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Performance of a TreeBased Collision Resolution Algorithm in Cellular Systems with Smart Antennas Co

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Title: Performance of a TreeBased Collision Resolution Algorithm in Cellular Systems with Smart Antennas Co


1
Performance of a Tree-Based Collision
ResolutionAlgorithm in Cellular Systems with
Smart Antennas-- Courtesy of Dr. Haipeng Jin
and Dr. Anthony Acampora
Song Mai Electrical Computer Engineering
Department May 3rd, 2007
2
Outline
Introduction MAC Protocol The Collision
Resolution Algorithm Performance
Analysis Numerical Results Conclusion
3
Introduction
  • Smart Antenna
  • A smart antennas ability to simultaneously
    resolve more than one user on the same channel is
    exploited to help expedite the process of random
    access, especially for the reverse channel.
  • Use of a smart antenna requires frequent array
    adaptation, a difficult task in a random access
    environment.
  • MAC Protocol
  • A Media Access Control (MAC) protocol with smart
    antenna
  • uses training fields sent by mobile stations to
    allow the base station to rapidly acquire the
    interference pattern, fully exploiting the space
    division multiple access capability of a smart
    antenna to allow multiple mobiles to transmit or
    receive information simultaneously.
  • one reservation slot assigned to each active
    mobile, used to send requests to the base
    station. But to initially obtain a reservation
    slot, each mobile needs to send its requests
    through the random access slots at the beginning
    of the frame.

4
Introduction (cont.)
  • Tree-Based Collision Resolution Algorithm
  • study the random access performance of the
    proposed protocol when a fast collision
    resolution algorithm is used
  • Found are the maximum achievable throughput and
    an upper bound on the expected delay
  • The impact of the number of antennas on the
    performance with both flat fading and frequency
    selective fading is studied
  • Typical results show significant improvement in
    throughput for systems with smart antennas

5
MAC Protocol
  • Intended for bursty data traffic, using Media
    Access Control (MAC) protocol
  • seeks to insure an orderly sequencing of packets
    from the various mobile stations onto the shared
    channel,
  • with a minimum of time lost to collisions. MAC
    protocol delivers bandwidth on-demand, where a
    mobile having a greater volume of packets to send
    contends more frequently for the channel.
  • Applied to cellular radio systems, a MAC protocol
    must also cope with the various impairments
    suffered on the radio link such as multi-path
    fading, shadowing, and co-channel interference
    from other mobiles
  • This is especially troublesome since not all
    receivers will hear all transmissions with the
    same intensity, making access cooperation among
    the mobiles more difficult to achieve.
  • In addition, the reverse and forward traffic may
    be both highly dynamic and highly asymmetric,
    implying that the full bandwidth channel should
    be shared by the base station and all mobile
    stations within the cell.
  • The addition of smart antennas at the base
    station makes the MAC problem even harder. Since
    the specific mobiles seeking to transmit in a
    given slot depends on the dynamic random traffic,
  • A fast and efficient mechanism must be provided
    to enable proper channel estimation. As a
    solution, we insert training fields in the
    reverse channel radio burst to allow the smart
    antennas to tune slot by slot.

6
MAC Protocol (cont.)
  • A reservation based MAC protocol with time
    division duplexing structure for cellular systems
    using smart antennas Shown in Fig. 1

7
MAC Protocol (cont.)
  • Reverse traffic transmission period
  • mobiles will simultaneously transmit information
    to the base station, with each transmission
    preceded by a training sequence
  • enable the base stations smart antenna to
    acquire the proper combining weights
  • Forward information transmission period
  • each mobile is to receive from the base station
    first sends a training sequence to the base
    station, enabling the base station to acquire
    correct antenna combining weights
  • base station will use those weights to send
    information to the intended mobiles
  • Reservation and grant period
  • used to send requests to the base station and to
    get time slot assignment information from the
    base station
  • Random access and broadcast ACK period
  • Initially, each mobile that needs to transmit
    will send its random access requests to the base
    station via the random access slots.
  • base station broadcasts acknowledgements in the
    corresponding ACK slot, about the contention
    results

8
MAC Protocol (cont.)
  • random access requests from the mobiles can still
    take advantage of the smart antenna by employing
    acquisition schemes
  • using the reservation slots, unnecessary
    contention for random access slots can be avoided
    and collisions in the random access slots will be
    greatly reduced
  • when antenna elements is fixed, the throughput at
    first increases, as more added to each traffic
    slot, and then diminishes, reaching maximum.
    Decreasing the number of mobiles leads to
    under-utilization of the smart antennas
    capability, while allowing more mobiles to
    transmit at the same time causes excessive
    interference and results in decreased throughput
  • fast and efficient tree splitting algorithm is
    used to resolve any collisions

9
The Collision Resolution Algorithm
  • Collision Resolution Period (CRP)
  • The time to resolve one set of collision mobiles
  • Operation of the
  • collision resolution
  • algorithm is illustrated
  • in Fig. 3a,b
  • Tree splitting
  • Collision resolution

10
The Collision Resolution Algorithm (cont.)
  • In general, at the beginning of a CRP, a number,
    n, of mobiles transmit requests to BS
    simultaneously in one slot. i requests can be
    captured by BS equipped with smart antennas.
  • If i equals n, the CRP stops,
  • remaining n-i mobiles divided into two subsets
    containing j and n - i - j mobiles,
  • j mobiles start a CRP, while n - i - j mobiles
    wait when first subset completely resolved.
  • when a CRP finishes, successful and null
    transmission slots is exactly one more than slots
    containing collisions.
  • resolution process forms a complete tree on which
    internal nodes represent slots with collisions
    and the leaf nodes represent successful or unused
    slots.
  • mobiles can start to retransmit by counting these
    slots.
  • Two counters are maintained at each mobile by
    distributing information from BS to send
    acknowledgement to the involved mobiles.

11
Performance Analysis
  • Length of a CRP
  • Ideal case
  • s of Random access mobile v.s. s of antenna
  • Success and fail of transmissions
  • Non-ideal case
  • Success probability of reception
  • Single collision set
  • Ideal case
  • Ln 1 for all n M
  • When n gtM,

12
Performance Analysis (cont.)
  • Non-ideal case
  • Ln can be approximated by a linear function in n
  • Ideal case
  • Li ai b, i lt n, a and b are constants and
    setting b -1
  • Ln an b an - 1,

13
Performance Analysis (cont.)
  • Non-ideal case
  • Ln a(n - i) 2b
  • Maximum achievable throughput
  • Expected length of CRP with rate ?
  • throughput for the algorithm to run stably

14
Numerical Results
  • Multi-path fading situation
  • the larger the number of antenna elements, the
    greater the probability of successful reception

15
Numerical Results (cont.)
  • Throughput with smart antenna
  • Smart antennas greatly improve the maximum
    achievable throughput.

16
Conclusion
  • the capability of a smart antenna to receive
    simultaneous transmissions from multiple mobiles
    can be used to improve the random access
    throughput in a cellular system
  • The space division multiple access capability of
    a smart antenna is effectively combined with the
    tree splitting collision resolution algorithm.
  • For MAC protocol, random access is limited to a
    small portion of the MAC frame, are applicable to
    a pure random access scheme where both access
    requests and traffic transmissions need to go
    through the random access process.

17
REFERENCES
  • 1 H. Jin and A. S. Acampora, MAC protocol
    design and performance study for cellular systems
    using smart antennas Part I. Flat fading, IEEE
    Trans. Wireless Commun., vol. 4, no. 2, pp.
    792801, 2005.
  • 2 , Performance of a MAC protocol for
    multicell cellular systems with space time
    processing (invited paper), in Proc. European
    Wireless, Feb 2002, vol. 2, pp. 652662.
  • 3 J. H. Winters, Optimum combining in digital
    mobile radio with cochannel interference, IEEE
    J. Select. Areas Commun., vol. 2, no. 4,
    pp.528539, July 1984.
  • 4 J. Litva and T. K. Y. Lo, Digital Beamforming
    in Wireless Communications. Boston, MA Artech
    House, 1996.
  • 5 J. I. Capetanakis, Tree algorithms for
    packet broadcast channels, IEEE Trans. Inform.
    Theory, vol. 25, pp. 505515, Sep. 1979.
  • 6 U. Vornefeld and E. Weltersbach, Fast
    collision resolution with SDMA for the DSA MAC
    protocol for wireless ATM networks, in IEEE 9th
    Symposium Pers. Indoor Mobile Radio Commun., Sep.
    1998, pp. 158162.
  • 7 J. Ward and R. T. Compton, High throughput
    slotted ALOHA packet radio networks with adaptive
    arrays, IEEE Trans. Commun., vol. 41, no. 3, pp.
    46070, Mar. 1993.
  • 8 C. Sakr and T. D. Todd, Carrier sense
    protocols for packet switched smart antenna
    basestation, in Proc. IEEE Int. Conf. Network
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