neuron inspired collaborative transmission in wsns
TRANSCRIPT
Information Systems Architecture Science Research Division
Neuron inspired collaborative transmission in WSNsMobiquitous 2011, 06.12.–09.12., Copenhagen, Denmark
Stephan Sigg, Predrag Jakimovski, Florian Becker, Hedda R. Schmidtke,Alexander Neumann, Yusheng Ji, Michael BeiglThe 8th International ICST Conference on Mobile and Ubiquitous Systems: Computing,
Networking and Services, MobiQuitous 2012, 06.12.–09.12.2011, Copenhagen, Denmark
Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Smart Spaces
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Smart Spaces
Smart Spaces are ...
Sensing environment
Traditionally visual and audio system
Sensing and acting as a living being
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Smart Spaces
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Smart Spaces
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Smart Spaces
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Smart Spaces
Smart Space ?
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Smart Spaces
How can we command the enormouspotential of ubiquitously available sensing
and computing power?
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Motivation
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Motivation
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Outline
Motivation
Neuron systems in WSNs
Collaborative transmission for neuronal structures
Results
Conclusion and future work
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Neuron systems in WSNs
xyw
z
xz
ww
y
1
kn
m
0
11 11w11
(1) (2)
0km
(2)
(1)
Neural network with one hidden layer:
yk(−→x ,−→w ) = σ
M∑j=1
w(2)jk h
(D∑i=1
w(1)ij xi + w
(1)0j
)+ w
(2)0k
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Architecture Science Research Division
Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Neuron systems in WSNs
No straightforward mapping to wireless networks
NN are inherently clocked
Noise and interference due to wirelesscommunication
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Outline
Motivation
Neuron systems in WSNs
Collaborative transmission for neuronal structures
Results
Conclusion and future work
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
ζsum =ι∑
i=1
<(e j(fi t+γi )
)
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Collaborative transmission for neuronal structures
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Outline
Motivation
Neuron systems in WSNs
Collaborative transmission for neuronal structures
Results
Conclusion and future work
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Results
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Results
Dendrites 180, 240, 300, 500Synapses 2, 3, 4, 5Transmit frequency 2.4 GHzTransmission power 1 mWAntenna gain 0 dB (Rx/Tx)Random noise power −103 dBm
Pathloss Ptx
(λ
4πd
)2GtxGrx
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Results
180 240 300 5000
0.2
0.4
0.6
0.8
1
Count of dendrite nodes
Med
ian
BE
R
Deterioration of BER with increasing count of dendrite nodes
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Results
2 3 4 50.9
1
1.1
1.2
1.3
1.4
1.5
1.6
Count of synapses nodes
BE
R d
ete
rio
ratio
n n
orm
alis
ed
on
th
e o
ptim
um
va
lue
Deterioration of BER with increasing count of synapse nodes
180 dendrite nodes
240 dendrite nodes300 dendrite nodes
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Conclusion and future work
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Conclusion and future work
Conclusion
NN-overlay over a wireless sensor network
Communication among nodes via distributedbeamforming
Computation of arbitrary functions
Smart space implementation possible
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Motivation Neuron systems in WSNs Collaborative transmission for neuronal structures Results Conclusion and future work
Conclusion and future work
Future work
Instrumentation with hardware nodes
Computation of relevant functions
Validation in very large networks
Reduce synchronisation time and accuracy
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Questions?
Stephan [email protected]
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