Gas source localization with a micro-drone using bio-inspired and particle filter-based algorithms

نویسندگان

  • Patrick P. Neumann
  • Victor Manuel Hernandez Bennetts
  • Achim J. Lilienthal
  • Matthias Bartholmai
  • Jochen H. Schiller
چکیده

Gas source localization (GSL) with mobile robots is a challenging task due to the unpredictable nature of gas dispersion, the limitations of the currents sensing technologies, and the mobility constraints of ground-based robots. This work proposes an integral solution for the GSL task, including source declaration. We present a novel pseudo-gradient-based plume tracking algorithm and a particle filter-based source declaration approach, and apply it on a gas-sensitive micro-drone. We compare the performance of the proposed system in simulations and real-world experiments against two commonly used tracking algorithms adapted for aerial exploration missions.

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

Mobile Robots for Localizing Gas Emission Sources on Landfill Sites: Is Bio-Inspiration the Way to Go?

Roboticists often take inspiration from animals for designing sensors, actuators, or algorithms that control the behavior of robots. Bio-inspiration is motivated with the uncanny ability of animals to solve complex tasks like recognizing and manipulating objects, walking on uneven terrains, or navigating to the source of an odor plume. In particular the task of tracking an odor plume up to its ...

متن کامل

A Probabilistic Gas Patch Path Prediction Approach for Airborne Gas Source Localization in Non-Uniform Wind Fields

In this paper, we show that a micro unmanned aerial vehicle (UAV) equipped with commercially available gas sensors can address environmental monitoring and gas source localization (GSL) tasks. To account for the challenges of gas sensing under real-world conditions, we present a probabilistic approach for GSL that is based on a particle filter (PF). Simulation and real-world experiments demonst...

متن کامل

A honeybee’s navigational toolkit on Board a Bio-inspired Micro Flying Robot

In this paper, a 395-gram micro flying robot equipped with an insect-inspired visual system is presented. The robot’s visual system was designed to make it avoid both ground and lateral obstacles, using optic flow-based regulation principles. The quadrotor is an open-hardware X4-MaG drone with an active gimbal system based on a pair of serial servo motors, which stabilizes 8 retinas dedicated t...

متن کامل

Micro-Drone for Wind Vector Estimation and Gas Distribution Mapping

This paper presents the development and validation of an autonomous gas-sensitive micro-drone, which is capable of estimating the wind vector in real time using only the on-board control unit of the micro-drone and performing gas distribution mapping. Two different sampling approaches are suggested in order to address this problem. On one hand, a predefined trajectory is used to explore the tar...

متن کامل

Experimental comparison of particle filtering algorithms for acoustic source localization in a reverberant room

Traditional acoustic source localization techniques attempt to determine the current location of an acoustic source from data obtained at an array of sensors during the current time only. Recently, state-space methods have been proposed that use particle filters to perform recursive estimation of the current source location using all previous data. In this paper we present an overview of these ...

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:
  • Advanced Robotics

دوره 27  شماره 

صفحات  -

تاریخ انتشار 2013