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Integrated Communication Systems Group Ilmenau University of Technology Cognitive Radio Networks Mobile Communication Networks (RCSE) Winter Semester 2012/13

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  • Integrated Communication Systems GroupIlmenau University of Technology

    Cognitive Radio Networks

    Mobile Communication Networks (RCSE)Winter Semester 2012/13

  • Integrated Communication Systems Group

    Outline

    • Radio Allocation• Radio Flexibility and Capability• Spectrum Management• Cognitive Radio

    – Definitions– Architectures– Cognitive Cycle– Enabling technologies– Implementation– Standards– Applications

    • Summary

    Mobile Communication Networks (RCSE) 2

  • Integrated Communication Systems Group

    Spectrum Allocation

    http://www.ntia.doc.gov/files/ntia/publications/2003-allochrt.pdf

  • Integrated Communication Systems Group

    Spectrum Utilization

    http://www.wtapas.org/final-papers/ChicagoSpectrum-McHenry-Session-I-1.pdf

  • Integrated Communication Systems Group

    In Summary…

    • Spectrum scarcity is largely due to– Inefficient fixed frequency allocations and utilization rather

    than any physical shortage of spectrum• So, a new radio technology is needed with the following

    characteristics:– Flexibility– Reconfigurability– Awareness– Adaptability– Intelligence

    Mobile Communication Networks (RCSE) 5

  • Integrated Communication Systems Group

    Radio Flexibility and Capability

    • Software capable radio:– Fixed modulation capabilities– Small number of frequencies

    • Software Programmable radio:– Ability to add new functionality

    through software changes– Advanced networking capability

    • Software-Defined Radio:– Complete adjustability through

    software of all radio operating parameters

    Mobile Communication Networks (RCSE) 6

    • Aware Radio:– Radio that sense all or part of

    their environment• Adaptive Radio:

    – Radio that modify its operating parameters

    • Cognitive radio:– Radio is aware, adaptive and

    learn

    Software capable

    radio

    Software Programmabl

    e radio

    Software Defined

    radio

    Awareradio

    Adaptiveradio

    Cognitiveradio

    Increasing Technology/Software Maturity

  • Integrated Communication Systems Group

    Spectrum management

    Dynamic Spectrum Management:• Fair allocation of spectrum

    – Users with the same rights (Horizontal sharing)

    – Users with the different rights (Vertical sharing)

    • Centralized vs. Decentralized– Centralized Approach

    • Need for a center for collecting radio scene information

    • Globally optimal solution– Decentralized Approach

    • Utilization of self-organization principle

    • Scalable• Suboptimal

    Mobile Communication Networks (RCSE) 7

  • Integrated Communication Systems Group

    Spectrum management

    Mobile Communication Networks (RCSE) 8

  • Integrated Communication Systems Group

    Hierarchical Access Model

    • Spectrum Underlay– Secondary users (SUs) operate below the noise floor of primary users

    (PUs)– Short-range high data rate with extremely low transmission power– E.g. UWB

    • Spectrum Overlay– Investigated by the DARPA Next Generation (XG) program under the

    term opportunistic spectrum access (OSA)– SUs identify and exploit local and instantaneous spectrum availability

    in a nonintrusive manner

    Mobile Communication Networks (RCSE) 9

  • Integrated Communication Systems Group

    Cognition and cognitive radio

    10Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Cognition, Cognitive radio and Cognitive networks

    Mobile Communication Networks (RCSE) 11

    Cognition

    Mobile deviceCognitive

    radio

    Cognitive networks

  • Integrated Communication Systems Group

    What is a Cognition?

    • According to the Encyclopedia of Computer, three-point computational view of cognition is listed– Mental states and processes intervene between input stimuli and

    output responses– The mental states and processes are described by algorithms– The mental states and processes lend themselves to scientific

    investigations

    • Pfeifer and Scheier: the interdisciplinary study of cognition is concerned with exploring general principles of intelligence through a synthetic methodology termed learning by understanding.

    Mobile Communication Networks (RCSE) 12

  • Integrated Communication Systems Group

    What is a Cognitive Radio?

    Definitions• Federal Communications Commission Definition: Cognitive radio is a radio that

    can change its transmitter parameters based on interaction with the environment inwhich it operates

    • Mitola Definition: Cognitive radio identifies the point at which wireless PDAs and therelated networks are sufficiently computationally intelligent on the subject of radioresources and related computer-to-computer communications

    – to detect user communications needs as a function of use context, and– to provide radio resources and wireless services most appropriate to those needs

    • Simon Haykin Definition: Cognitive radio is an intelligent wireless communicationsystem that is aware of its surrounding environment (i.e., outside world), and uses themethodology of understanding-by-building to learn from the environment and adapt itsinternal states to statistical variations in the incoming RF stimuli by makingcorresponding changes in certain operating parameters (e.g., transmit-power, carrier-frequency, and modulation strategy) in real-time, with two primary objectives in mind:

    – highly reliable communications whenever and wherever needed– efficient utilization of the radio spectrum

    Mobile Communication Networks (RCSE) 13

  • Integrated Communication Systems Group

    Spectrum Opportunity

    Spectrum opportunity: “A band of frequencies that are not being used by the PU of that band at a particular time in a particular geographic area”

    Mobile Communication Networks (RCSE) 14

  • Integrated Communication Systems Group

    Cognitive radio architecture

    15Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Cognitive radio node architecture

    Mobile Communication Networks (RCSE) 16

    SDR transceiver

    MAC

    Network

    Transport

    Application

    Cog

    nitiv

    e en

    gine

    Ada

    ptiv

    e pr

    otoc

    ol

    Transmit/receive

    Adaptive protocols:• Aware of the variations in the

    cognitive radio environment• consider the traffic activity of

    primary users• Consider the transmission

    requirements of secondary users, and variations in channel quality

    Cognitive engine:• Establishes interfaces

    among the SDR transceiver, adaptive protocols, and wireless applications and services

    • Uses intelligent algorithms

  • Integrated Communication Systems Group

    Cognitive Radio Network Architecture

    17Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Cognitive Radio Network Architecture

    • Primary networks– Networks with access right to certain spectrum bands, e.g. common

    cellular systems and TV broadcast networks– Users of these networks are referred to as primary users. They have

    the right to operate in licensed spectrum– Users of certain primary network do not care of other primary or

    secondary networks users

    • Secondary networks– Do not have license to operate in the spectrum band they currently

    use or aim at using– Opportunistic spectrum access– Users of these networks are referred to as secondary users. They

    have no right to access licensed bands currently used– Additional functionalities are required to share licensed spectrum

    bands with other secondary or primary networks

    Mobile Communication Networks (RCSE) 18

  • Integrated Communication Systems Group

    Cognitive Cycle: Mitola

    Mobile Communication Networks (RCSE) 19

  • Integrated Communication Systems Group

    Cognitive Cycle: Akyildiz

    Spectrum Decision

    Spectrum Sharing

    Spectrum Sensing

    Spectrum Mobility

    Radio environment

    Spectrum characterizations

    RFstimuli

    Spectrum holeChannel

    capacity

    Transmittedsignal

    Decisionrequest

    Primary userdetection

    20Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Spectrum Sensing

    21Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Spectrum Sensing

    Mobile Communication Networks (RCSE) 22

    T. Yucek and H. Arslan “Survey of Spectrum Sensing Algorithms for Cognitive Radio Applications” IEEE Communications Surveys & Tutorials, Vol. 11, No. 1, First Quarter 2009

  • Integrated Communication Systems Group

    Challenges

    • Interference temperature measurement– Secondary users are aware of their locations and transmission power.

    They are not a ware of primary users locations– Currently, no practical way for a cognitive radio to measure or

    estimate the interference temperature at neighbor primary users• Spectrum sensing in multi-user networks

    – Multi-user environment makes it more difficult to sense primary users(secondary networks coexist with each other as well as with primarynetworks)

    – Cooperative detection can be considered as possible solution forsuch environments

    • Detection capability– Detection of primary users in very short time is essential– OFDM-based secondary users are best adequate (multi-carrier

    sensing can be exploited)

    Mobile Communication Networks (RCSE) 23

  • Integrated Communication Systems Group

    Spectrum Decision

    24Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Managing Available Spectrum

    • Spectrum bands are spread over wide frequency range includinglicensed and unlicensed bands

    • Radio environment characteristics show fast and mostly notpredictable variation over time

    • Secondary users have to select the best spectrum band meetingtheir QoS requirements spectrum management functions arerequired

    • Spectrum management include following steps1. Getting data from spectrum sensing2. Performing spectrum analysis3. Finally making a spectrum decision

    Mobile Communication Networks (RCSE) 25

  • Integrated Communication Systems Group

    Spectrum Analysis

    • Characterizes sensed spectrum holes to obtain the bandappropriate for user’s requirements

    • Characteristics of spectrum holes– Interference

    Some spectrum bands are more crowded than others Based on the interference at primary receivers, the allowed sending

    power of secondary user can be derived channel capacity is estimated Path loss

    Path loss increases as frequency increases. To retain the capacity whenswitching to higher frequency, sending power should be increases more interference produced

    Wireless link errors Modulation scheme and interference affect strongly the error rate

    Link layer delay Affected by the interference, path loss, etc.

    Holding time Expected time duration the secondary user can occupy the channel

    Mobile Communication Networks (RCSE) 26

  • Integrated Communication Systems Group

    Spectrum Decision

    • Once spectrum bands are characterized, the band best meetingQoS requirements should be selected spectrum decisionfunction should be aware of QoS requirements of current ongoingapplications

    • Spectrum decision rules are required

    • QoS requirements for secondary user– Data rate– Acceptable error rate– Delay– ...

    Mobile Communication Networks (RCSE) 27

  • Integrated Communication Systems Group

    Challenges

    • Decision Model– Development of suitable decision rules that consider spectrum bands

    characters is until now an open issue

    • Multiple spectrum band decision– In case secondary users are capable of using multiple channels for

    transmission simultaneously, it is important to determine the numberof spectrum bands available and select the bands appropriate

    • Spectrum decision over heterogeneous spectrum bands– Support spectrum decision operations on both licensed and

    unlicensed bands is challenging

    Mobile Communication Networks (RCSE) 28

  • Integrated Communication Systems Group

    Spectrum Mobility

    29Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Spectrum Mobility

    • The process when a secondary user changes its frequency ofoperation, also called spectrum handoff

    • Reasons– Operating channel becomes worse– Primary user wants to communicate on the channel– User movements (available spectrum bands change)

    • Requirements- Low latency- Transparence to upper layers protocols if possible- No impairments on ongoing applications (ideal case)

    • Multi-layer mobility management with which protocols of manylayers cooperate to support mobility is required

    Mobile Communication Networks (RCSE) 30

  • Integrated Communication Systems Group

    Challenges

    • Smooth spectrum mobility schemes

    • Synchronization between protocols of many layers and possiblywith applications to support smooth spectrum handoffs (e.g.applications or protocols switch from operation mode to anotherupon prediction of a spectrum handoff, etc.)

    • Support of horizontal (changing channels while staying in thesame secondary network) and vertical handoffs (betweensecondary networks)

    • Performing spectrum handoffs to maintain QoS requirementssatisfied

    Mobile Communication Networks (RCSE) 31

  • Integrated Communication Systems Group

    Spectrum Sharing

    32Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Spectrum Sharing

    • Considered similar to Medium Access Control (MAC) issue inexisting systems. However, different challenges arise due to– Coexistence with licensed users– Wide range of available spectrum

    • Spectrum sharing steps– Spectrum sensing: detect unused spectrum holes– Spectrum allocation: allocation of possible target channels based on

    spectrum sensing results and allocation policies– Spectrum access: coordination of access to the allocated channel to

    avoid collisions– Transmitter-receiver handshake: negotiation of communication

    channel between sender and receiver– Spectrum mobility: enable continuous communication between

    sender and receiver in spite of primary user appearance on the usedchannel

    Mobile Communication Networks (RCSE) 33

  • Integrated Communication Systems Group

    Spectrum Sharing Techniques

    Spectrum sharing techniques are classified according to

    • Architecture– Centralized

    - Centralized entity controls the spectrum allocation and access- Secondary users do observations and report to the centralized entity,

    which creates spectrum allocation map– Distributed

    - Applied when construction of infrastructure is not possible or notpreferable

    - Each node is responsible for the spectrum allocation

    Mobile Communication Networks (RCSE) 34

  • Integrated Communication Systems Group

    Spectrum Sharing Techniques

    • Spectrum allocation behavior– Cooperative

    - Observations results of each node are shared with other nodes spectrumallocation is done based on these measurements

    - These techniques result in better spectrum utilization at the cost of considerablesignaling between nodes

    – Non-cooperative (selfish)- Each node does its observations and allocates its spectrum band- These techniques result in reduced spectrum utilization. However, they may be

    practical for certain applications or situations

    • Spectrum access technology– Overlay spectrum sharing

    - Secondary nodes access spectrum holes not used by primary networks Interference to primary users is minimized

    – Underlay spectrum sharing- Based on spread spectrum techniques developed for cellular networks- After acquiring spectrum allocation map, secondary users begin sending, so that

    their transmission power is regarded as noise by licensed users

    Mobile Communication Networks (RCSE) 35

  • Integrated Communication Systems Group

    Intra/Inter-Network Spectrum Sharing

    • Inter-network spectrum sharing– Centralized inter-network spectrum sharing: secondary networks

    organize cooperatively the spectrum allowed to be accessed by users ofeach secondary network, e.g. by means of central spectrum policy server,etc.

    – Distributed inter-network spectrum sharing: BSs of secondary networks compete to allocate spectrum holes

    Inter-network spectrum sharing

    Intra-network spectrum sharing

    Secondary user

    (operator1)Secondary

    user(operator2)

    36Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Challenges

    • Common control channel (CCC)– Tasks

    Transmitter-receiver handshake Communication with a central entity organizing the spectrum allocation Sensing information exchange

    – Problems Fixed CCC is infeasible (CCC must be vacated when a primary user appears on it) CCC for all users seems to be topology-dependent, thus CCC varies over time If no CCC is allocated, transmitter-receiver handshake becomes a challenge

    • Dynamic radio range– Radio range and characteristics change with operating frequency CCC

    must be selected carefully (better to select CCC in lower spectrum bands anddata channels in higher ones)

    • Spectrum unit– Existing techniques consider channel as the basic spectrum unit. As known,

    channel may be time slot, frequency, code, etc.

    Mobile Communication Networks (RCSE) 37

  • Integrated Communication Systems Group

    Cognitive Radio MAC Protocols

    38Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Classification

    Cognitive Radio (CR) MAC Protocols

    Random Access MAC Protocols

    Time Slotted MAC Protocols Hybrid MAC Protocols

    (Partially time slotted and

    partially random access)

    (CSMA/CA-like random access for control packets

    and data)

    (Time synchronized control and data

    slots)

    Sing

    leR

    adio

    Mul

    tiR

    adi

    o

    SCA-MACHC-MAC

    DOSSDSA-MAC

    C-MAC OS-MAC

    SYN-MAC

    Sing

    leR

    adio

    CR

    Cen

    tral

    ized

    MA

    CC

    R A

    d H

    oc

    MA

    C

    CSMA-MAC IEEE 802.22 DSA Driven MAC

    39Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Classification

    • Classified according to the access method into– Random access MAC protocols

    No need for time synchronization Based on Carrier Sense Multiple Access (CSMA)

    – Time slotted MAC protocols Need for network-wide synchronization Time is divided into slots for both control and data channels

    – Hybrid MAC protocols Partially slotted transmission, in which

    – Signaling generally occurs over synchronized time slots– Data transmission may have random channel access schemes without time synchronization

    • Classified according to the architecture into– CR centralized MAC

    Central entity manages, synchronizes and coordinates operations among secondaryusers

    – CR Ad Hoc MAC No central entity, neighbors cooperate to gain access to available channels

    Mobile Communication Networks (RCSE) 40

  • Integrated Communication Systems Group

    SYN-MAC Protocol

    A B C D E F

    2 2

    4 4

    112

    5

    3

    54 43 3

    1 1

    Ch1

    Ch2

    Ch3

    Ch4

    Ch5

    Slot for Ch1

    Slot for Ch2

    Slot for Ch3

    Slot for Ch5

    Slot for Ch4

    RTS1 CTS1 Data

    IE

    Primary user active

    IE

    Available channels

    RTS CTS DATA Information Event (IE) Backoff41Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    SYN-MAC Protocol

    • Time is divided into fixed-time intervals (slots)• Each time slot is dedicated to one channel• Each node has two radios, one for listening to control messages and one

    for sending data• C wants to send data to D

    – Each node knows the available channel sets of their neighbors– Channels 1 and 5 are common– C chooses Ch1 for transmission and starts negotiation over it using RTS/CTS– Once negotiation is successful, data transmission takes place on Ch1

    • B observes that primary user of Ch 4 has returned– B knows that it can reach its neighbors (A and C) through Ch2– B waits for the time slot which represents Ch2– B sends Information Events (IE) control message with its new channel list– Nodes A and C, on receiving this information learn that node B will not be

    available on Ch 4• E applies the same procedure as B to notify D and F that Ch 4 is removed

    from its channels list

    Mobile Communication Networks (RCSE) 42

  • Integrated Communication Systems Group

    Enabling technologies, implementation and standards

    43Mobile Communication Networks (RCSE)

  • Integrated Communication Systems Group

    Should a Regulator Allow Cognitive Access?

    • Possible actions that may be taken by regulators:

    Mobile Communication Networks (RCSE) 44

  • Integrated Communication Systems Group

    Enabling Technologies

    Mobile Communication Networks (RCSE) 45

  • Integrated Communication Systems Group

    Cognitive radio implementation

    • Reconfigurable Software/Hardware Systems– Software (Gnu Radio, Iris, OSSIE)– Hardware (USRP)

    • Composite Systems– Combination of purely software and hardware– e.g. WARP and BEE

    Mobile Communication Networks (RCSE) 46

  • Integrated Communication Systems Group

    Software

    • GNU Radio’s Main characteristics:– SDR with the most widespread usage– Open source software– Hardware independent signal processing functionalities– Signal processing blocks ==> C and C++– Signal flow graphs and visualization tools ==> Python– Python application can pause the execution, reconfigure the

    components and connections, and resume execution

    Mobile Communication Networks (RCSE) 47

  • Integrated Communication Systems Group

    Software

    • Iris’s main characteristics:– General-purpose processor-based – Rapid prototyping and deployment system– Radio component ==> C++– Signal chain construction and characteristics ==> XML

    • OSSIE’s main characteristics:– A major Linux-based open source SDR software kit– Written in C++– Implements an open source version of the Software Communication

    Architecture (SCA)– Supports multiple hardware platforms

    Mobile Communication Networks (RCSE) 48

  • Integrated Communication Systems Group

    Comparison: Software

    Mobile Communication Networks (RCSE) 49

    Language Runtime Reconf.

    Network stack support

    Embeddedsystems support

    Component based architecture

    GNU Radio

    C++,Python ○ x ○ ●

    Iris C++ ● ● ● ●OSSIE C++ x x ● ●

    ●: Fully supported ○: Partly supported x: Not supported

  • Integrated Communication Systems Group

    Hardware

    • Universal Software Radio Peripheral (USRP)– The most commonly used RF frontend

    • USRP 2:– Four high-speed analog-digital converters

    (ADCs)– Xilinx Spartan 3-2000 FPGA for interpolation,

    decimation, and signal path routing– Gigabit Ethernet

    • USRP E100:– An embedded stand alone system– Combination of a TI OMAP™3 processor and a

    Xilinx® Spartan® 3A-DSP FPGA.

    Mobile Communication Networks (RCSE) 50

  • Integrated Communication Systems Group

    Composite systems

    • Wireless Open-Access Research Platform (WARP)

    • A complete hardware and software SDR design

    • Very similar in approach to the USRP– Motherboard Acquisition board– Daughterboards Data collection boards– Motherboard is connected to PC via

    gigabit Ethernet • Software development Multilayered

    – ranges from low-level very high speed integrated circuit VHDL coding to Matlabmodeling

    Mobile Communication Networks (RCSE) 51

  • Integrated Communication Systems Group

    Composite systems

    • Berkeley Emulation Engine (BEE)• A modular, scalable FPGA-based

    computing platform with a software design methodology– Five, high-performance Xilinx FPGAs

    (Virtex II Pro 70)– Each FPGA embeds a PowerPC 405

    core• minimizes latency and maximized

    data throughput• runs a modified version of Linux and

    a full IP protocol stack– Up to 20GB of high-speed, DDR2

    DRAM memory

    Mobile Communication Networks (RCSE) 52

  • Integrated Communication Systems Group

    Comparison: Hardware

    Mobile Communication Networks (RCSE) 53

    USRP2(Universal Software Radio Peripheral)

    WARP(Wireless Open Access Research Platform)

    BEE2(Berkeley Emulation Engine)

    Developed by Ettus Rice University Berkeley Wireless Research Center

    RF bandwidth (MHz) 100 40 64

    Frequency range (GHZ) DC-5 2.4-2.5(4.9-5.87) 2.39-2.49

    Processing architecture FPGA FPGA FPGA

    Connectivity Gigabit Ethernet Gigabit Ethernet Ethernet

    No. of antennas 2 4 18

    ADC performance 400 MS/s, 16 bit 125 MS/s, 16 bit 64 MS/s, 12 bit

    Community support yes yes no

    P. Pawelczak,….” Cognitive Radio: Ten Years of Experimentation and Development” IEEE Communications Magazine , March 2011

  • Integrated Communication Systems Group

    IEEE SCC41 organization structure

    Mobile Communication Networks (RCSE) 54

  • Integrated Communication Systems Group

    IEEE 802.22 Standard

    • IEEE 802.22 is a standard for Wireless Regional Area Network (WRAN)

    • Specification:– TV white Space: VHF/UHF bands (54 MHz – 862 MHz)– Centralized approach for available spectrum discovery– Point to multipoint basis – System is formed by Base Stations (BS) and Customer-Premises

    Equipment (CPE)– BSs control the medium access for all the CPEs attached to it– Capability of performing a distributed sensing– OFDMA is the modulation scheme for transmission in up and

    downlinks– GPS-based is supported

    Mobile Communication Networks (RCSE) 55

  • Integrated Communication Systems Group

    IEEE 802.22 Standard

    Mobile Communication Networks (RCSE) 56

  • Integrated Communication Systems Group

    Potential applications of cognitive radio

    • Next generation wireless networks

    • Coexistence of different wireless technologies

    • Intelligent transportation system• Emergency networks• Military networks

    Mobile Communication Networks (RCSE) 57

  • Integrated Communication Systems Group

    Summary

    • Cognitive radio technology is a promising technology for efficient utilization of the available spectrum

    • Lots of new open issues and challenges to solve• SDR is one of the most important technology for enabling

    Cognitive Radio• USRP is the most popular HW for Cognitive Radio• Research community

    – Universities and Research Centers– IEEE P1900 (Different Groups)– IEEE 802.22 (First Cognitive Radio Wireless RAN standard)

    • More efforts are still needed for real implementation of Mitola’scognitive radio cycle

    • Lots of applications for cognitive radio networks

    Mobile Communication Networks (RCSE) 58

  • Integrated Communication Systems Group

    References

    • I.F. Akyildiz, W.Y. Lee, M.C. Vuran, S. Mohanty, “NeXt Generation/Dynamic Spectrum Access/Cognitive RadioWireless Networks: A Survey”, Computer Networks Journal, 2006

    • S. Haykin, “Cognitive radio: brain-empowered wireless communications”, IEEE Journal on Selected Areas inCommunications, 2005

    • H. Arslan “Cognitive radio, software defined radio, and adaptive wireless systems”, Springer, 2007• J.J. Mitola, “Cognitive Radio - An Integrated Agent Architecture for Software Defined Radio”, Doctoral thesis,

    Royal Institute of Technology (KTH), Teleinformatics, ISSN 1403 ISSN 1403 – 5286. 5286, Stockholm, 2000• A. Ralston and E. D. Reilly, Encyclopedia of Computer Science. New York: Van Nostrand, 1993, pp. 186–186• R. Pfeifer and C. Scheier, Understanding Intelligence. Cambridge, MA: MIT Press, 1999, pp. 5–6• E. Hossain, D. Niyato and Z. HanDynamic Spectrum Access and Management in Cognitive Radio Networks,

    Cambridge University Press, 2009• P. Pawelczak,….” Cognitive Radio: Ten Years of Experimentation and Development” IEEE Communications

    Magazine , March 2011• P. D. Sutton ,…..”Iris: An Architecture for Cognitive Radio Networking Testbeds” IEEE Communications

    Magazine, September 2010• C. Stevenson, G. Chouinard, L. Zhongding, H. Wendong, S. Shellhammer, W. Caldwell, “IEEE 802.22: The first

    cognitive radio wireless regional area network standard”, IEEE Communications Magazine, 2009• R. W. Thomas, D. H. Friend, L. A. DaSilva, and A. B. MacKenzie , “Cognitive Networks: Adaptation and Learning

    to Achieve End-to-End Performance Objectives”, IEEE Communications Magazine, December 2006• IEEE P802.22™ DRAFTv1.0 Draft Standard for Wireless Regional Area Networks Part 22: Cognitive Wireless

    RAN Medium Access Control (MAC) and Physical Layer (PHY) specifications: Policies and procedures foroperation in the TV Bands, April 2008

    Mobile Communication Networks (RCSE) 59

  • Integrated Communication Systems GroupIlmenau University of Technology

    Visitors address:Technische Universität IlmenauHelmholtzplatz 5Zuse Building, room 1032/1071D-98693 Ilmenau

    fon: +49 (0)3677 69 2819/4123fax: +49 (0)3677 69 1226e-mail: mitsch, [email protected]

    www.tu-ilmenau.de/ics

    Integrated Communication Systems GroupIlmenau University of Technology

    Prof. Dr.-Ing. habil. Andreas Mitschele-ThielDr.-Ing. Mohamed Kalil

    Contact