SlideShare a Scribd company logo
1 of 9
Download to read offline
ENABLING INNOVATIVE WIRELESS SOLUTIONS
CROPS – WIRELESS SENSOR NETWORKS FOR
SPECTRUM SENSING AND COGNITIVE
COMMUNICATION




Viktoria Fodor, Mikael Skoglund (KTH)
Geir Øien (NTNU)

Jussi Ryynänen (Aalto)




http://www.ee.kth.se/commth/projects/CROPS/
The design of spectrum sensing WSNs
           • To enable new and innovative wireless solutions

           • Challenge:
             - The large part of the radio spectrum is assigned to traditional
               technologies/services (like mobile networks)
             - Small IMF band can not accommodate all new solutions (WiFi,
               personal networks, sensor networks, device to device communication)

                           • Solution: Spectrum access with cognitive radio
                              - Dynamic spectrum access of licensed bands
                              - Efficient spectrum sharing in open spectrum

                           • Knowledge about spectrum availability is needed

                           • Project objective: design of spectrum sensing wireless
                             sensor networks
                              -   Spectrum sensing requirements
                              -   Sensor data fusion
                              -   Cooperative transmission and multihop communication
                              -   Sensing hardware design



7/4/2011                       Viktoria Fodor -- Nordite CROPS                          2
Spectrum sensing requirements
           • For sensing accuracy sensors have to share information
             - Challenge: efficient sensing of transmitter with unknown location
             - Proposed solution: sensor density and cooperation requirements for
               efficient sensing

           • Interference level at the primary receiver
             have to be managed
             - Challenge: unknown terminal positions
             - Proposed solution: sum interference
               models that can be used to evaluate other
               perf. metrics


           • Result: requirements towards efficient sensing, data fusion and
             communication

           • Selected publications:
              -   V. Fodor, I. Glaropoulos and L. Pescosolido, "Detecting low-power primary signals via distributed sensing to support
                  opportunistic spectrum access," submitted to IEEE ICC, 2009.
              -   I. Glaropoulos, V. Fodor, "On the efficiency of distributed spectrum sensing in ad-hoc cognitive radio networks," in Proc. of ACM
                  CoRoNet 2009, September 2009
              -   N. H. Mahmood, F. Yilmaz, and M.-S. Alouini, “A generalized and parameterized interference model for cognitive radio
                  networks,” in 12th IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC ’11), San
                  Francisco, USA, June 2011.
              -   N. H. Mahmood, F. Yilmaz, M.-S. Alouini, and G. E. Øien, “On the Performance Analysis of Legacy Systems in the Presence of
                  Next Generation Interference,” Submitted for publication (Journal), 2011.




7/4/2011                                       Viktoria Fodor -- Nordite CROPS                                                                        3
Sensor data fusion
           • The highly correlated sensor measurements have to be collected at an
             aggregation point or shared by the sensors
             - Challenge: efficiency with low computational complexity and delay
             - Proposed solution: New techniques for distributed source-channel coding
               and quantization for orthogonal and simultaneous transmission.




           • Spectrum sensor data processing is easier if the location of the transmitter
             is known
             - Challenge: source localization under spatially correlated shadowing
             - Proposed solution: algorithms that are robust in erroneous assumptions on
               the channel parameters

           • Selected publications:
             -   N. Wernersson, J. Karlsson and M. Skoglund, "Distributed quantizers over noisy channels," IEEE Transactions on Communications, June
                 2009.
             -   N. Wernersson, M. Skoglund and T. Ramstad, "Polynomial based analog source-channel codes," IEEE Transactions on Communications,
                 September 2009.
             -   N. Wernersson and M. Skoglund, "Nonlinear coding and estimation for correlated data in wireless sensor networks," IEEE Transactions
                 on Communications, October 2009.
             -   J. Karlsson and M. Skoglund, "Optimized low-delay source-channel-relay mappings," IEEE Transactions on Communications, May 2010.
             -   John T. Flåm, Ghassan M. Kraidy and Daniel J. Ryan: “Using a Sensor Network to Localize a Source under Spatially Correlated
                 Shadowing”, IEEE VTC Taipei 2010.
             -   John T. Flåm, Joakim Jaldén and Saikat Chatterjee: “Gaussian mixture modeling for source localization”, IEEE ICASSP 2011.




7/4/2011                                             Viktoria Fodor -- Nordite CROPS                                                                   4
Cooperative transmission
           • Sensor and relay nodes need to collaborate in the
             transmission of data to improve energy-efficiency
             - Challenge: Joint optimization gives gains, but can be
               complex and sensitive to design assumptions
             - Proposed solution: New collaborative transmission
               protocols based on relaying. Improved performance and
               significant energy-saving demonstrated


           • In case of simultaneous transmissions the power
             allocation has to be fair and efficient
             - Challenge: computational complexity and signaling
               overhead has to be low, interference has to be maintained
             - Proposed solution: Distributed power allocation based on
               novel utility functions


           • Selected publications:
             -   S. Yao and M. Skoglund, "Hybrid digital-analog relaying for cooperative transmission over slow fading channels," IEEE
                 Transactions on Information Theory, March 2009
             -   M. Khormuji and M. Skoglund, "On instantaneous relaying," IEEE Transactions on Information Theory, vol. 56, no. 7, pp.
                 3378-3394, July 2010.
             -   J. Karlsson and M. Skoglund, "Design and performance of optimized relay mappings," IEEE Transactions on
                 Communications, vol. 58, no. 9, pp. 2718-2724, September 2010.
             -   N. H. Mahmood, U. Salim, G. E. Øien, “Relative Rate Utility based Distributed Power Allocation Algorithm for Cognitive
                 Radio Network,” Poster presented in 2011 IEEE Communication Theory Workshop (CTW’11), Sitges, Spain, June 2011.




7/4/2011                                         Viktoria Fodor -- Nordite CROPS                                                          5
Networking for spectrum sensing

           • Routing for optimum overall energy efficiency to increase network
             lifetime
             - Challenge: existing solutions are too complex (NP-hard)
             - Proposed solution: adaptive routing and transmission control heuristics
               based on novel utility function

           • Applying cooperative transmission techniques in mesh networks
             - Challenge: cooperative transmission may increase interference in the
               networks
             - Proposed solution: co-optimized
               relaying and channel access
               scheme




           • Selected publications:
             -   L. Yin, C. Wang, and G. E. Øien, “An Energy-Efficient Routing Protocol for Event-Driven Dense Wireless Sensor Networks,”
                 Springer International Journal of Wireless Information Networks, 2009 (invited paper).
             -   C. Wang, L. Yin, and G. E. Øien, "Energy-Efficient Route Configuration for Adaptive MPSK-Based Wireless Sensor Networks,”
                 EURASIP Journal of Wireless Communications and Networking, 2011.
             -   Liping Wang, Viktoria Fodor, Mikael Skoglund, Using cooperative transmission in wireless Multihop Networks, in Proc. of IEEE
                 International Symposium On Personal, Indoor and Mobile Radio Communications, September 2009
             -   Liping Wang, Viktoria Fodor, Cooperative geographic routing in wireless mesh networks, in Proc. of IEEE International Workshop
                 on Enabling Technologies and Standards for Wireless Mesh Networking (MeshTech), November 2010




7/4/2011                                      Viktoria Fodor -- Nordite CROPS                                                                     6
Sensing radio HW design
• Sensing HW needs to be able to sense narrow band channels over a wide
  spectrum range
   - Challenge:
       •   Radio HW capable of receiving in broad frequency range does not exist
   - Proposed solution: CROPS implementation of WB synthesizer
       •   Outperforms recently proposed solutions considering tuning range, energy
           consumption and noise
       •   12th most downloaded paper in IEEE Aug. 2010




                                         High Linearity Receiver
                                           ( SENDORA project)                      Algorithm HW Implementation
                                                                                        ( SENDORA project)




                                                                               Hardware Description Methods
                                                                                  for System Development

                                                                                    (CROPS project)
• 2 patent applications                        Wideband ADPLL
                                               ( CROPS project)

• Selected publications:
   -   A. Immonen, A. Pärssinen, S. Kiminki, V. Hirvisalo, M. Talonen and J. Ryynänen, "A Reconfigurable Multi-standard Radio
       Platform", International Workshop on Energy Efficient and Reconfigurable Tran-sceivers, September, 2010
   -   L. Xu, K. Stadius, and J. Ryynänen, "A wide-band digitally controlled ring oscillator," in proc Int. Symp. Circuits Syst.,
       May 2010, pp. 1983-1986.
   -   L. Xu, S. Lindfor, K. Stadius and J. Ryynänen, "A 2.4-GHz low-power all-digital phase-locked loop," IEEE J. Solid-State
       Circuits, vol. 45, no. 8, pp. 1513-1521, Aug. 2010.




                                  Viktoria Fodor – Nordite, June 2011                                                               7
Relevance
           • Scientific content
             - New insights into the design of energy-efficient wireless
               sensor networks
             - With application to spectrum sensing
           • Collaboration
             - New highly successful Nordic research collaboration that
               would not have happened otherwise
              • High volume of research results and publications
              • Visits and co-authored papers
              • Several graduated PhD’s
              • Spin-off projects, e.g. the EU/Fp7 projects “SENDORA”




7/4/2011                     Viktoria Fodor -- Nordite CROPS               8
Exploitation
           • What could be exploited by industry now?
             - The concepts of cooperative sensing and transmission
             - New wireless sensor network design principles and applications
             - Improved spectrum sensing HW for opportunistic spectrum
               sharing (2 patent applications)

           • What steps are missing to make the results available for the
             industry?
             - Some of our results need to be tested in more realistic practical
               scenarios
             - Some of our suggested schemes do not fit present standards

           • What kind of partners would we need for this?
             - Telecom (Ericsson, Telenor)
             - Industrial automation (ABB)
             - System integrators and sensor developers



7/4/2011                        Viktoria Fodor -- Nordite CROPS                    9

More Related Content

What's hot

Development of real-time indoor human tracking system using LoRa technology
Development of real-time indoor human tracking system using LoRa technology Development of real-time indoor human tracking system using LoRa technology
Development of real-time indoor human tracking system using LoRa technology IJECEIAES
 
A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...
A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...
A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...Editor IJCATR
 
Chapter 5 applications of neural networks
Chapter 5           applications of neural networksChapter 5           applications of neural networks
Chapter 5 applications of neural networksPunit Saini
 
Applications of Artificial Neural Networks in Civil Engineering
Applications of Artificial Neural Networks in Civil EngineeringApplications of Artificial Neural Networks in Civil Engineering
Applications of Artificial Neural Networks in Civil EngineeringPramey Zode
 
Solution for intra/inter-cluster event-reporting problem in cluster-based pro...
Solution for intra/inter-cluster event-reporting problem in cluster-based pro...Solution for intra/inter-cluster event-reporting problem in cluster-based pro...
Solution for intra/inter-cluster event-reporting problem in cluster-based pro...IJECEIAES
 
DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...
DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...
DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...IJEEE
 
Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...
Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...
Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...ijwmn
 
Smart antennas for next generation wireless systems eurasip
Smart antennas for next generation wireless systems eurasipSmart antennas for next generation wireless systems eurasip
Smart antennas for next generation wireless systems eurasipvilla1451
 
IRJET- Congestion Avoidance and Qos Improvement in Base Station with Femt...
IRJET-  	  Congestion Avoidance and Qos Improvement in Base Station with Femt...IRJET-  	  Congestion Avoidance and Qos Improvement in Base Station with Femt...
IRJET- Congestion Avoidance and Qos Improvement in Base Station with Femt...IRJET Journal
 
Throughput optimization in
Throughput optimization inThroughput optimization in
Throughput optimization iningenioustech
 
IJCNC Top 10 Trending Articles in Academia !!!
IJCNC Top 10 Trending Articles in Academia !!!IJCNC Top 10 Trending Articles in Academia !!!
IJCNC Top 10 Trending Articles in Academia !!!IJCNCJournal
 
NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...
NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...
NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...chokrio
 
A comparative study of different network simulation tools and experimentation...
A comparative study of different network simulation tools and experimentation...A comparative study of different network simulation tools and experimentation...
A comparative study of different network simulation tools and experimentation...journalBEEI
 
Suleyman Serdar Kozat
Suleyman Serdar KozatSuleyman Serdar Kozat
Suleyman Serdar Kozatbutest
 
Visible light communication
Visible light communication Visible light communication
Visible light communication Alwin Poulose
 
AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...
AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...
AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...ijasuc
 

What's hot (20)

Development of real-time indoor human tracking system using LoRa technology
Development of real-time indoor human tracking system using LoRa technology Development of real-time indoor human tracking system using LoRa technology
Development of real-time indoor human tracking system using LoRa technology
 
A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...
A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...
A New Method for Reducing Energy Consumption in Wireless Sensor Networks usin...
 
Chapter 5 applications of neural networks
Chapter 5           applications of neural networksChapter 5           applications of neural networks
Chapter 5 applications of neural networks
 
Nadim(093048) stz sir
Nadim(093048) stz sirNadim(093048) stz sir
Nadim(093048) stz sir
 
Wibree and ZigBee
Wibree and ZigBeeWibree and ZigBee
Wibree and ZigBee
 
Applications of Artificial Neural Networks in Civil Engineering
Applications of Artificial Neural Networks in Civil EngineeringApplications of Artificial Neural Networks in Civil Engineering
Applications of Artificial Neural Networks in Civil Engineering
 
Solution for intra/inter-cluster event-reporting problem in cluster-based pro...
Solution for intra/inter-cluster event-reporting problem in cluster-based pro...Solution for intra/inter-cluster event-reporting problem in cluster-based pro...
Solution for intra/inter-cluster event-reporting problem in cluster-based pro...
 
DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...
DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...
DATA TRANSMISSION IN WIRELESS SENSOR NETWORKS FOR EFFECTIVE AND SECURE COMMUN...
 
Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...
Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...
Top 10 Read Article - International Journal of Wireless & Mobile Networks (IJ...
 
Lodhi final viva voce
Lodhi final viva voceLodhi final viva voce
Lodhi final viva voce
 
Smart antennas for next generation wireless systems eurasip
Smart antennas for next generation wireless systems eurasipSmart antennas for next generation wireless systems eurasip
Smart antennas for next generation wireless systems eurasip
 
IRJET- Congestion Avoidance and Qos Improvement in Base Station with Femt...
IRJET-  	  Congestion Avoidance and Qos Improvement in Base Station with Femt...IRJET-  	  Congestion Avoidance and Qos Improvement in Base Station with Femt...
IRJET- Congestion Avoidance and Qos Improvement in Base Station with Femt...
 
Throughput optimization in
Throughput optimization inThroughput optimization in
Throughput optimization in
 
IJCNC Top 10 Trending Articles in Academia !!!
IJCNC Top 10 Trending Articles in Academia !!!IJCNC Top 10 Trending Articles in Academia !!!
IJCNC Top 10 Trending Articles in Academia !!!
 
NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...
NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...
NEW APPROACH TO IMPROVING LIFETIME IN HETEROGENEOUS WIRELESS SENSOR NETWORKS ...
 
Study of indoor positioning algorithms based on light fidelity
Study of indoor positioning algorithms based on light fidelityStudy of indoor positioning algorithms based on light fidelity
Study of indoor positioning algorithms based on light fidelity
 
A comparative study of different network simulation tools and experimentation...
A comparative study of different network simulation tools and experimentation...A comparative study of different network simulation tools and experimentation...
A comparative study of different network simulation tools and experimentation...
 
Suleyman Serdar Kozat
Suleyman Serdar KozatSuleyman Serdar Kozat
Suleyman Serdar Kozat
 
Visible light communication
Visible light communication Visible light communication
Visible light communication
 
AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...
AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...
AN ENERGY EFFICIENT DISTRIBUTED PROTOCOL FOR ENSURING COVERAGE AND CONNECTIVI...
 

Similar to WSNs FOR COGNITIVE COMMUNICATION & SPECTRUM SENSING

5 5 g – a different ph-ylosophy
5 5 g – a different ph-ylosophy5 5 g – a different ph-ylosophy
5 5 g – a different ph-ylosophyCPqD
 
Cognitive Technique for Software Defined Optical Network (SDON)
Cognitive Technique for Software Defined Optical Network (SDON)Cognitive Technique for Software Defined Optical Network (SDON)
Cognitive Technique for Software Defined Optical Network (SDON)CPqD
 
Visible light communication literature review
Visible light communication literature reviewVisible light communication literature review
Visible light communication literature reviewAlwin Poulose
 
Chapter 2 wireless sensor
Chapter 2 wireless sensorChapter 2 wireless sensor
Chapter 2 wireless sensorAhmed Tememe
 
Towards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre EverywhereTowards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre EverywhereCPqD
 
Optical Wireless Communications - from the space to the chip.
Optical Wireless Communications - from the space to the chip.Optical Wireless Communications - from the space to the chip.
Optical Wireless Communications - from the space to the chip.Joaquin Perez
 
2 lte and beyond in a sharing economy
2 lte and beyond in a sharing economy2 lte and beyond in a sharing economy
2 lte and beyond in a sharing economyCPqD
 
Cognitive Radio in 5G
Cognitive Radio in 5GCognitive Radio in 5G
Cognitive Radio in 5GHavar Bathaee
 
Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...
Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...
Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...IJERA Editor
 
Reliable and Efficient Data Acquisition in Wireless Sensor Network
Reliable and Efficient Data Acquisition in Wireless Sensor NetworkReliable and Efficient Data Acquisition in Wireless Sensor Network
Reliable and Efficient Data Acquisition in Wireless Sensor NetworkIJMTST Journal
 
Microstrip patch antenna
Microstrip patch antennaMicrostrip patch antenna
Microstrip patch antennaNaveen Ece
 
Stat of the art in cognitive radio
Stat of the art in cognitive radioStat of the art in cognitive radio
Stat of the art in cognitive radioMohsen Tantawy
 
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless NetworksDynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless NetworksAntonio Marcos Alberti
 
Study Project Abstract
Study Project AbstractStudy Project Abstract
Study Project Abstractrakesh krishna
 
Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014
Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014
Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014HarshitParkar6677
 
DYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKS
DYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKSDYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKS
DYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKSpharmaindexing
 

Similar to WSNs FOR COGNITIVE COMMUNICATION & SPECTRUM SENSING (20)

5 5 g – a different ph-ylosophy
5 5 g – a different ph-ylosophy5 5 g – a different ph-ylosophy
5 5 g – a different ph-ylosophy
 
Cognitive Technique for Software Defined Optical Network (SDON)
Cognitive Technique for Software Defined Optical Network (SDON)Cognitive Technique for Software Defined Optical Network (SDON)
Cognitive Technique for Software Defined Optical Network (SDON)
 
Visible light communication literature review
Visible light communication literature reviewVisible light communication literature review
Visible light communication literature review
 
Chapter 2 wireless sensor
Chapter 2 wireless sensorChapter 2 wireless sensor
Chapter 2 wireless sensor
 
Towards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre EverywhereTowards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre Everywhere
 
ppt of seminar.pptx
ppt of seminar.pptxppt of seminar.pptx
ppt of seminar.pptx
 
41 45
41 4541 45
41 45
 
Optical Wireless Communications - from the space to the chip.
Optical Wireless Communications - from the space to the chip.Optical Wireless Communications - from the space to the chip.
Optical Wireless Communications - from the space to the chip.
 
2 lte and beyond in a sharing economy
2 lte and beyond in a sharing economy2 lte and beyond in a sharing economy
2 lte and beyond in a sharing economy
 
Cognitive Radio in 5G
Cognitive Radio in 5GCognitive Radio in 5G
Cognitive Radio in 5G
 
Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...
Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...
Intrusion Detection and Countermeasure in Virtual Network Systems Using NICE ...
 
Reliable and Efficient Data Acquisition in Wireless Sensor Network
Reliable and Efficient Data Acquisition in Wireless Sensor NetworkReliable and Efficient Data Acquisition in Wireless Sensor Network
Reliable and Efficient Data Acquisition in Wireless Sensor Network
 
Microstrip patch antenna
Microstrip patch antennaMicrostrip patch antenna
Microstrip patch antenna
 
RFlens.pptx
RFlens.pptxRFlens.pptx
RFlens.pptx
 
Stat of the art in cognitive radio
Stat of the art in cognitive radioStat of the art in cognitive radio
Stat of the art in cognitive radio
 
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless NetworksDynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
 
Study Project Abstract
Study Project AbstractStudy Project Abstract
Study Project Abstract
 
Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014
Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014
Hsing cuhk talk wireless 5_g_why-how-what_mar 31 2014
 
Mobile Ad Hoc Network
Mobile Ad Hoc NetworkMobile Ad Hoc Network
Mobile Ad Hoc Network
 
DYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKS
DYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKSDYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKS
DYNAMIC HYBRID CHANNEL (WMN) FOR BANDWIDTH GUARANTEES IN AD_HOC NETWORKS
 

More from The Research Council of Norway, IKTPLUSS

21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...
21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...
21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...The Research Council of Norway, IKTPLUSS
 

More from The Research Council of Norway, IKTPLUSS (20)

14 arne eriksen emeistring
14 arne eriksen   emeistring14 arne eriksen   emeistring
14 arne eriksen emeistring
 
12 thomas jakobsen neckgraph mai2015
12 thomas jakobsen neckgraph mai201512 thomas jakobsen neckgraph mai2015
12 thomas jakobsen neckgraph mai2015
 
09 bjørn skjellaug sintef
09 bjørn skjellaug sintef09 bjørn skjellaug sintef
09 bjørn skjellaug sintef
 
10 eric mandeville capgemini
10 eric mandeville   capgemini10 eric mandeville   capgemini
10 eric mandeville capgemini
 
08 sigve nakken ncgc
08 sigve nakken ncgc08 sigve nakken ncgc
08 sigve nakken ncgc
 
06 per olav vandvik magic
06 per olav vandvik magic06 per olav vandvik magic
06 per olav vandvik magic
 
05 øivind riis sph østfold
05 øivind riis sph østfold05 øivind riis sph østfold
05 øivind riis sph østfold
 
04 jarl reitan sintef
04 jarl reitan   sintef04 jarl reitan   sintef
04 jarl reitan sintef
 
03 jon tysdahl fürst
03 jon tysdahl   fürst03 jon tysdahl   fürst
03 jon tysdahl fürst
 
02 dag undlien uio
02 dag undlien   uio02 dag undlien   uio
02 dag undlien uio
 
01 ellen brox norut
01 ellen brox   norut01 ellen brox   norut
01 ellen brox norut
 
24 henning odden tieto
24 henning odden tieto24 henning odden tieto
24 henning odden tieto
 
23 peyman hi oa
23 peyman hi oa23 peyman hi oa
23 peyman hi oa
 
21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...
21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...
21 tor dokken pasient tilpassede implantater .... ikt pluss presentasjon 7. m...
 
18 lars reinertsen any14
18 lars reinertsen any1418 lars reinertsen any14
18 lars reinertsen any14
 
19 iffat sms-ikt-fyrtårn-7mai2015
19 iffat sms-ikt-fyrtårn-7mai201519 iffat sms-ikt-fyrtårn-7mai2015
19 iffat sms-ikt-fyrtårn-7mai2015
 
16 erik årsand telemed
16 erik årsand   telemed16 erik årsand   telemed
16 erik årsand telemed
 
15 nytroe ntnu
15 nytroe ntnu 15 nytroe ntnu
15 nytroe ntnu
 
17 leif nohr oase 2
17 leif nohr oase 217 leif nohr oase 2
17 leif nohr oase 2
 
Blopp!; Ole Andreas Alsos, NTNU og Bekk Consulting
Blopp!; Ole Andreas Alsos, NTNU og Bekk Consulting Blopp!; Ole Andreas Alsos, NTNU og Bekk Consulting
Blopp!; Ole Andreas Alsos, NTNU og Bekk Consulting
 

Recently uploaded

My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 

Recently uploaded (20)

My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort ServiceHot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 

WSNs FOR COGNITIVE COMMUNICATION & SPECTRUM SENSING

  • 1. ENABLING INNOVATIVE WIRELESS SOLUTIONS CROPS – WIRELESS SENSOR NETWORKS FOR SPECTRUM SENSING AND COGNITIVE COMMUNICATION Viktoria Fodor, Mikael Skoglund (KTH) Geir Øien (NTNU) Jussi Ryynänen (Aalto) http://www.ee.kth.se/commth/projects/CROPS/
  • 2. The design of spectrum sensing WSNs • To enable new and innovative wireless solutions • Challenge: - The large part of the radio spectrum is assigned to traditional technologies/services (like mobile networks) - Small IMF band can not accommodate all new solutions (WiFi, personal networks, sensor networks, device to device communication) • Solution: Spectrum access with cognitive radio - Dynamic spectrum access of licensed bands - Efficient spectrum sharing in open spectrum • Knowledge about spectrum availability is needed • Project objective: design of spectrum sensing wireless sensor networks - Spectrum sensing requirements - Sensor data fusion - Cooperative transmission and multihop communication - Sensing hardware design 7/4/2011 Viktoria Fodor -- Nordite CROPS 2
  • 3. Spectrum sensing requirements • For sensing accuracy sensors have to share information - Challenge: efficient sensing of transmitter with unknown location - Proposed solution: sensor density and cooperation requirements for efficient sensing • Interference level at the primary receiver have to be managed - Challenge: unknown terminal positions - Proposed solution: sum interference models that can be used to evaluate other perf. metrics • Result: requirements towards efficient sensing, data fusion and communication • Selected publications: - V. Fodor, I. Glaropoulos and L. Pescosolido, "Detecting low-power primary signals via distributed sensing to support opportunistic spectrum access," submitted to IEEE ICC, 2009. - I. Glaropoulos, V. Fodor, "On the efficiency of distributed spectrum sensing in ad-hoc cognitive radio networks," in Proc. of ACM CoRoNet 2009, September 2009 - N. H. Mahmood, F. Yilmaz, and M.-S. Alouini, “A generalized and parameterized interference model for cognitive radio networks,” in 12th IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC ’11), San Francisco, USA, June 2011. - N. H. Mahmood, F. Yilmaz, M.-S. Alouini, and G. E. Øien, “On the Performance Analysis of Legacy Systems in the Presence of Next Generation Interference,” Submitted for publication (Journal), 2011. 7/4/2011 Viktoria Fodor -- Nordite CROPS 3
  • 4. Sensor data fusion • The highly correlated sensor measurements have to be collected at an aggregation point or shared by the sensors - Challenge: efficiency with low computational complexity and delay - Proposed solution: New techniques for distributed source-channel coding and quantization for orthogonal and simultaneous transmission. • Spectrum sensor data processing is easier if the location of the transmitter is known - Challenge: source localization under spatially correlated shadowing - Proposed solution: algorithms that are robust in erroneous assumptions on the channel parameters • Selected publications: - N. Wernersson, J. Karlsson and M. Skoglund, "Distributed quantizers over noisy channels," IEEE Transactions on Communications, June 2009. - N. Wernersson, M. Skoglund and T. Ramstad, "Polynomial based analog source-channel codes," IEEE Transactions on Communications, September 2009. - N. Wernersson and M. Skoglund, "Nonlinear coding and estimation for correlated data in wireless sensor networks," IEEE Transactions on Communications, October 2009. - J. Karlsson and M. Skoglund, "Optimized low-delay source-channel-relay mappings," IEEE Transactions on Communications, May 2010. - John T. Flåm, Ghassan M. Kraidy and Daniel J. Ryan: “Using a Sensor Network to Localize a Source under Spatially Correlated Shadowing”, IEEE VTC Taipei 2010. - John T. Flåm, Joakim Jaldén and Saikat Chatterjee: “Gaussian mixture modeling for source localization”, IEEE ICASSP 2011. 7/4/2011 Viktoria Fodor -- Nordite CROPS 4
  • 5. Cooperative transmission • Sensor and relay nodes need to collaborate in the transmission of data to improve energy-efficiency - Challenge: Joint optimization gives gains, but can be complex and sensitive to design assumptions - Proposed solution: New collaborative transmission protocols based on relaying. Improved performance and significant energy-saving demonstrated • In case of simultaneous transmissions the power allocation has to be fair and efficient - Challenge: computational complexity and signaling overhead has to be low, interference has to be maintained - Proposed solution: Distributed power allocation based on novel utility functions • Selected publications: - S. Yao and M. Skoglund, "Hybrid digital-analog relaying for cooperative transmission over slow fading channels," IEEE Transactions on Information Theory, March 2009 - M. Khormuji and M. Skoglund, "On instantaneous relaying," IEEE Transactions on Information Theory, vol. 56, no. 7, pp. 3378-3394, July 2010. - J. Karlsson and M. Skoglund, "Design and performance of optimized relay mappings," IEEE Transactions on Communications, vol. 58, no. 9, pp. 2718-2724, September 2010. - N. H. Mahmood, U. Salim, G. E. Øien, “Relative Rate Utility based Distributed Power Allocation Algorithm for Cognitive Radio Network,” Poster presented in 2011 IEEE Communication Theory Workshop (CTW’11), Sitges, Spain, June 2011. 7/4/2011 Viktoria Fodor -- Nordite CROPS 5
  • 6. Networking for spectrum sensing • Routing for optimum overall energy efficiency to increase network lifetime - Challenge: existing solutions are too complex (NP-hard) - Proposed solution: adaptive routing and transmission control heuristics based on novel utility function • Applying cooperative transmission techniques in mesh networks - Challenge: cooperative transmission may increase interference in the networks - Proposed solution: co-optimized relaying and channel access scheme • Selected publications: - L. Yin, C. Wang, and G. E. Øien, “An Energy-Efficient Routing Protocol for Event-Driven Dense Wireless Sensor Networks,” Springer International Journal of Wireless Information Networks, 2009 (invited paper). - C. Wang, L. Yin, and G. E. Øien, "Energy-Efficient Route Configuration for Adaptive MPSK-Based Wireless Sensor Networks,” EURASIP Journal of Wireless Communications and Networking, 2011. - Liping Wang, Viktoria Fodor, Mikael Skoglund, Using cooperative transmission in wireless Multihop Networks, in Proc. of IEEE International Symposium On Personal, Indoor and Mobile Radio Communications, September 2009 - Liping Wang, Viktoria Fodor, Cooperative geographic routing in wireless mesh networks, in Proc. of IEEE International Workshop on Enabling Technologies and Standards for Wireless Mesh Networking (MeshTech), November 2010 7/4/2011 Viktoria Fodor -- Nordite CROPS 6
  • 7. Sensing radio HW design • Sensing HW needs to be able to sense narrow band channels over a wide spectrum range - Challenge: • Radio HW capable of receiving in broad frequency range does not exist - Proposed solution: CROPS implementation of WB synthesizer • Outperforms recently proposed solutions considering tuning range, energy consumption and noise • 12th most downloaded paper in IEEE Aug. 2010 High Linearity Receiver ( SENDORA project) Algorithm HW Implementation ( SENDORA project) Hardware Description Methods for System Development (CROPS project) • 2 patent applications Wideband ADPLL ( CROPS project) • Selected publications: - A. Immonen, A. Pärssinen, S. Kiminki, V. Hirvisalo, M. Talonen and J. Ryynänen, "A Reconfigurable Multi-standard Radio Platform", International Workshop on Energy Efficient and Reconfigurable Tran-sceivers, September, 2010 - L. Xu, K. Stadius, and J. Ryynänen, "A wide-band digitally controlled ring oscillator," in proc Int. Symp. Circuits Syst., May 2010, pp. 1983-1986. - L. Xu, S. Lindfor, K. Stadius and J. Ryynänen, "A 2.4-GHz low-power all-digital phase-locked loop," IEEE J. Solid-State Circuits, vol. 45, no. 8, pp. 1513-1521, Aug. 2010. Viktoria Fodor – Nordite, June 2011 7
  • 8. Relevance • Scientific content - New insights into the design of energy-efficient wireless sensor networks - With application to spectrum sensing • Collaboration - New highly successful Nordic research collaboration that would not have happened otherwise • High volume of research results and publications • Visits and co-authored papers • Several graduated PhD’s • Spin-off projects, e.g. the EU/Fp7 projects “SENDORA” 7/4/2011 Viktoria Fodor -- Nordite CROPS 8
  • 9. Exploitation • What could be exploited by industry now? - The concepts of cooperative sensing and transmission - New wireless sensor network design principles and applications - Improved spectrum sensing HW for opportunistic spectrum sharing (2 patent applications) • What steps are missing to make the results available for the industry? - Some of our results need to be tested in more realistic practical scenarios - Some of our suggested schemes do not fit present standards • What kind of partners would we need for this? - Telecom (Ericsson, Telenor) - Industrial automation (ABB) - System integrators and sensor developers 7/4/2011 Viktoria Fodor -- Nordite CROPS 9