Intermittent Information-Driven Search for Underwater Targets

11/11/2019
by   Branko Ristic, et al.
0

The problem is area-restricted search for targets using an autonomous mobile sensing platform. Detection is imperfect: the probability of detection depends on the range to the target, while the probability of false detections is non-zero. The paper develops an intermittent information-driven search strategy, which combines fast and non-receptive displacement phase (ballistic phase) with a slow displacement sensing phase. Decisions where to move next, both in the ballistic phase and the slow displacement phase, are information-driven: they maximise the expected information gain. The paper demonstrates the efficiency of the proposed strategy in the context of a search for underwater targets: the searcher is an autonomous amphibious drone which can both fly and land or takeoff from the sea surface.

READ FULL TEXT

page 3

page 5

research
09/07/2023

YOLO series target detection algorithms for underwater environments

You Only Look Once (YOLO) algorithm is a representative target detection...
research
09/21/2021

Data-driven controllers and the need for perception systems in underwater manipulation

The underwater environment poses a complex problem for developing autono...
research
12/03/2020

Budget Constrained Interactive Search for Multiple Targets

Interactive graph search leverages human intelligence to categorize targ...
research
02/13/2019

Search and Rescue in the Face of Uncertain Threats

We consider a search problem in which one or more targets must be rescue...
research
12/12/2018

Lévy Flight Foraging Hypothesis-based Autonomous Memoryless Search Under Sparse Rewards

Autonomous robots are commonly tasked with the problem of area explorati...
research
01/11/2018

Enhancing Underwater Imagery using Generative Adversarial Networks

Autonomous underwater vehicles (AUVs) rely on a variety of sensors - aco...
research
12/04/2021

Active Sensing for Search and Tracking: A Review

Active Position Estimation (APE) is the task of localizing one or more t...

Please sign up or login with your details

Forgot password? Click here to reset