An Advanced Unmanned Aerial Vehicle (UAV) Approach via Learning-Based Control for Overhead Power Line Monitoring: A Comprehensive Review
Open Access
- 3 September 2021
- journal article
- review article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 9, 130410-130433
Abstract
Detection and prevention of faults in overhead electric lines is critical for the reliability and availability of electricity supply. The disadvantages of conventional methods range from cumbersome installations to costly maintenance and from lack of adaptability to hazards for human operators. Thus, transmission inspections based on unmanned aerial vehicles (UAV) have been attracting the attention of researchers since their inception. This article provides a comprehensive review for the development of UAV technologies in the overhead electric power lines patrol process for monitoring and identifying faults, explores its advantages, and realizes the potential of the aforementioned method and how it can be exploited to avoid obstacles, especially when compared with the state-of-the-art mechanical methods. The review focuses on the development of advanced Learning Control strategies for higher manoeuvrability of the quadrotor. It also explores suitable recharging strategies and motor control for improved mission autonomy.Keywords
Funding Information
- Cranfield University
- Engineering and Physical Sciences Research Council (EPSRC), U.K., titled “Decarbonising Transport through Electrification, a Whole System Approach” (EP/S032053/1)
This publication has 154 references indexed in Scilit:
- Optimization-based iterative learning for precise quadrocopter trajectory trackingAutonomous Robots, 2012
- Application of support vector machines for fault diagnosis in power transmission systemIET Generation, Transmission & Distribution, 2008
- Electric utility distribution analysis for extreme windsJournal of Wind Engineering and Industrial Aerodynamics, 2008
- Slow-Coherency-Based Controlled Islanding—A Demonstration of the Approach on the August 14, 2003 Blackout ScenarioIEEE Transactions on Power Systems, 2006
- Accurate Location of Faults on Power Transmission Lines With Use of Two-End Unsynchronized MeasurementsIEEE Transactions on Power Delivery, 2006
- Application of Neural-Network Modules to Electric Power System Fault Section EstimationIEEE Transactions on Power Delivery, 2004
- Helicopter operator qualifications for line workIEEE Transactions on Power Delivery, 2000
- Transmission towers inventoryIEEE Transactions on Power Delivery, 1996
- Development of lightning-resistant overhead ground wireIEEE Transactions on Power Delivery, 1994
- A mobile robot for inspection of power transmission linesIEEE Transactions on Power Delivery, 1991