WO2003034610A2 - Method and apparatus for determining power allocation in a mimo communication system - Google Patents
Method and apparatus for determining power allocation in a mimo communication system Download PDFInfo
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- WO2003034610A2 WO2003034610A2 PCT/US2002/032565 US0232565W WO03034610A2 WO 2003034610 A2 WO2003034610 A2 WO 2003034610A2 US 0232565 W US0232565 W US 0232565W WO 03034610 A2 WO03034610 A2 WO 03034610A2
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/0413—MIMO systems
- H04B7/0417—Feedback systems
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/06—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station
- H04B7/0613—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station using simultaneous transmission
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/06—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station
- H04B7/0613—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station using simultaneous transmission
- H04B7/0615—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station using simultaneous transmission of weighted versions of same signal
- H04B7/0619—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station using simultaneous transmission of weighted versions of same signal using feedback from receiving side
- H04B7/0621—Feedback content
- H04B7/0626—Channel coefficients, e.g. channel state information [CSI]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L5/00—Arrangements affording multiple use of the transmission path
- H04L5/0001—Arrangements for dividing the transmission path
- H04L5/0014—Three-dimensional division
- H04L5/0023—Time-frequency-space
- H04L5/0025—Spatial division following the spatial signature of the channel
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L5/00—Arrangements affording multiple use of the transmission path
- H04L5/003—Arrangements for allocating sub-channels of the transmission path
- H04L5/0044—Arrangements for allocating sub-channels of the transmission path allocation of payload
- H04L5/0046—Determination of how many bits are transmitted on different sub-channels
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L5/00—Arrangements affording multiple use of the transmission path
- H04L5/003—Arrangements for allocating sub-channels of the transmission path
- H04L5/0058—Allocation criteria
- H04L5/006—Quality of the received signal, e.g. BER, SNR, water filling
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W28/00—Network traffic management; Network resource management
- H04W28/02—Traffic management, e.g. flow control or congestion control
- H04W28/04—Error control
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/0413—MIMO systems
- H04B7/0426—Power distribution
- H04B7/0434—Power distribution using multiple eigenmodes
- H04B7/0443—Power distribution using multiple eigenmodes utilizing "waterfilling" technique
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L5/00—Arrangements affording multiple use of the transmission path
- H04L5/0001—Arrangements for dividing the transmission path
- H04L5/0014—Three-dimensional division
- H04L5/0023—Time-frequency-space
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W52/00—Power management, e.g. TPC [Transmission Power Control], power saving or power classes
- H04W52/04—TPC
- H04W52/30—TPC using constraints in the total amount of available transmission power
- H04W52/34—TPC management, i.e. sharing limited amount of power among users or channels or data types, e.g. cell loading
Definitions
- the present invention relates generally to data communication, and more specifically to a novel and improved method and apparatus for determining allocation of bin energy at each antenna in a multiple-input multiple-output (MIMO) communication system.
- MIMO multiple-input multiple-output
- a multi-channel communication system provides increased transmission capacity over other types of communication systems for various types of communication such as voice and data.
- a multi-channel system may be a multiple-input multiple-output (MIMO) communication system, an orthogonal frequency division modulation (OFDM) system, a MIMO system that utilizes OFDM, or some other type of system.
- MIMO multiple-input multiple-output
- OFDM orthogonal frequency division modulation
- a MIMO system incorporates multiple transmit antennas and multiple receive antennas to exploit spatial diversity. Spatial diversity may be used to support a number of spatial subchannels, each of which may be used to transmit data.
- An OFDM system effectively partitions the operating frequency band into a number of frequency subchannels (or frequency bins), each of which is associated with a respective subcarrier on which data may be modulated.
- a multi-channel communication system thus supports a number of "transmission" channels, each of which may correspond to a spatial subchannel in a MIMO system, a frequency subchannel in an OFDM system, or a spatial subchannel of a frequency subchannel in a MIMO system that utilizes OFDM.
- the transmission channels of a multi-channel communication system typically experience different link conditions (e.g., due to different fading and multipath effects) and may achieve different signal-to-noise-plus-interference ratios (SNRs). Consequently, the transmission capacities (i.e., the information bit rates) that may be supported by the transmission channels for a particular level of performance may be different from channel to channel. As such, determining the power level allocation to each channel may be difficult.
- Adjusting power allocated to one channel may cause interference for another channel.
- the link conditions typically vary over time. Therefore, in a time varying system, the determination of power allocation is increasingly difficult in a multi-channel communication system. [1004] To this end as well as others, there is a need for techniques to effectively and efficiently determine power allocation to each channel in a multi-channel communication system.
- a method, apparatus, and a processor provide for determining bin energy level allocation to each OFDM frequency bin at each transmit antenna.
- An estimate of a solution vector including elements of the allocation bin energy level to each OFDM frequency bin at each antenna is determined.
- An error function based on the determined solution vector is also determined.
- An error magnitude is determined based on the determined error function.
- the error magnitude is compared to an error threshold.
- the processor accepts the estimate of the solution vector with the elements of the allocation bin energy level when the error magnitude is less than the error threshold.
- FIG. 1 depicts a diagram of a multiple-input multiple-output (MIMO) communication system in accordance with various aspects of the invention
- FIG. 2 depicts a flow diagram of a process for determining the amount of transmit power to be allocated to each selected transmission channel in accordance with various embodiments of the invention
- FIG. 3 depicts a flow diagram for calculating solution vector of the "water- pouring" equation for one or more steps of flow diagram shown in FIG. 2 in accordance with various aspects of the invention.
- FIG. 4 is a diagram of a MIMO communication system capable of implementing various aspects and embodiments of the invention. DETAILED DESCRIPTION
- multi-channel communication systems include multiple-input multiple-output (MIMO) systems, orthogonal frequency division modulation (OFDM) systems, MEMO systems that utilize OFDM, and others.
- MIMO multiple-input multiple-output
- OFDM orthogonal frequency division modulation
- MEMO multiple-channel communication systems
- CDMA code division multiple access
- TDMA time division multiple access
- FDMA frequency division multiple access
- Multiple access communication systems can support concurrent communication with a number of terminals (i.e., users).
- FIG. 1 is a diagram of a multiple-input multiple-output (MIMO) communication system 100 for operation in accordance with various aspects and embodiments of the invention.
- MIMO system 100 employs multiple (N T ) transmit antennas and multiple (N ) receive antennas for data transmission.
- MEMO system 100 is effectively formed for a multiple access communication system having a base station (BS) 104 that concurrently communicates with a number of terminals (T) 106.
- base station 104 employs multiple antennas and represents the multiple-input (MI) for downlink transmissions and the multiple-output (MO) for uplink transmissions.
- the downlink i.e., forward link
- the uplink i.e., reverse link
- a MEMO system employs multiple (N ⁇ ) transmit antennas and multiple (N R ) receive antennas for data transmission.
- a MEMO channel formed by the N T transmit and N R receive antennas may be decomposed into Nc independent channels, with Nc ⁇ min ⁇ N T , N R ⁇ .
- Each of the Nc independent channels is also referred to as a spatial subchannel of the MEMO channel and corresponds to a dimension.
- the NT transmit antennas are located at and associated with a single transmitter system, and the NR receive antennas are similarly located at and associated with a single receiver system.
- a MEMO system may also be effectively formed for a multiple access communication system having a base station that concurrently communicates with a number of terminals. In this case, the base station is equipped with a number of antennas and each terminal may be equipped with one or more antennas.
- An OFDM system effectively partitions the operating frequency band into a number of (Np) frequency subchannels (i.e., frequency bins). At each time slot, a modulation symbol may be transmitted on each of the Np frequency subchannels. Each time slot corresponds to a particular time interval that may be dependent on the bandwidth of the frequency subchannel.
- a multi-channel communication system may be operated to transmit data via a number of transmission channels.
- a MIMO system not utilizing OFDM there is typically only one frequency subchannel and each spatial subchannel may be referred to as a transmission channel.
- each spatial subchannel of each frequency subchannel may be referred to as a transmission channel.
- there is only one spatial subchannel for each frequency subchannel and each frequency subchannel may be referred to as a transmission channel.
- the transmission channels in a multi-channel communication system typically experience different link conditions (e.g., due to different fading and multipath effects) and may achieve different signal-to-noise-plus-interference ratios (SNRs). Consequently, the capacity of the transmission channels may be different from channel to channel. This capacity may be quantified by the information bit rate (i.e., the number of information bits per modulation symbol) that may be transmitted on a transmission channel for a particular level of performance (e.g., a particular bit error rate (BER) or packet error rate (PER)). Since the link conditions typically vary with time, the supported information bit rates for the transmission channels also vary with time.
- SNRs signal-to-noise-plus-interference ratios
- channel state information descriptive of the link conditions may be determined (typically at the receiver system) and provided to the transmitter system.
- the transmitter system may then process (e.g., encode, modulate, and allocate power) data such that the transmitted information bit rate for each channel matches the transmission capacity of the channel.
- CSI may be categorized as either "full CSI” or "partial CSI".
- Full CSI includes sufficient characterization (e.g., the amplitude and phase) across the entire system bandwidth for the propagation path between each transmit-receive antenna pair in a N R xN T MIMO matrix (i.e., the characterization for each transmission channel).
- Partial CSI may include, for example, the SNRs of the transmission channels.
- data for each transmission channel may be coded, modulated and allocated a power level based on the channel's CSI.
- the coding, modulation and the allocated power may be optimized for the SNR achieved by each channel.
- a fixed base code is used to encode data, and the coded bits for each transmission channel are then punctured (i.e., selectively deleted) to obtain a code rate supported by that channel.
- the modulation scheme for each transmission channel is also selected based on the channel's code rate and SNR. This coding and modulation implementation is described in further detail in U.S.
- substantial implementation complexity is typically associated with having a different code rate and modulation scheme for each transmission channel.
- the power allocation to different channels may involve several iterations since power from one channel is considered as interference for another channel at the receiving antennas.
- techniques are provided to determine the power allocation to different channels in an efficient and effective manner by determining bin energy and total energy at each antenna across all bins.
- the transmitter system For a MIMO system utilizing OFDM and having full-CSI available, the transmitter system has knowledge of the complex- valued gain of the transmission path between each transmit-receive antenna pair of each frequency subchannel. This information may be used to render the MEMO channel orthogonal for each frequency subchannel, so that each eigen-mode (i.e., spatial subchannel) of each frequency subchannel may be used for an independent data stream.
- the transmitter For a MIMO system utilizing OFDM and having partial-CSI available, the transmitter has limited knowledge of the transmission channels. Independent data streams may be transmitted on corresponding transmission channels over the available transmit antennas, and the receiver system uses a particular linear or non-linear processing technique (i.e., equalization) to separate out the data streams.
- the equalization provides an independent data stream corresponding to each transmission channel (i.e., each transmit antenna and/or each frequency subchannel), and each of these data streams has an associated SNR.
- this information may be used to select the proper coding and modulation scheme and distribute the total available transmit power. Similar processing may be performed if the channel gains are available at the transmitter system.
- a common coding scheme e.g., a particular Turbo code of a particular code rate
- a common modulation scheme e.g., a particular QAM constellation
- r(n) is the received symbol vector (i.e., the N R xl vector output from the MEMO
- H(n) is
- the received symbol vector r(n) The received symbol vector r(n)
- N R modulation symbols associated with OFDM frequency bin n includes N R modulation symbols associated with OFDM frequency bin n, from N R
- transmitted symbol vector x(n) includes N r modulation symbols associated with
- the channel coefficient matrix H(n) can be further written as:
- H(n) [h 1 (n) h 2 (n) • •• h N ⁇ (n) ⁇ Eq (2) where the vectors h, (n) contain the channel coefficients associated with the z ' -th transmit antenna at the frequency associated with the n-th OFDM frequency bin.
- the transmission channels in a multi-channel communication system typically experience different link conditions and achieve different SNRs. Some channel conditions associated with increased channel attenuation result in lower received SNRs, while other channel conditions associated with decreased channel attenuation result in higher received SNRs.
- FIG. 2 depicts a flow diagram of a process 200 to determine the allocation bin energy level to each OFDM frequency bin at each antenna and total energy across all bins and antennas in accordance with various embodiments of the invention.
- the OFDM frequency bins may range from 1 to N F (I ⁇ N F ).
- the number of transmit antennas may range from 1 to any number Nr (l ⁇ m ⁇ Nj).
- the objective of the procedure is to compute values of the bin energies, ⁇ m (n); 1 ⁇ m ⁇ N ⁇ ; 1 ⁇ n ⁇ N F , and water-pouring parameters B m ;l ⁇ m ⁇ N ⁇ , which satisfy the water-pouring equations:
- T m (n) is defined by the following:
- N T (N F +l)xl vector function, F(x) is defined with elements: F(m-l)(N F +l)+n ) ⁇ maX X m, (N F +l) ,o r, ) " x (m-i)(N F+ i ) +n ;l ⁇ m ⁇ N ⁇ ;l ⁇ n ⁇ N F
- steps 201 through 206 establish an initial guess at the solution vector.
- steps 207 through 217 are iterated until a solution vector is reached such that the error is smaller than some specified error criterion:
- These steps are a method of applying the Newton-Raphson method for solving non-linear equations to the solution of the present problem.
- signal to noise ratio of each OFDM frequency bin n,l ⁇ n ⁇ N F at each antenna m,l ⁇ m ⁇ N ⁇ , represented by T m (n) is calculated in accordance with Eq (4), using the values of ⁇ m (n) calculated in step 201.
- a set of bin energies, f m (n)for each transmit antenna m; l ⁇ m ⁇ N ⁇ , and OFDM frequency bin, n;l ⁇ n ⁇ N F , and the water-pouring parameter, B m , for each transmit antenna, m; l ⁇ m ⁇ N ⁇ , are calculated, to satisfy the water-pouring equations given in Eq (3) using the values of T m (n) calculated in step 202.
- the values of B m and ⁇ m (n) may be calculated in accordance with a process depicted in FIG. 3.
- an initial solution vector, x old is calculated in accordance with the relationship described in Eq (5), using the values of B m and ⁇ m ( ) calculated in step
- an error function F(x old ) is calculated in accordance with the relationship described in Eq (6), using the initial solution vector, x oId , calculated in step 204.
- an error magnitude E old is calculated.
- the Jacobian, J(x 0ld ) is calculated in accordance with the relationship described in Eq (7) and Eq(8).
- the Jacobian of a nonlinear function may be used to solve a system of nonlinear equations in a large matrix.
- a correction vector 9x and a step multiplier ⁇ may be determined. The correction vector is computed by
- the value of the step multiplier may be determined in such a way as to ensure that the error magnitude, E new , associated with the update of the solution vector is smaller than E 0ld .
- ) is the magnitude of the element of dx with the largest magnitude.
- a new solution vector x new is calculated based on the old solution vector x old and the correction factor ⁇ x and the step multiplier a .
- a new error magnitude E new is calculated based on the new solution vector x new .
- E new is compared to a maximum error magnitude, E max , allowed for the system. The value for E ma ⁇ may be pre-selected.
- the solution vector x new holds acceptable values for set of bin energies, ⁇ m (n); 1 ⁇ m ⁇ N ⁇ ; 1 ⁇ n ⁇ N F , and water-pouring parameters B m ;l ⁇ m ⁇ N ⁇ . If the value of E n beautus, is more than the allowable E mnv , the calculated values are erroneous to an unacceptable degree.
- the value of E new is compared to the value of E 0ld . If the value of E new is less than the value of E old , at step 213, the old solution vector x old is set to equal the new solution vector x new , and the value of E oId is set equal to the value of E new .
- the value for the error function F(x 0ld ) is calculated based on the value of solution vector x old determined at step 213. From step 217, the process loops back to step 207. At step 207, after looping back from step 217, Jacobian of x old is determined based on the value of F(x 0ld ) determined at step 217.
- step 212 if the value of E new is more than the value of E old , the process loops to step 214.
- the value of step multiplier a is compared to a minimum value of the step multiplier a ⁇ n . If the step multiplier a is greater than the minimum value, at step 215, a new value for step multiplier is determined. The new value in accordance with an embodiment is less than the old value by a factor "k" greater than one.
- the process loops back to step 209 to calculate a new x new based on the new step multiplier a .
- the step multiplier is less than the minimum value, the value of x new is set for the value of x old , and a large value is set for E old at step 216.
- step 216 the process loops back to step 207.
- the process may be repeated many times until the error magnitude is less than a maximum error magnitude at step 211.
- the last value of the solution vector x new holds the set of bin energies, ⁇ m (n); l ⁇ m ⁇ N ⁇ ;l ⁇ n ⁇ N F , and the water-pouring parameters B m ;l ⁇ m ⁇ N ⁇ .
- the initial guess for the values of the bin energies, ⁇ m (n); l ⁇ 7? ⁇ ⁇ N ⁇ ;l ⁇ n ⁇ N F , and the water-pouring parameters, B m ;l ⁇ m ⁇ N ⁇ , calculated in step 203 may be calculated in accordance with a process depicted in flow chart 300 shown in FIG.3. This process is repeated once for each transmit antenna m,l ⁇ m ⁇ N ⁇ .
- the total energy, E m available for an OFDM symbol at a transmit antenna m is known.
- Each OFDM symbol may have a number N F of frequency bins.
- the value of B m is initially set equal to the value of the total energy, E m , available at each antenna.
- a vector G m ( ),l ⁇ n ⁇ N F is created from the values of r m (n),l ⁇ n ⁇ N F calculated in step 202 of process 200, by sorting them in order of descending magnitude.
- the first value, G m ( ⁇ ), of vector G m (n),l ⁇ n ⁇ N F holds the largest value of r m (n),l ⁇ n ⁇ N F , and the last value, G m (N F ), of vector
- an index vector, I m ( ⁇ ) may be defined to cross reference common elements between the vectors
- a variable S m associated with an antenna m, m, ⁇ ⁇ m ⁇ N ⁇ , is set to zero.
- the elements of the sorted bin energy vector e m (n),l ⁇ n ⁇ N F are set to zero for OFDM frequency bin n,l ⁇ n ⁇ N F .
- An iterative loop 399 may begin at step 306 and end at step 307. Iterative loop 399 runs for a variable £ from 1 to N F .
- S m is
- the loop 388 ends at step 399ciii.
- step 399c if 2 tem m p n G ⁇ £) is less than or eq 4ual to zero, then iterative loop 399 ends.
- FIG. 4 is a diagram of a MIMO communication system 400 capable of operating in accordance with various aspects and embodiments of the invention.
- System 400 includes a first system 410 (e.g., base station 104 in FIG. 1) in communication with a second system 450 (e.g., terminal 106).
- System 400 may be operated to employ a combination of antenna, frequency, and temporal diversity to increase spectral efficiency, improve performance and enhance flexibility.
- a data source 412 provides data (i.e., information bits) to a transmit (TX) data processor 414, which (1) encodes the data in accordance with a particular encoding scheme, (2) interleaves (i.e., reorders) the encoded data based on a particular interleaving scheme, and (3) maps the interleaved bits into modulation symbols for one or more transmission channels selected for data transmission.
- TX transmit
- the encoding increases the reliability of the data transmission.
- the interleaving provides time diversity for the coded bits, permits the data to be transmitted based on an average SNR for the selected transmission channels, combats fading, and further removes correlation between coded bits used to form each modulation symbol.
- the interleaving may further provide frequency diversity if the coded bits are transmitted over multiple frequency subchannels.
- the coding, and symbol mapping may be performed based on control signals provided by a controller 434.
- a TX channel processor 420 allocates the power level for each selected transmission channel, and provides a stream of modulation symbols for each transmission channel, one modulation symbol per time slot.
- the allocated transmit power for each selected transmission channel is to achieve a desired SNR at the receiver system.
- the power allocation may be performed based on control signals provided by a controller 434.
- the set of bin energies, ⁇ m (n); l ⁇ m ⁇ N ⁇ ;l ⁇ n ⁇ N F , and the total energy at each antenna across all bins, E m , are basis for the channel power allocation.
- the modulator 422 modulates each signal for transmission from an antenna.
- a number of receive antennas 452 receive the transmitted signals and provide the received signals to respective demodulators (DEMOD) 454.
- Each demodulator 454 performs processing complementary to that performed at modulator 422.
- the modulation symbols from all demodulators 454 are provided to a receive (RX) channel/data processor 456 and processed to recover the transmitted data streams.
- RX channel/data processor 456 performs processing complementary to that performed by TX data processor 414 and TX channel processor 420 and provides decoded data to a data sink 460.
- the transmitted feedback signal is received by antennas 424, demodulated by demodulators 422, and provided to a RX data processor 432.
- RX data processor 432 performs processing complementary to that performed by TX data processor 462 and recovers the reported CSI, which is then provided to controller 434.
- Controller 434 uses the reported CSI to perform a number of functions including (1) selecting the set of Ns best available transmission channels for data transmission, (2) determining the coding and modulation scheme to be used for data transmission on the selected transmission channels, and (3) determining the allocation of power for the selected transmission channels.
- the characteristics e.g., channel gains or received SNRs
- the characteristics e.g., channel gains or received SNRs
- transmitter system 410 may represent part of a base station and receiver system 450 may represent part of a terminal.
- transmitter system 410 may represent part of a terminal and receiver system 450 may represent part of a base station.
- the elements of the transmitter and receiver systems may be implemented with one or more digital signal processors (DSP), application specific integrated circuits (ASIC), processors, microprocessors, controllers, microcontrollers, field programmable gate arrays (FPGA), programmable logic devices, other electronic units, or any combination thereof.
- DSP digital signal processors
- ASIC application specific integrated circuits
- FPGA field programmable gate arrays
- Some of the functions and processing described herein may also be implemented with software executed on a processor.
- Certain aspects of the invention may also be implemented with a combination of software and hardware.
Abstract
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BRPI0213273-7A BR0213273A (en) | 2001-10-15 | 2002-10-11 | method and equipment for determining power allocation in a minimal communication system |
AU2002334978A AU2002334978A1 (en) | 2001-10-15 | 2002-10-11 | Method and apparatus for determining power allocation in a mimo communication system |
KR1020047005563A KR100920696B1 (en) | 2001-10-15 | 2002-10-11 | Method and apparatus for determining power allocation in a mimo communication system |
JP2003537215A JP4354815B2 (en) | 2001-10-15 | 2002-10-11 | Method and apparatus for determining power allocation in a MIMO communication system |
EP02801677A EP1438792A2 (en) | 2001-10-15 | 2002-10-11 | Method and apparatus for determining power allocation in a mimo communication system |
HK05106708A HK1074288A1 (en) | 2001-10-15 | 2005-08-04 | Method and apparatus for determining power allocation in a mimo communication system |
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US09/978,337 | 2001-10-15 | ||
US09/978,337 US6956907B2 (en) | 2001-10-15 | 2001-10-15 | Method and apparatus for determining power allocation in a MIMO communication system |
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Cited By (6)
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KR100651432B1 (en) | 2003-12-02 | 2006-11-28 | 삼성전자주식회사 | Apparatus and method for canceling an interference signal in a mobile communication system using multiple antennas |
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KR100920696B1 (en) | 2009-10-07 |
HK1074288A1 (en) | 2005-11-04 |
WO2003034610A3 (en) | 2003-07-10 |
JP4354815B2 (en) | 2009-10-28 |
US6956907B2 (en) | 2005-10-18 |
US20050265281A1 (en) | 2005-12-01 |
KR20040045834A (en) | 2004-06-02 |
AU2002334978A1 (en) | 2003-04-28 |
CN100377508C (en) | 2008-03-26 |
BR0213273A (en) | 2006-05-23 |
US20030072379A1 (en) | 2003-04-17 |
US7502420B2 (en) | 2009-03-10 |
TWI237958B (en) | 2005-08-11 |
CN1606834A (en) | 2005-04-13 |
EP1438792A2 (en) | 2004-07-21 |
JP2005527128A (en) | 2005-09-08 |
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