Title: A1261965618BTWuY
1Learning About Odors Artificial, Biological
Computational Olfaction
Alan Gelperin Monell Chemical Senses
Center Philadelphia, PA 19104
2- Outline
- Biological Olfaction Mollusk
- smart, smells well, accessible neurons
- Biological Olfaction Mouse
- record mitrals in vivo during odor
learning - Artificial Olfaction Sensors
- enose inputs from OFET sensor array
- Artificial Olfaction Robot
- odor localization with onboard enose
3Collaborators Mollusk Olfaction David Tank,
David Kleinfeld Kerry Delaney, Jing Wang, Dima
Rinberg John Hopfield, Bard Ermentrout, Chris
Sahley Mouse Olfaction Dima Rinberg, Michale
Fee, Gary Beauchamp, Kunio Yamazaki, Fred
Ollinger, Sensor Arrays Howard Katz, John
Hopfield George Preti, Ananth Dodabalapur, Takao
Someya Robot Olfaction Dan Lee, Dima
Rinberg Boris Shraiman, Eugene Balkovsky,
4Let me tell you the difference between industry
and academia.
In industry, its dog eat dog.
In academia, its just the opposite.
Edwin Whitehead
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6Train Test Odor Learning
7Logic of Limax Learning
1st Order Conditioning A Q- A-, B
2nd Order Conditioning A Q- then B A-
A- , B-, C Compound Conditioning A B
Q- A- , B- , C Block of Conditioning
A Q- then B A- Q- A- , B
- Behavioral experiments probe associative memory
functions - Before conditioning, A, B, C are attractive ()
odors, while - Q is a repellent (-) taste
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10Olfactory lobe, view from the top
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13MEMORY BANDS
Train slug to associate mint odor and food
Inject Lucifer Yellow into slug
Dissect brain and examine lobe for LY
Wait 20 min
Wait 60 min
Lucifer Yellow band is parallel to wave front.
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16Band of Neurogenesis in the Olfactory Lobe
olfactory lobe labeled with BrdU 2 months prior
to developing BrdU
apex
- Zone of neurogenesis is at the apical tip of the
olfactory lobe - As the apex grows, previously labeled neurons are
left behind
17Band of Neurogenesis in Olfactory Lobe
- Olfactory lobe is labeled with BrdU 2 days prior
to developing the BrdU signal
18Map mollusk to mammal
- Central representations of odors
- spatial pattern?
- temporal pattern?
- Effects of learning on representation
- Redundancy in representation
19Specificity and generality
Moth nose is narrowly tuned, dog nose is general
purpose
20Mouse Is Macrosmatic
OLFACTORY BULB
- OB is 0.2 of human brain, 5 of mouse brain
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22Central Olfactory Pathways
Olfactory bulb targets
Olfactory bulb
Orbitofrontal cortex
Piriform cortex
Olfactory tubercle
Thalamus
Olfactory receptors
Hypothalamus
Amygdala
Entorhinal cortex
Hippocampal formation
from Neuroscience, second edition, edited by D.
Purves, G. J. Agustine, D. Fitzpatrick, L. C.
Katz, A.-S. LaMantia, J. O. McNamara, S. M.
Williams
23- Enigma of Mouse Olfactory Bulb
- Remove 80 of single remaining bulb,
- then begin to see odor processing deficits
- If odor processing is distributed, what is
- the function of the redundant representation?
- Need to record in vivo before, during and
- after odor meaning is changed by learning
- Need to challenge odor processing system
- with more difficult tasks short, complex odors
24Mouse Motorized Electrode Chamber
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35Uses of electronic olfaction
Medical monitoring, quality control and land mine
detection
36Organic FET Sensors
Odor may interact with surface, bulk, or
interface. Thin active layer Interactions may
depend on gate charge. FET parameters such
as Ion, Ioff, and VT may react differently
to a given odor, increasing selectivity.
37Series of OFET odor responses
odor
Series of 74 odor responses with source-gate
voltage reversed between successive odor
applications
38Diversity of Transistor Odor Responses
Blue () response Red (-) response Blackno
data Whiteno response
Responses of 11 sensor materials to 16 odors
39 ROBOSNIFFER AUTONOMOUS ODOR TRAIL FOLLOWING
ROBOT WITH ENOSE
Enose samples substrate odors and sends
sensor data continuously via wireless link to
central computer
Collaboration with Dan Lee Dept. EE
Bioeng. Univ. Pennsylvania
40ROBOSNIFFER SAMPLES ODOR TRAILS
- Odor samples from floor under robosniffers snout
are - continuously sampled by the Cyranose 320 enose
41Electronic walking moth
Odor wind sensor info via wireless link to
central server for computation of action
42Moth strategy the vapor chase
Ishida Morrizumi, Handbook of Machine
Olfaction, Pearce et al (eds) 2002
Mothred Plumewhite
Courtesy of J. Hildebrand, University of Arizona
43Algorithms for odor search
Balkovsky Shraiman, Proc. Natl. Acad. Sci.
USA(2002) 99 12589
44Slugbot Living off the land, very slowly
- Robot captures slugs and digests them to obtain
energy
45Electronic olfaction
- Electronic olfaction is a technology
- in its early evolutionary stages
- E-Noses can provide solutions to
- important odor-sensing problems
- Electronic olfaction contributes to both
- computational and biological olfaction
46- Summary
- General principles of olfactory information
processing are emerging - Plasticity of processing is a universal feature
- in mammals and molluscs
- Early stages of olfactory processing involved
- in experience-dependent modifications
- Artificial, biological and computational
olfaction - offer synergistic perspectives