain and UAVs are discussed.
A Review of Unmanned Aerial Vehicle Low-Altitude Remote Sensing (UAV-LARS) Use in Agricultural Monitoring in China
198 Citations 2021Haidong Zhang, Lingqing Wang, Tian Ting + 1 more
Remote Sensing
Overall, UAV-LARS has demonstrated great potential as a tool for monitoring agriculture at fine- and regional-scales and suggestions for overcoming current limitations are provided.
Applications of unmanned aerial vehicle (UAV) in road safety, traffic and highway infrastructure management: Recent advances and challenges
449 Citations 2020Fatma Outay, Hanan Abdullah Mengash, Muhammad Adnan
Transportation Research Part A Policy and Practice
Advances in computer vision algorithms to extract key features from UAV acquired videos and images are discussed along with the discussion on improvements made in traffic flow analysis methods, risk assessment and assistance in accident investigation and damage assessments for bridges and pavements.
Accuracy assessment of real-time kinematics (RTK) measurements on unmanned aerial vehicles (UAV) for direct geo-referencing
136 Citations 2020Desta Ekaso, Francesco Nex, Norman Kerle
Geo-spatial Information Science
This research evaluates the positional accuracy of the real-time kinematics (RTK) GNSS on the DJI Matrice 600 Pro, one of the first available and widely used UAVs with potentially surveying-grade performance.
A novel reinforcement learning based grey wolf optimizer algorithm for unmanned aerial vehicles (UAVs) path planning
301 Citations 2020Chengzhi Qu, Wendong Gai, Maiying Zhong + 1 more
Applied Soft Computing
A novel reinforcement learning based grey wolf optimizer algorithm called RLGWO has been presented for solving the problem of feasible and effective route acquisition in three-dimensional complex flight environment.
Mobile Edge Computing in Unmanned Aerial Vehicle Networks
257 Citations 2020Fuhui Zhou, Rose Qingyang Hu, Zan Li + 1 more
IEEE Wireless Communications
This paper sheds light on three UAV-enabled mobile edge computing (MEC) architectures, and presents a comprehensive survey for the state-of-the-art research in this domain.
Maritime Search and Rescue Based on Group Mobile Computing for Unmanned Aerial Vehicles and Unmanned Surface Vehicles
213 Citations 2020Tingting Yang, Zhi Jiang, Ruijin Sun + 2 more
IEEE Transactions on Industrial Informatics
Unmanned aerial vehicles (UAVs) and unmanned surface vehicles (USVs) are used to form a cognitive mobile computing network for co-operative search and rescue, and reinforcement learning (RL) is used to plan search path and improve communication throughput.
Vehicle Assisted Computing Offloading for Unmanned Aerial Vehicles in Smart City
114 Citations 2021Minghui Dai, Zhou Su, Qichao Xu + 1 more
IEEE Transactions on Intelligent Transportation Systems
A vehicle-assisted computing offloading architecture for UAVs is proposed to improve offloading efficiency by harnessing the moving vehicles in smart city and demonstrates that the proposed offloading scheme can significantly save resource and improve the utilities of UAV's and vehicles.
Deep learning for unmanned aerial vehicles detection: A review
125 Citations 2024Nader Al-lQubaydhi, Abdulrahman Alenezi, Turki M. Alanazi + 6 more
Computer Science Review
As a new type of aerial robotics, drones are easy to use and inexpensive, which has facilitated their acquisition by individuals and organizations. This unequivocal and widespread presence of amateur drones may cause many dangers, such as privacy breaches by reaching sensitive locations of authorities and individuals. In this paper, we summarize the performance-affecting factors and major obstacles to drone use and provide a brief background of deep learning. Then, we summarize the types of UAVs and the related unethical behaviors, safety, privacy, and cybersecurity concerns. Then, we present ...
Survey of Security Protocols and Vulnerabilities in Unmanned Aerial Vehicles
102 Citations 2021Arslan Shafique, Abid Mehmood, Mourad Elhadef
IEEE Access
The purpose of this study is to explore the vulnerabilities in the security protocols of UAVs and propose guidelines to improve the security and provide future research directions.
Unmanned Aerial Vehicles: Control Methods and Future Challenges
242 Citations 2022Zongyu Zuo, Cunjia Liu, Qing‐Long Han + 1 more
IEEE/CAA Journal of Automatica Sinica
A brief review of the UAV control issues, including motion equations, various classical and advanced control approaches, as well as some challenging topics and future research directions are raised.
Unmanned Aerial Vehicle Communications for Civil Applications: A Review
128 Citations 2022Mohammad Ghamari, Pablo Rangel, Mehrübe Mehrübeoğlu + 2 more
IEEE Access
The use of drones, formally known as unmanned aerial vehicles (UAVs), has significantly increased across a variety of applications over the past few years and the challenges and communication requirements associated with UAV-based communication systems are considered.