A Decision-Theoretic Framework to Select Effective Observation Locations in Robotic Search and Rescue Scenarios

نویسندگان

  • Francesco Amigoni
  • Nicola Basilico
چکیده

In some applications, like mapping and search and rescue, robots are autonomous when they are able to decide where to move next, according to the data collected so far. For this purpose, navigation strategies are used to drive the robots around environments. Most of the navigation strategies proposed in literature are based on the idea of evaluating a number of candidate locations according to an utility function and selecting the best one. Usually, ad hoc utility functions are used to provide a global evaluation of candidates by combining a number of criteria. In this paper, we propose to use a more theoretically-grounded approach, based on Multi Criteria Decision Making (MCDM), to define exploration strategies for robots employed in search and rescue applications. We implemented our MCDM-based exploration strategies within an existing robot controller and we experimentally evaluated their performance in environments used in the RoboCup Rescue Virtual Robots Competition.

برای دانلود 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

A game Theoretic Approach to Pricing, Advertising and Collection Decisions adjustment in a closed-loop supply chain

This paper considers advertising, collection and pricing decisions simultaneously for a closed-loop supplychain(CLSC) with one manufacturer(he) and two retailers(she). A multiplicatively separable new demand function is proposed which influenced by pricing and advertising. In this paper, three well-known scenarios in the game theory including the Nash, Stackelberg and Cooperative games are expl...

متن کامل

Game-Theoretic Approach for Pricing Decisions in Dual-Channel Supply Chain

In the current study, a dual-channel supply chain is considered containing one manufacturer and two retailers. It is assumed that the manufacturer and retailers have the same decision powers. A game-theoretic approach is developed to analyze pricing decisions under the centralized and decentralized scenarios. First, the Nash model is established to obtain the equilibrium decisions in the decent...

متن کامل

A Simulated Annealing Algorithm within the Variable Neighbourhood Search Framework to Solve the Capacitated Facility Location-Allocation Problem

In this study, we discuss the capacitated facility location-allocation problem with uncertain parameters in which the uncertainty is characterized by given finite numbers of scenarios. In this model, the objective function minimizes the total expected costs of transportation and opening facilities subject to the robustness constraint. To tackle the problem efficiently and effectively, an effici...

متن کامل

A New Approach to Distribution Fitting: Decision on Beliefs

We introduce a new approach to distribution fitting, called Decision on Beliefs (DOB). The objective is to identify the probability distribution function (PDF) of a random variable X with the greatest possible confidence. It is known that f X is a member of = { , , }. 1 m S f L f To reach this goal and select X f from this set, we utilize stochastic dynamic programming and formulate this proble...

متن کامل

An Overview of Swarm Robotics for Search and Rescue Applications

The area of research presented in this chapter focuses on swarm robotics, which is a particular domain of multi-robot systems (MRS) that embodies the mechanisms of swarm intelligence into robotics. More specifically, this chapter overviews the applicability of swarm robotic solutions into search and rescue (SaR) real-world missions. In this chapter, SaR operations are considered as a vital targ...

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

برای دانلود 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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010