Autonomous Reconfiguration of a Multi-Modal Mobile Robot

نویسندگان

  • Thierry Peynot
  • Robert Fitch
  • Rowan McAllister
  • Alen Alempijevic
چکیده

This paper presents an approach for a reconfigurable multi-modal mobile robot operating in an indoor environment, based on a probabilistic framework. The modalities are composed of a path planning method, a reactive motion strategy, and an emergency stop. While the mobile robot is achieving its mission to reach its goal, a Hidden Markov Model is used to estimate the most appropriate mode on-line, based on two types of information: context (using mainly information known a priori) and monitoring (evaluating aspects of the current situation that cannot be known in advance). The robot uses the modality that is considered as the most appropriate, switching between one and another as appropriate. We show in experiments that this approach can enable failure mitigation, while maintaining safety and robustness.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Effective Mechatronic Models and Methods for Implementation an Autonomous Soccer Robot

  Omni directional mobile robots have been popularly employed in several applications especially in soccer player robots considered in Robocup competitions. However, Omni directional navigation system, Omni-vision system and solenoid kicking mechanism in such mobile robots have not ever been combined. This situation brings the idea of a robot with no head direction into existence, a comprehensi...

متن کامل

Navigation of a Mobile Robot Using Virtual Potential Field and Artificial Neural Network

Mobile robot navigation is one of the basic problems in robotics. In this paper, a new approach is proposed for autonomous mobile robot navigation in an unknown environment. The proposed approach is based on learning virtual parallel paths that propel the mobile robot toward the track using a multi-layer, feed-forward neural network. For training, a human operator navigates the mobile robot in ...

متن کامل

Information States in a Multi - modal DialogueSystem for Human - Robot

We discuss the dialogue modelling techniques in the ongoing development of a dialogue system for multi-modal conversations with autonomous mobile robots. The dialogue system is implemented using Nuance, Gemini, and Festival language technologies under the Open Agent Architecture. This paper focusses on our general-purpose dialogue manager which implements a dynamic information state model of di...

متن کامل

Obstacle Avoidance for Mobile Robots Using Switching Surface Optimization

This paper studies the problem of letting an autonomous mobile robot negotiate obstacles in an optimal manner. In particular, a multi-modal control problem is addressed, where different modes of operation control the robot at different locations in the state space. The specification of the optimal discrete event dynamics is pursued through the design of optimal, parametrized switching surfaces,...

متن کامل

Multi-modal Semantic Place Classification Multi-modal Semantic Place Classification

The ability to represent knowledge about space and its position therein is crucial for a mobile robot. To this end, topological and semantic descriptions are gaining popularity for augmenting purely metric space representations. In this paper we present a multi-modal place classification system that allows a mobile robot to identify places and recognize semantic categories in an indoor environm...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011