Title: Open Dynamic Spectum Sharing with minimal EnergY
1Open Dynamic Spectum Sharing with minimal EnergY
- Our Odyssey towards
- Cognitive Radio
1. An extended adventurous voyage or trip. 2.
An intellectual or spiritual quest.
2A range of technologiesfor a range of
requirements
3Many technologies share the same spectrum
2.4 GHz example
4Spectrum Sharing Further Classification in 4 Sub
Projects
Policies/Priorities
Spectrum Sharing Heterogeneous networks
Time/Space/Frequency
Adaptation Capabilites
5Capturing context or spectrum information is
costly
- Active observations try out a configuration
- trade-off between
- exploitation
- and
- exploration
- Passive observations
- Require extra hardware or introduce delay
- Energy costly
Required BW
Channel Sequence
6Active observationsGambling for the best channel
PER 5
PER 10
PER 50
- Just send packets and learn the best performing
channel - No (wrong) model, no (false) assumptions, perfect
adaptation to any situation - If you do not have to obey a policy rule
7Multi-armed bandit theory gives us the optimal
strategy
802.15.4 searches its best channel in ISM band
(11-26)
8Predicting PU idle time
Switching to a channel that will remain idle
longer minimizes switching overhead
9Improve channel selection with efficient passive
scanning
- Measuring interference power by Nyquist sampling
is expensive (ADC cost, large amount of data to
transfer)
ADC
Information is only in the edges new sampling
method that converts analog signals directly
into information
10What is the best multichannel MAC design?
11Spatial planningKeep-Out-Region in theory
F(50,90)
Field Strength
Contour size
41dBu
12Pathloss trend in reality
13Resulting Spatial Reuse much improved
SU QoS
Only SU acts
PU QoS
Proposed a run-time technique to predict and
flood pathloss trends and coverage
14SU sensing requirements as function of SU density
15Spectrum Sharing Further Classification in 4 Sub
Projects
Policies/Priorities
Spectrum Sharing Heterogeneous networks
Time/Space/Frequency
Adaptation Capabilites
16Are there scenarios where both 802.15.4 and
802.11 want to adapt
- 802.15.4 harms 802.11 in measurements
802.15.4 on then 802.11 throughput down
17Coexistence approach does not work
- 802.15.4 is not expected to harm 802.11 because
- 802.15.4 output power is gt15dB lower than 802.11
- 802.15.4 does a listen-before-send
802.15.4 packet train paused for 802.11
transmission 802.15.4 detects 802.11
802.11 packet _at_ 1Mbps
collision because 802.15.4 sensing resolution is
coarse
18PU identification which PU present on which
channels
we can identify different PUs
No presence
802.11 at channel 1 and 6
802.11 at channel 1
802.11 at channel 6
802.15.4
19SU QoS depends on PU requirements and sensing
performance
SU QoS
Only SU acts
PU QoS
- Can we build a PU-SU game?
20Open Dynamic Spectrum Sharing with minimal Energy
- Contibutors
- UC Berkeley
- Maryam,Youwei, Ian, Carl, Mehdi, Nikhil, Wilson
- IMEC
- Michael
- TU Delft
- Przemek
- VTT
- Marko
- Stanford University
- Ali, Bart