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UAV Mission Planning Resistant to Weather Uncertainty
Amila Thibbotuwawa1, Grzegorz Bocewicz2, Grzegorz Radzki2
1Department of Materials and Production, Aalborg University, 9220 Aalborg, Denmark.
This study introduces a declarative approach for Unmanned Aerial Vehicle (UAV) fleet mission planning, enhancing resilience to weather uncertainty. The method optimizes flight plans considering factors like fleet size and wind conditions for improved operational strategies.
Area of Science:
- Robotics and Automation
- Operations Research
- Aerospace Engineering
Background:
- Fleet mission planning for Unmanned Aerial Vehicles (UAVs) is critical for achieving objectives over time.
- Large UAVs present unique challenges including weather variability, collision risks, and energy limitations.
- Existing methods struggle with dynamic environmental factors and complex constraints.
Purpose of the Study:
- To develop a declarative approach for robust UAV fleet mission planning resistant to weather uncertainty.
- To analyze the impact of mission parameters on operational outcomes and customer satisfaction.
- To provide a framework for assessing alternative UAV mission planning strategies.
Main Methods:
- A declarative approach was formulated to address complex mission planning problems.
- The approach was tested using several computational experiments and case studies.
- Analysis focused on the influence of fleet size, travel distance, wind direction, and speed.
Main Results:
- The proposed declarative approach demonstrates resilience against weather uncertainty.
- Computational experiments provide insights into the relationship between mission parameters and operational success.
- The study quantifies the influence of factors like fleet size and wind conditions on mission outcomes.
Conclusions:
- The declarative approach offers a viable solution for complex UAV fleet mission planning under uncertainty.
- Findings enable better assessment of various UAV mission planning strategies.
- Optimized planning can lead to improved operational efficiency and potentially customer satisfaction.
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