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Artificial Intelligence and Robotics

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Title: Artificial Intelligence and Robotics


1
Artificial Intelligence and Robotics
EU-MOP
Dennis FritschFraunhofer-Institutefor
Manufacturing Engineering andAutomation (IPA)
Athens, June 2006
2
Introduction
  • The EU-MOP robots should be able to response to
    oil spills autonomously.
  • Autonomously means that each unit will have an
    energy system and an oil skimming device as well
    as that the EU-MOP units will make its own
    decisions how to response to the oil spill.
  • Thus, each unit needs (artificial) intelligence,
    which will be given to the units with the help of
    sensors and control systems.

3
Control of the EU-MOP units
  • In order to achieve an highly robust and flexible
    oil response system the swarm intelligence
    approach has been selected as control paradigm
    for the EU-MOP robots.
  • Thus, the EU-MOP swarm is a homogeneous group of
    robots without any hierarchies or central control
    system.

4
Control of the EU-MOP units
  • Example Oil spill in a harbour, several very
    small patches of oil have to be recovered

5
Control of the EU-MOP units
  • Strategy of each robot

6
Control of the EU-MOP units
7
Control of the EU-MOP units
8
Control of the EU-MOP units
9
Control of the EU-MOP units
10
Control of the EU-MOP units
Thus, the EU-MOP system will be very flexible
and fault-tolerant.
11
Sensors for the EU-MOP robots
  • Nevertheless, the EU-MOP robots will need several
    sensors, e.g.
  • for the detection of oil or the measurement of
    the thickness of the oil spill,
  • for absolute or relative positioning of itself,
    its neighbours, all other units, the mother ship,
    etc.,
  • for the detection of collisions with other units,
    shipwrecks, debris etc.,
  • for winds, currents, etc.,
  • for the internal state of the unit (malfunction,
    full of oil, energy low etc.)
  • as well as a communication system for
    communication with other units, with the mother
    ship and with a human operator.

12
Sensors for the EU-MOP robots
  • Sensors might increase the performance of the
    robots, nevertheless, sensors also have
    disadvantages, e.g.
  • increased costs
  • increased weight and volume
  • increased consumption of power
  • increased amount of information that has to be
    processed
  • Thus, the question is What is the best sensor
    configuration for the EU-MOP robots? And related
    to that What are the best strategies in order to
    response to the oil spill.
  • These questions will be answered with the help of
    the simulation technique.

13
Simulation of the EU-MOP robots
  • Architecture of the simulation

14
Simulation of the EU-MOP robots
  • Oil Fate model

15
Simulation of the EU-MOP robots
  • Robot / Swarm Simulation

16
Simulation of the EU-MOP robots
  • Visualisation

water
oil slick
harbour
coast
17
Simulation of the EU-MOP robots
  • Visualisation

1 unit
18
Simulation of the EU-MOP robots
  • Visualisation

19
Simulation of the EU-MOP robots
  • Visualisation

20
Simulation of the EU-MOP robots
  • Visualisation

21
Simulation of the EU-MOP robots
  • Visualisation

22
Simulation of the EU-MOP robots
  • Visualisation

23
Simulation of the EU-MOP robots
  • Comparison of two types of swarms
  • swarm A consists of units without oil sensor
  • swarm B consists of units with oil sensor.

type B will be able to move intelligent
type A will not be able to move intelligent
24
Simulation of the EU-MOP robots
  • Comparison of two types of swarms
  • Conclusion (for this scenario)
  • The larger the swarm the better the recovery
    time.
  • The better the sensor configuration the better
    the recovery time.
  • Nevertheless, the swarm without oil sensors
    reaches for large swarm sizes more or less the
    same recovery time as the swarm with oil sensor.

Swarm size (N) 1 2 3 4 5 10 20
Recovery time of swarm A 52627 20496 16843 14170 13207 5564 2905
Recovery time of swarm B 37293 14416 11360 9132 8134 4026 2860
25
Conclusion
  • The simulation will be able to determine
  • the recovery time,
  • the energy consumption,
  • the quantity of recovery oil
  • the quantity of oil that polluted the coast,
  • etc.
  • These date will be the basis
  • for an assessment of the EU-MOP units, and
  • for a cost-benefit-analysis.
  • Thus, this proceeding will ensure that the EU-MOP
    consortium will develop a highly effective,
    flexible and robust oil response system.
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