Title :
Multi-agent Autonomous Patrolling System Using ANN and FSM Control
Author :
Sales, Daniel Oliva ; Feitosa, Daniel ; Osório, Fernando Santos ; Wolf, Denis Fernando
Author_Institution :
Mobile Robots Lab., USP - Univ. of Sao Paulo, São Carlos, Brazil
Abstract :
The multi-agent patrolling problem has recently received growing attention from the community due to the wide range of potential applications. This work presents an autonomous patrolling system composed by 4 intelligent robots that can freely move through an indoor environment and detect intruders. The robots use a localization/navigation system composed of an artificial neural network (ANN) trained to detect key features of the environment. These features are used to identify context changes, being used as input of a finite state machine (FSM), allowing a topological map localization and navigation of the robot in the environment. When an intruder is detected, a broadcast message with its position is sent, making all other robots execute a multi-agent version of a coordinated A* algorithm in order to determine the best path to reach that position and to surround the target. Then, the robots autonomously navigate through this defined path until reach the goal. Experiments were performed in the player/stage environment in order to evaluate the multi-agent system. The localization/navigation system with intruder detection was evaluated in the real world with a Pioneer P3-AT mobile robot.
Keywords :
feature extraction; finite state machines; intelligent robots; mobile robots; multi-agent systems; navigation; neural nets; path planning; ANN; FSM control; Pioneer P3-AT mobile robot; artificial neural network; finite state machine; intelligent robots; intruder detection; key feature detection; localization system; multiagent autonomous patrolling system; multiagent patrolling problem; navigation system; topological map localization; Artificial neural networks; Mobile robots; Navigation; Robot kinematics; Robot sensing systems; Autonomous Navigation; Mobile Robotics; Multirrobotic Patrolling;
Conference_Titel :
Critical Embedded Systems (CBSEC), 2012 Second Brazilian Conference on
Conference_Location :
Campinas
Print_ISBN :
978-1-4673-1912-6
DOI :
10.1109/CBSEC.2012.14