utility based scheduling in cognitive radio networks term project cmpe-300 analysis of algorithms...
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Utility Based Scheduling in Cognitive Radio Networks
Term ProjectCmpE-300 Analysis of Algorithms
Spring 2009Computer Engineering, Boğaziçi University, Istanbul
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Outline
• Wireless networks– FDMA, TDMA, CDMA
• Dynamic Spectrum Access
• Cognitive Radio Networks
• Problem Formulation
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Cellular Networks
• MSC: Mobile Switching Center
• How do different mobile stations communicate simultaneously with the BS?
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Frequency Division Multiple Access (FDMA)
• Each mobile device tunes to a frequency band
• Analogous to people talking in different rooms
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Time Division Multiple Access (TDMA)
• Each mobile device transmits data in a different time slot
• Analogous to people talking one by one
• GSM: Combination of FDMA and TDMA– 25 MHz bandwidth divided into 124 carrier frequencies of 200 KHz bandwidth– Each carrier frequency divided into 8 time slots using TDMA
• 3G licenses: – Type-A: 40 MHz, Turkcell– Type-B: 35 MHz, Vodafone– Type-C: 30 MHz, Avea 8
Dynamic Spectrum Access (DSA)
• PROBLEM : Underutilized spectrum resources due to fixed assignment strategy
• IDEA : Utilizing “white spaces” in the spectrum without disturbing licensed users [1]
• CHALLENGE :– Sensing the environment,
detecting “white spaces”– “white spaces” frequently change
by time and space– Changing radio parameters on the
fly
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Frequency Allocation Charts• In Turkey:
http://www.tk.gov.tr/Duzenlemeler/teknik/marfl/_marfl1.asp
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Cognitive Radio (CR) Concept
• Initially proposed by Mitola [2]
• Next step evolution of Software Defined Radio (SDR)
• Cognitive Radio (CR): Intelligent devices that can [2]:– Sense and autonomously reason
about their environment– Adapt their communication
parameters accordingly– Realize DSA concept
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Terminology• Primary User (PU):
– Licensed user– Has exclusive rights for the
spectrum
• Secondary User (SU): – Unlicensed user– Opportunistically utilizes the
white spaces– Has to vacate the spectrum band
as soon as a PU appears– Also called cognitive user
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Research Problem• totalNetworkUtility: Total number of SU’s that
are satisfied in terms of throughput
Maximize (totalNetworkUtility)
subject to
No interference is imposed on the PU’sReliable communication with the CBS is achievedNo collisions occur among the SU’s
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Research Problem Terminology
• N: Total number of SU’s
• F: Total number of frequencies
• T: Total number of time slots
• Uif= Maximum number of packets that can be transmitted by user i to the CBS using frequency f
(in a time slot)•
• ti = Throughput (data rate) of SU i
• g(ti)=The level of satisfaction of SU i from throughput ti
• timin= Minimum throughput required by SU i
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ttimeslotinffrequencywithtransmitsiuserifXift
Problem Formulation
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totalNetworkUtility
Each SU is assigned at least 1 time slot
At most 1 user is assigned a certain time slot and frequency pair
Throughput of SU i
References
[1] Akyildiz, I., W. Lee, M. Vuran, and S. Mohanty, “NeXt generation/dynamic spectrum access/cognitive radio wireless networks: A survey”, Computer Networks, Vol. 50, No. 13, pp. 2127-2159, 2006.
[2] Mitola, J., “Cognitive Radio: An Integrated Agent Architecture for Software Defined Radio”, Doctor of Technology, Royal Institute of Technology (KTH), Stockholm, Sweden, 2000.
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