Leveraging Lazy Theta* Path Planning for UAV Pseudospectral Trajectory Optimization Initialization

This paper examines the influence of initial guesses on trajectory planning for unmanned aerial vehicles (UAVs) formulated in terms of the optimal control problem (OCP). The OCP is solved numerically using the pseudospectral collocation method. Our approach leverages a path identified through Lazy Theta* and incorporates known constraints and a model of the UAV's behavior for the initial guess. Our findings indicate that a suitable initial guess has a beneficial influence on the planned trajectory and suggests promising directions for future research.

Authors

Institutions

Publication Details

Published
2024-12-12
DOI
https://doi.org/10.1109/icarcv63323.2024.10821663
Citations
1
Primary Topic
Robotic Path Planning Algorithms
Type
article
Field-Weighted Citation Impact
0.25
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Leveraging Lazy Theta* Path Planning for UAV Pseudospectral Trajectory Optimization Initialization

Ondřej Straka, Miroslav Flídr, Zdeněk Bouček
1 citations
Robotic Path Planning Algorithms
0.25
article

Leveraging Lazy Theta* Path Planning for UAV Pseudospectral Trajectory Optimization Initialization

Ondřej Straka, Miroslav Flídr, Zdeněk Bouček
article en
1 citations

Abstract

This paper examines the influence of initial guesses on trajectory planning for unmanned aerial vehicles (UAVs) formulated in terms of the optimal control problem (OCP). The OCP is solved numerically using the pseudospectral collocation method. Our approach leverages a path identified through Lazy Theta* and incorporates known constraints and a model of the UAV's behavior for the initial guess. Our findings indicate that a suitable initial guess has a beneficial influence on the planned trajectory and suggests promising directions for future research.

University of West Bohemia in Pilsen (CZ)
Openalex Percentile: Top 43%
Robotic Path Planning Algorithms
0.25
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.