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Dr Richard Crowder
Termites, Bees and Robots
Presentation will address
 Overview of robot development
 What are the current developments particularly
at the Biology/Robotics interface
 Challenges
2
What is a robot…..
I can't define a robot, but I know one when I see
one.
Joseph Engelberger
Developed the first industrial robot in the United States, the Unimate, in the 1950s.
3
Typical view…..
Manufacturing
Enhancing LivesExploring
4
An opposite view point
5
Robot Timeline
 Pre 1800 human like automatons
 1801 Jacquard Looms
 1920 Capek play: Rossum’s Universal Robots
 1940 Master-Slave Systems
 1961 Unimate installed in General Motors
 1978 Introduction of the PUMA robot
6
…..
 1997 Soujorner Rover on Mars
 1999 AIBO Dog from Sony
 2002 Roomba – cleaner from iRobot
 2004 -7 DARPA’s Grand Challenges
 2013 Google acquires a number of Robotic
companies including Boston Dynamics
7
Early Robots
8
Japanese tea
serving robot
~19th Century
Jacquard Loom
Why Robots
 To help humans with tasks that are:
– Dirty
– Dangerous
– Difficult
– Dull
9
Where do you find robots
 Manufacturing: welding, painting, assemble
 Agriculture: crop spaying, harvesting
 Medicine: surgery, genome research
 Space: exploration, assemble
 Military: ordnance disposal, drones
 Personal: cars, care assistance
10
What is intelligence
 …the ability to acquire and apply knowledge
and skills…
 Robots can:
– Sense the environment
– Apply the information and skills
– Learn
 Intelligence is in the eye of the beholder
11
Machina Speculatrix
First reported Behaviour Based Robot
12
Overview
 Developed in the 1950s
 Multiple autonomous agents
– Input: light sensors, contact switch
– Output: movement, head light
 Artificial life: the robots search the location for
charging batteries (i.e. food when hungry)
 Emergent behaviour
 No programming
13
Finding “Food”
14
Hutch
Path
Machina
Speculatrix
A Question
 How does a termite build its mound and why is
this important to robotics?
15
~1cm
~8m
Termites
 Very large colonies >106
 Co-operative brood care
 Division of labour
 Self organisation
– Multiple interactions
– Randomness
– Positive feedback
 Recruitment and
reinforcement
– Negative feedback
 Limited number of
available specific skills
16
Key Features
 Create spatial-temporal structures:
– Foraging trails, nest architectures, social organisation
 Existence of bifurcations when some parameters change:
– Termites move from a non-coordinated to a coordinated
phase only if their density is higher than a threshold value
17
Communication
 Two types of communication:
– Direct – some form of contact
– Indirect – when one individual modifies the
environment and the others respond
 Stigmergy - is a mechanism of indirect coordination
between agents or actions including use of
pheromones
18
Constructing the Royal Chamber
19
Queen’s pheromone
determines size of
chamber
Soil pheromone field
that attract workers
Robotic System Characteristics
20
Swarm Robotics
Multi-Robotics
Single Robots
Agents
Improved task execution
Improve cooperation
and interaction
Improve robustness
and scalability
Autonomies with learning
and evolutionary capabilities
Complex system
Global communication,
Small number of individuals
Local, distributed control
Developing Swarm Systems
 Observe a social behaviour
 Build a simple model to explain it
 Use the model of the social behaviour as a
source of inspiration for solving a practical
problem that has some similarities with the
observed social behaviour
21
Why swarms
• The task complexity is too high for a single
robot
• The task is inherently distributed
• Building several resource-bounded robots is
much easier than having a single powerful robot
• The introduction of multiple robots increases
robustness through redundancy
22
Characteristics of a Swarm Robot
 Robots are autonomous
 Robots are situated in the environment and can act
to modify it
 Robots’ sensing and communication capabilities
are local
 Robots do not have access to centralized control
and/or to global knowledge
 Robots cooperate to tackle a given task
23
24
Emergence
 An emergent property, e.g. pattern formation, from
more basic constituents
 An emergent behaviour can appear as a result of
the interaction of components of the system
 Real life example of self-organised behaviour in
humans
– Emergence of paths across grassy area, most
popular paths are reinforced
Swarm Robots
25
Droplet,
University of Colorado
(Operates from
powered floor)
Kilobot
Harvard University
Formica
University of Southampton
Key features
 Mobility
– Wheels, vibrating legs
– Quad-copters
– Fish
 Sensors
– Normally quite basic,
proximity and colour
sensors are typical
 Communication
– Flashing lights and
multi-coloured LEDs are
common
– Radio systems with very
low ranges
 End effector
– Movement of material is
normally by pushing or
simple attraction
systems
26
Swarm intelligence…..
 Swarm intelligence is an artificial intelligence
technique based around the study of collective
behaviour in decentralized, self-organized
systems
 Swarm intelligence systems are typically made
up of a population of simple agents interacting
locally with one another and with their
environment
27
…..
 Although there is normally no centralised control
structure dictating how individual agents should
behave, local interactions between such agents
often leads to the emergence of global
behaviour.
28
Robot foraging
29
• Inspired by Bees
• What is the best approach to maximise collection
• When should we invest effort and time into
collective robot foraging
• What side effects will communication have?
• When is it NOT a good idea for robots to recruit
each other?
Robot-robot interference
• Physical
• Environmental
• Informational
30
Simulation Environment
• Continuous space and
time
• 4000×4000 units
• Base in the middle with
beacon
• Deposits randomly
distributed
31
Individualists: I-Swarm
• Random walk
• Load resource and get its energy efficiency EE
• Bring it back to the base
• Return to the deposit location
• Using odometry
• Neighbourhood search
EE > EEmin
EE ≦EEmin
EE is the energy returned, if greater than EEmin, it is beneficial to return to the original source
32
Bee inspired recruitment: B-Swarm
• Depending on initial state a robot can:
• Be a scout looking for a deposit
• Wait in the base for a returning forager
• Can be recruited to another robot’s deposit if it has
higher EE
• Periodically make trips to the base if random walk is
unsuccessful
• Get information from successful returning foragers
33
I-Swarm and the environment
• Best performance for 30-75
robots, 100-300 deposits
• Too many robots => physical
interference
• Too many deposits =>
environmental interference
• Too few robots or deposits =>
hard to find anything
34
Impact of deposits characteristics
Nectar
• 100 deposits, V=2
• 10 deposit groups of 10
• 3 groups of better quality
Cargo
• 10 deposits, V=20
• Single deposit group of 10
• Uniform deposit quality
35
Nectar and cargo
• Nectar: B-Swarms of moderate size rapidly deplete
resource groups, but find new groups hard to locate
• Cargo: Ideal for B-Swarm 36
Emergent traffic management
• Congestion around the base created with I-Swarm of 100 when
foraging in an environment with a lot of deposits
37
Emergent traffic management
• B-Swarm robots forage in groups => better flow of traffic
B-SwarmI-Swarm 38
When to forage collectively
1. When resources are hard to find
• Initial collection time is important
• Collection of rare minerals, not picking up litter from
streets
2. When congestion near the base is a problem
• Emergent traffic management
39
When to forage individually
1. When resources are abundant
2. When reliability of information is low
3. When it’s cheaper, as extra behaviours are not free
40
Summary
 Overview of some of my current research into robotics
 Many challenges still exist
 Biology and Robotics have considerable ability to inform
each over
 Intelligence in robots is a significant goal, but requires
contribution from a considerable member of technologies.
41
https://www.ted.com/talks/aimee_mullins_prosthetic_aesthetics?language=en
https://www.youtube.com/watch?v=sjAZGUcjrP8
https://youtu.be/fCML42boO8c
42

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Dr Richard Crowder - Termites, Bees and Robots - 14 Mar 2016 - Isle of Wight Cafe Scientifique

  • 2. Presentation will address  Overview of robot development  What are the current developments particularly at the Biology/Robotics interface  Challenges 2
  • 3. What is a robot….. I can't define a robot, but I know one when I see one. Joseph Engelberger Developed the first industrial robot in the United States, the Unimate, in the 1950s. 3
  • 6. Robot Timeline  Pre 1800 human like automatons  1801 Jacquard Looms  1920 Capek play: Rossum’s Universal Robots  1940 Master-Slave Systems  1961 Unimate installed in General Motors  1978 Introduction of the PUMA robot 6
  • 7. …..  1997 Soujorner Rover on Mars  1999 AIBO Dog from Sony  2002 Roomba – cleaner from iRobot  2004 -7 DARPA’s Grand Challenges  2013 Google acquires a number of Robotic companies including Boston Dynamics 7
  • 8. Early Robots 8 Japanese tea serving robot ~19th Century Jacquard Loom
  • 9. Why Robots  To help humans with tasks that are: – Dirty – Dangerous – Difficult – Dull 9
  • 10. Where do you find robots  Manufacturing: welding, painting, assemble  Agriculture: crop spaying, harvesting  Medicine: surgery, genome research  Space: exploration, assemble  Military: ordnance disposal, drones  Personal: cars, care assistance 10
  • 11. What is intelligence  …the ability to acquire and apply knowledge and skills…  Robots can: – Sense the environment – Apply the information and skills – Learn  Intelligence is in the eye of the beholder 11
  • 12. Machina Speculatrix First reported Behaviour Based Robot 12
  • 13. Overview  Developed in the 1950s  Multiple autonomous agents – Input: light sensors, contact switch – Output: movement, head light  Artificial life: the robots search the location for charging batteries (i.e. food when hungry)  Emergent behaviour  No programming 13
  • 15. A Question  How does a termite build its mound and why is this important to robotics? 15 ~1cm ~8m
  • 16. Termites  Very large colonies >106  Co-operative brood care  Division of labour  Self organisation – Multiple interactions – Randomness – Positive feedback  Recruitment and reinforcement – Negative feedback  Limited number of available specific skills 16
  • 17. Key Features  Create spatial-temporal structures: – Foraging trails, nest architectures, social organisation  Existence of bifurcations when some parameters change: – Termites move from a non-coordinated to a coordinated phase only if their density is higher than a threshold value 17
  • 18. Communication  Two types of communication: – Direct – some form of contact – Indirect – when one individual modifies the environment and the others respond  Stigmergy - is a mechanism of indirect coordination between agents or actions including use of pheromones 18
  • 19. Constructing the Royal Chamber 19 Queen’s pheromone determines size of chamber Soil pheromone field that attract workers
  • 20. Robotic System Characteristics 20 Swarm Robotics Multi-Robotics Single Robots Agents Improved task execution Improve cooperation and interaction Improve robustness and scalability Autonomies with learning and evolutionary capabilities Complex system Global communication, Small number of individuals Local, distributed control
  • 21. Developing Swarm Systems  Observe a social behaviour  Build a simple model to explain it  Use the model of the social behaviour as a source of inspiration for solving a practical problem that has some similarities with the observed social behaviour 21
  • 22. Why swarms • The task complexity is too high for a single robot • The task is inherently distributed • Building several resource-bounded robots is much easier than having a single powerful robot • The introduction of multiple robots increases robustness through redundancy 22
  • 23. Characteristics of a Swarm Robot  Robots are autonomous  Robots are situated in the environment and can act to modify it  Robots’ sensing and communication capabilities are local  Robots do not have access to centralized control and/or to global knowledge  Robots cooperate to tackle a given task 23
  • 24. 24 Emergence  An emergent property, e.g. pattern formation, from more basic constituents  An emergent behaviour can appear as a result of the interaction of components of the system  Real life example of self-organised behaviour in humans – Emergence of paths across grassy area, most popular paths are reinforced
  • 25. Swarm Robots 25 Droplet, University of Colorado (Operates from powered floor) Kilobot Harvard University Formica University of Southampton
  • 26. Key features  Mobility – Wheels, vibrating legs – Quad-copters – Fish  Sensors – Normally quite basic, proximity and colour sensors are typical  Communication – Flashing lights and multi-coloured LEDs are common – Radio systems with very low ranges  End effector – Movement of material is normally by pushing or simple attraction systems 26
  • 27. Swarm intelligence…..  Swarm intelligence is an artificial intelligence technique based around the study of collective behaviour in decentralized, self-organized systems  Swarm intelligence systems are typically made up of a population of simple agents interacting locally with one another and with their environment 27
  • 28. …..  Although there is normally no centralised control structure dictating how individual agents should behave, local interactions between such agents often leads to the emergence of global behaviour. 28
  • 29. Robot foraging 29 • Inspired by Bees • What is the best approach to maximise collection • When should we invest effort and time into collective robot foraging • What side effects will communication have? • When is it NOT a good idea for robots to recruit each other?
  • 30. Robot-robot interference • Physical • Environmental • Informational 30
  • 31. Simulation Environment • Continuous space and time • 4000×4000 units • Base in the middle with beacon • Deposits randomly distributed 31
  • 32. Individualists: I-Swarm • Random walk • Load resource and get its energy efficiency EE • Bring it back to the base • Return to the deposit location • Using odometry • Neighbourhood search EE > EEmin EE ≦EEmin EE is the energy returned, if greater than EEmin, it is beneficial to return to the original source 32
  • 33. Bee inspired recruitment: B-Swarm • Depending on initial state a robot can: • Be a scout looking for a deposit • Wait in the base for a returning forager • Can be recruited to another robot’s deposit if it has higher EE • Periodically make trips to the base if random walk is unsuccessful • Get information from successful returning foragers 33
  • 34. I-Swarm and the environment • Best performance for 30-75 robots, 100-300 deposits • Too many robots => physical interference • Too many deposits => environmental interference • Too few robots or deposits => hard to find anything 34
  • 35. Impact of deposits characteristics Nectar • 100 deposits, V=2 • 10 deposit groups of 10 • 3 groups of better quality Cargo • 10 deposits, V=20 • Single deposit group of 10 • Uniform deposit quality 35
  • 36. Nectar and cargo • Nectar: B-Swarms of moderate size rapidly deplete resource groups, but find new groups hard to locate • Cargo: Ideal for B-Swarm 36
  • 37. Emergent traffic management • Congestion around the base created with I-Swarm of 100 when foraging in an environment with a lot of deposits 37
  • 38. Emergent traffic management • B-Swarm robots forage in groups => better flow of traffic B-SwarmI-Swarm 38
  • 39. When to forage collectively 1. When resources are hard to find • Initial collection time is important • Collection of rare minerals, not picking up litter from streets 2. When congestion near the base is a problem • Emergent traffic management 39
  • 40. When to forage individually 1. When resources are abundant 2. When reliability of information is low 3. When it’s cheaper, as extra behaviours are not free 40
  • 41. Summary  Overview of some of my current research into robotics  Many challenges still exist  Biology and Robotics have considerable ability to inform each over  Intelligence in robots is a significant goal, but requires contribution from a considerable member of technologies. 41