CT-CPP: 3D Coverage Path Planning for Unknown Terrain Reconstruction using Coverage Trees

10/19/2020
by   Zongyuan Shen, et al.
0

This letter addresses the 3D coverage path planning (CPP) problem for terrain reconstruction of unknown obstacle rich environments. Due to sensing limitations, the proposed method, called CT-CPP, performs layered scanning of the 3D region to collect terrain data, where the traveling sequence is optimized using the concept of a coverage tree (CT). A modified TSP-based tree traversal strategy is proposed, and compared with breadth-first search (BFS) and depth-first search (DFS) methods, with TSP providing the shortest trajectory lengths. The CT-CPP method is validated on a high-fidelity underwater simulator and the results are evaluated in comparison to an existing terrain following CPP method (TF-CPP). The CT-CPP with TSP optimizer yields significant improvements in trajectory length, energy consumption, and reconstruction error.

READ FULL TEXT

page 1

page 3

page 4

page 5

page 7

research
08/29/2020

ε^*+: An Online Coverage Path Planning Algorithm for Energy-constrained Autonomous Vehicles

This paper presents a novel algorithm, called ϵ^*+, for online coverage ...
research
08/03/2021

CPPNet: A Coverage Path Planning Network

This paper presents a deep-learning based CPP algorithm, called Coverage...
research
07/17/2023

GHACPP: Genetic-based Human-Aware Coverage Path Planning Algorithm for Autonomous Disinfection Robot

Numerous mobile robots with mounted Ultraviolet-C (UV-C) lamps were deve...
research
10/18/2021

Reinforcement Learning-Based Coverage Path Planning with Implicit Cellular Decomposition

Coverage path planning in a generic known environment is shown to be NP-...
research
06/23/2020

Coverage Path Planning with Track Spacing Adaptation for Autonomous Underwater Vehicles

In this paper we address the mine countermeasures (MCM) search problem f...
research
03/22/2021

Online search of unknown terrains using a dynamical system-based path planning approach

Surveillance and exploration of large environments is a tedious task. In...
research
02/12/2020

Recreating Bat Behavior on Quad-rotor UAVs-A Simulation Approach

We develop an effective computer model to simulate sensing environments ...

Please sign up or login with your details

Forgot password? Click here to reset