WO2006018710A1 - System and method for precoding in a multiple-input multiple-output (mimo) system - Google Patents
System and method for precoding in a multiple-input multiple-output (mimo) system Download PDFInfo
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- WO2006018710A1 WO2006018710A1 PCT/IB2005/002458 IB2005002458W WO2006018710A1 WO 2006018710 A1 WO2006018710 A1 WO 2006018710A1 IB 2005002458 W IB2005002458 W IB 2005002458W WO 2006018710 A1 WO2006018710 A1 WO 2006018710A1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/02—Arrangements for detecting or preventing errors in the information received by diversity reception
- H04L1/06—Arrangements for detecting or preventing errors in the information received by diversity reception using space diversity
- H04L1/0618—Space-time coding
- H04L1/0637—Properties of the code
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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
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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
- H04B7/0456—Selection of precoding matrices or codebooks, e.g. using matrices antenna weighting
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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
- H04B7/0617—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 for beam forming
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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
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/02—Arrangements for detecting or preventing errors in the information received by diversity reception
- H04L1/06—Arrangements for detecting or preventing errors in the information received by diversity reception using space diversity
- H04L1/0618—Space-time coding
- H04L1/0675—Space-time coding characterised by the signaling
Definitions
- the present invention generally relates to multiple-input multiple-output (MIMO) systems and methods for effectuating wireless communication, and more particularly relates to MIMO systems and methods for precoding signals to provide diversity gain in effectuating wireless communication.
- MIMO multiple-input multiple-output
- Time- varying multi-path fading is an effect in wireless systems whereby a transmitted signal propagates along multiple paths to a receiver causing fading of the received signal due to the constructive and destructive summing of the signals at the receiver.
- Several methods are known for overcoming the effects of multi- path fading, such as time interleaving with error correction coding, implementing frequency diversity by utilizing spread spectrum techniques, or transmitter power control techniques.
- Each of these techniques has drawbacks in regard to use for 3G and 4G wireless systems. Time interleaving may introduce unnecessary delay, spread spectrum techniques may require large bandwidth allocation to overcome a large coherence bandwidth, and power control techniques may require higher transmitter power than is desirable for sophisticated receiver-to-transmitter feedback techniques that increase mobile terminal complexity. All of these drawbacks have negative impact on achieving the desired characteristics for third and fourth generation mobile terminals.
- Antenna diversity is another technique for overcoming the effects of multi- path fading in wireless systems.
- transmit diversity a signal is multiplexed and processed to generate a number of separate signals that are then transmitted via two or more physically separated antennas.
- reception diversity two or more physically separated antennas are used to receive a signal, which is then processed through combining and switching to generate a received signal.
- MIMO multiple-input multiple-output
- the diversity gain can be achieved via space-time coding and/or feeding back, to the transmitter, channel state information for use in precoding signals transmitted via the transmit antennas. Exploiting the channel state information at the transmitter can not only achieve diversity gain but also array gain. Typically, such a precoding technique requires the transmitter to have or otherwise acquire accurate channel state information. In many practical implementations, however, the transmitter cannot obtain very accurate channel state information. Thus, techniques have been developed whereby the receiver provides channel state information to the transmitter. In many cases, such as frequency division multiplexed (FDM) systems, there is no reciprocity between forward and reverse channels. Accordingly, a feedback channel with a limited transmission rate is typically provided between the transmitter and receiver so that the receiver can provide the transmitter with the channel state information.
- FDM frequency division multiplexed
- the transmitter and receiver share a codebook that includes a number of codewords comprising matrices.
- the matrices can each represent a different possible quantization of the MIMO channel, such as for a partial-spatial-rate case where the number of spatially multiplexed data streams to be transmitted is less than the number of transmit antennas.
- the codebook is a set of subspaces rather than a set of matrixes, and as such, the codebook construction can be considered equivalent to subspace packing in a collection of vector subspaces of a vector space, such as a Grassmann manifold.
- the receiver quantizes the MlMO channel across which the transmitter and receiver are communicating, and locates the closest matching codeword.
- the receiver conveys the codebook index of that codeword to the transmitter.
- the transmitter can use the index and its codebook to similarly locate the respective codeword, and then weight signals based upon the codeword for transmission to the receiver via the transmit antennas.
- the system and method would also be desirable for the system and method to be configured for the full- spatial -rate case where the number of spatially multiplexed data streams to be transmitted equals the number of transmit antennas.
- Such a configuration would desirably operate without increasing (or significantly increasing) the number of feedback bits required to notify the transmitter of a desired codeword.
- the partial-rate case is typically applicable for cases where the transmitter and receiver are communicating with a low to medium signal-to-noise ratio (SNR), typically far away from one another. If the transmitter and receiver are communicating with a high SNR, however, it is typically desirable to fully capitalize on the higher quality channel to maximize the throughput on the channel by increasing the number of spatially multiplexed data streams to equal the number of transmit antennas.
- SNR signal-to-noise ratio
- exemplary embodiments of the present invention provide an improved network entity, method and computer program product for precoding data in a multiple-input multiple-output (MIMO) system.
- a method of precoding data includes designing the codebook, which can be made known or otherwise be provided to both a transmitting entity and a receiving entity of the system.
- a partial-spatial-rate codebook can be designed for partial-spatial-rate coding of the system whereby the transmitting entity of the system includes more transmit antennas T than spatial streams N over which data is coded (i.e., T> N).
- a full-spatial-rate codebook can be designed by "completing" an underlying partial-spatial-rate codebook based upon basis vectors of the null space of the underlying partial- spatial-rate codebook.
- the full-spatial-rate codebook based upon the basis vectors of the null space of a selected underlying partial-spatial-rate codebook, the number of bits required to feedback a selected codeword in the full- spatial-rate case may remain the same as feeding back a corresponding codeword in the partial-spatial-rate case of the underlying codebook.
- the full-spatial- rate case may be implemented without requiring additional feedback bits over those required in the partial-spatial-rate case.
- the receiving entity can select codewords from the codebook and indicate the selected codeword to the transmitting entity for use in pre-coding data transmitted therefrom.
- the codewords can be selected according to a sub-space tracking method.
- a first codeword for a first carrier can be selected from the codebook.
- a second codeword for a second, subsequent carrier (in the time or frequency domain) can then be selected from a subset of the codebook.
- the codewords in the codebook can be found in a collection of vector subspaces, such as a Grassmann manifold.
- the subset of codewords can comprise those codewords in a neighborhood including the first codeword in the collection of vector subspaces.
- exemplary embodiments of the present invention can effectively reduce the number of bits required to feedback an indication of the selected codewords to the transmitting entity.
- the network entity can comprise a transmitting entity or a receiving entity, where the entity includes a component such as a pre-coder in the case of a transmitting entity, or a channel estimator in the case of a receiving entity.
- the network entity is capable of providing a full-spatial- rate codebook including a plurality of full-spatial-rate codewords.
- designing the full-spatial-rate codebook can include defining the full-spatial-rate codewords based upon partial-spatial-rate codewords of the partial-spatial rate codebook and basis vectors of a null space of the respective partial-spatial-rate codewords in a multi-dimensional vector space.
- the pre- coder can be further capable of receiving a stream of at least one piece of data, where the piece(s) of data have been full-spatial-rate coded.
- the pre-coder can then be capable of weighting at least one of the pieces of data coded over at least one carrier with at least one full-spatial-rate codeword of the full-spatial-rate codebook.
- the receiver can be further capable of selecting at least one full-spatial-rate codeword from the full-spatial-rate codebook.
- the full-spatial-rate codeword can be selected such that a stream of at least one piece of data in the T-transmit antenna system is capable of being weighted by the selected full-spatial-rate codeword.
- the channel estimator can be capable of selecting a partial-spatial-rate codeword from the underlying partial-spatial-rate codebook by minimizing a distance between a partial-spatial-rate codeword and a matrix identified from a singular value decomposition of a wireless channel matrix. Thereafter, the channel estimator can be capable of selecting a full-spatial-rate codeword based upon the selected partial- spatial-rate codeword.
- the receiver can be capable of selecting a plurality of full-spatial-rate codewords by selecting a given full-spatial-rate codeword for data coded over a given sub-carrier, where the full-spatial-rate codeword can be selected from a full- spatial-rate codebook of size L, such as in a manner indicated above.
- the next full-spatial-rate codeword for data coded over the next sequential sub-carrier can then be selected.
- FIG. 4 is a flowchart illustrating various steps in a method of precoding in a multiple-input multiple-output (MIMO) system, in accordance with one exemplary embodiment of the present invention.
- MIMO multiple-input multiple-output
- FIG. 5 is a schematic illustration of a Grassmann manifold including various precoding matrices therein, in accordance with one exemplary embodiment of the present invention.
- the terminal may comprise a mobile telephone. It should be understood, however, that such a mobile telephone is merely illustrative of one type of terminal that would benefit from the present invention and, therefore, should not be taken to limit the scope of the present invention. While several exemplary embodiments of the terminal are illustrated and will be hereinafter described for purposes of example, other types of terminals, such as portable digital assistants (PDAs), pagers, laptop computers and other types of voice and text communications systems, can readily employ the present invention. In addition, the system and method of the present invention will be primarily described in conjunction with mobile communications applications.
- the base station defines a cell, and numerous cell sites are positioned at spaced-apart locations throughout a geographical area to define a plurality of cells within any of which the terminal is capable of radio communication with an associated base station in communication therewith.
- the terminal 12 includes various means for performing one or more functions in accordance with exemplary embodiments of the present invention, including those more particularly shown and described herein. It should be understood, however, that the terminal may include alternative means for performing one or more like functions, without departing from the spirit and scope of the present invention. More particularly, for example, as shown in FIG. 1, in addition to one or more antennas 24, the terminal of one exemplary embodiment of the present invention can include a transmitter 26, receiver 28, and controller 30 or other processor that provides signals to and receives signals from the transmitter and receiver, respectively. These signals include signaling information in accordance with the communication protocol(s) of the wireless communication system, and also user speech and/or user generated data.
- the terminal can be capable of communicating in accordance with one or more of a number of different wireless communication protocols, such as those indicated above.
- the terminal can also be capable of communicating in accordance with one or more wireline and/or wireless networking techniques. More particularly, for example, the terminal can be capable of communicating in accordance with local area network (LAN), metropolitan area network (MAN), and/or a wide area network (WAN) (e.g., Internet) wireline networking techniques. Additionally or alternatively, for example, the terminal can be capable of communicating in accordance with wireless networking techniques including wireless LAN (WLAN) techniques such as IEEE 802.11, and/or WiMAX techniques such as IEEE 802.16 or the like.
- WLAN wireless LAN
- IEEE 802.11 IEEE 802.11
- WiMAX such as IEEE 802.16 or the like.
- the controller 30 includes the circuitry required for implementing the audio and logic functions of the terminal 12.
- the controller may be comprised of a digital signal processor device, a microprocessor device, and/or various analog-to-digital converters, digital-to-analog converters, and other support circuits.
- the control and signal processing functions of the terminal are allocated between these devices according to their respective capabilities.
- the controller can additionally include an internal voice coder (VC) 30a, and may include an internal data modem (DM) 30b.
- the controller may include the functionally to operate one or more client applications, which may be stored in memory (described below).
- the client application(s) may each comprise software operated by the respective entities. It should be understood, however, that any one or more of the client applications described herein can alternatively comprise firmware or hardware, without departing from the spirit and scope of the present invention.
- the network entities e.g., terminal 12, BS 14, BSC 16, etc.
- the logic elements can be embodied in any of a number of different manners.
- the logic elements performing the functions of one or more client applications can be embodied in an integrated circuit assembly including one or more integrated circuits integral or otherwise in communication with a respective network entity or more particularly, for example, a processor or controller of the respective network entity.
- the design of integrated circuits is by and large a highly automated process.
- complex and powerful software tools are available for converting a logic level design into a semiconductor circuit design ready to be etched and formed on a semiconductor substrate. These software tools, such as those provided by Avant! Corporation of Fremont, California, and Cadence Design, of San Jose, California, automatically route conductors and locate components on a semiconductor chip using well established rules of design as well as huge libraries of pre-stored design modules.
- the resultant design in a standardized electronic format (e.g., Opus, GDSII, or the like) may be transmitted to a semiconductor fabrication facility or "fab" for fabrication.
- FIG. 2 illustrates a functional block diagram of a multi-antenna transmission system including a transmitting entity 50 (e.g., base station 14).
- the illustrated system is operating as a multiple-input multiple-output (MIMO) communication system that also includes a multiple- antenna receiving entity 60 (e.g., terminal 12), as shown more particularly in FIG. 3.
- MIMO multiple-input multiple-output
- the transmitting and receiving entities may be implemented into any of a number of different types of transmission systems that transmit coded or uncoded digital transmissions over a radio interface.
- the transmitting entity 50 includes a MIMO transmitter having a number of components.
- the components of the transmitter include space-time (ST) encoder 52, a pre- coder 53, a filter and modulate (SFM) block 54 and T transmit antennas 56 (two being shown as antennas 56a and 56b).
- ST space-time
- SFM filter and modulate
- T transmit antennas 56 (two being shown as antennas 56a and 56b).
- the transmitter receives an input symbol stream b[ri], such as an input orthogonal frequency division multiple access (OFDMA) symbol stream, an input orthogonal frequency division multiplexed (OFDM) symbol stream or the like.
- OFDMA orthogonal frequency division multiple access
- OFDM orthogonal frequency division multiplexed
- the ST encoder is capable of coding the symbol stream over R carriers in accordance with a ST technique based upon a plurality of ST codes, the ST encoder thereby forming coded symbols si, ..., S R .
- the pre-coder can weight the coded symbols of the symbol stream with pre-coding matrices P,'s to form a weighted symbol stream that can then be filtered and modulated by the SFM block, and transmitted by the T antennas.
- the pre-coder selects the pre-coding matrices P,'s from a codebook /Of matrices.
- the receiving entity includes a receiver having a number of components.
- the components of the receiver include M receive antennas 62 (two being shown as antennas 62a and 62b) where M is greater than or equal to the number of spatial streams N, a filter and demodulate (FDD) block 64, a ST decoder 66 and a channel estimator 67.
- FDD filter and demodulate
- the receive antenna receives the data transmitted from the transmitting entity 50 and passes the data to the FDD block, which filters and demodulates the data into representations of the coded symbol stream from the transmitting entity, n, ..., ⁇ R .
- AWGN additive white Gaussian noise
- the representations of the coded symbol stream i * i, ..., ⁇ R follow the FDD block 64 into the ST decoder 66 and channel estimator 67.
- the channel estimator then, outputs estimated channel parameters, or more particularly an estimated channel matrix H[ «], to the ST decoder.
- the channel estimator outputs the estimated channel parameters to the pre-coders 53 of the transmitter via a feedback channel.
- the ST decoder can decode representations of the input symbol stream b[»] from the representations of the coded symbols, as well as the estimated channel matrix.
- a method of pre- coding in a MIMO system in accordance with exemplary embodiments of the present invention includes designing the codebook P, where the codebook is made known to both the transmitting entity 50 and the receiving entity 60, as shown in block 70.
- the codebook can be designed for a transmitting entity having a greater number of transmit antennas 56 T than the number of spatial streams N over which the input symbol stream is coded (i.e., T> TV).
- the full-spatial-rate codebook can be designed by designing a partial-spatial-rate codebook, and then generating the full-spatial-rate codebook based thereon. Irrespective of exactly how the codebook is designed and made known to the transmitting and receiving entities, those entities can thereafter utilize the codebook to pre-code coded symbols si, ..., S N at the transmitting entity, before transmission therefrom to the receiving entity. After the codebook is designed and made known to the transmitting entity 50 and the receiving entity 60, for example, the receiving entity can observe a channel realization, as shown in block 72.
- the receiving entity can select a codeword of the codebook, such as a codeword for a first carrier, and feed back, to the transmitting entity, information or other data from which the selected codeword can be identified (e.g., the index of the codeword in the codebook), as shown in block 74.
- the receiving entity can similarly select and feed back a codeword indication for the other carriers, as shown in block 76.
- a total ofR x q bits may be required to feedback the selected codewords.
- Exemplary embodiments of the present invention are capable of further reducing the number of bits required to feedback the selected codeword by selecting codewords in a manner dependent across the carriers by exploiting a correlation of frequency responses at different carriers, as explained below. Irrespective of the exact nature of the information fed back, the transmitting entity can then locate the respective codeword based upon the feedback information, and pre-code the coded symbols for transmission to the receiving entity.
- the codebook design becomes to a subspace packing in a collection of vector subspaces of a vector space, such as a Grassmann manifold, with large minimum distance. Nonetheless, the codebook can be designed in accordance with any of a number of different techniques that can achieve similar preceding performance.
- One such technique for generating a codebook is described in B.M. Hochwald et al., Systematic Design of Unitary Space-Time Constellation, 46 IEEE TRANS. INFORMATION THEORY 1962-73 (2000) (Hochwald), the contents of which are hereby incorporated by reference in its entirety.
- the technique described by Hochwald can be used to generate a codebook with block-circulant structure, which can simplify the codeword selection and storage.
- the first codeword P 1 is chosen to be a T x N sub- matrix of an T x T DFT (discrete Fourier transform) matrix Dr whose (m, n) element can be specified as follows:
- N I case as the performance gain may diminish with more than 3 feedback bits.
- the codebook for the full-spatial-rate case can be designed in any of a number of different manners.
- the full-spatial-rate case may be implemented without requiring additional feedback bits over those required in the partial-spatial-rate case.
- the receiving entity can observe a channel realization and select a codeword of the codebook based on the observed channel realization.
- the receiving entity can comprise any of a number of different types of receivers capable of processing data from the transmitting entity, such as a maximum likelihood (ML) receiver, linear minimum mean square error (LMMSE) receiver or the like.
- ML maximum likelihood
- LMMSE linear minimum mean square error
- the MSE at the output of the receiver can be a function of the precoding matrix P / used at the transmitter:
- the receiving entity 60 or more particularly the channel estimator 67 of the receiving entity, can select a precoding matrix (i.e., codeword), or more particularly the index of a precoding matrix, by calculating the index of the precoding matrix minimizing the MSE.
- a precoding matrix i.e., codeword
- the channel estimator can select the index as follows:
- the channel estimator 67 can select a precoding matrix (i.e., codeword) by at least partially aligning a corresponding codeword from the underlying partial-spatial-rate codebook with the dominant singular vectors of the matrix.
- a precoding matrix i.e., codeword
- V [V, V x ] denote the right singular matrix.
- the singular values may be organized in condescending order in the matrix U. With such an assumption, then, V can include all the dominant right singular vectors, while V x can include the least significant right singular vectors.
- q log 2 L bits (from a codebook of size L) to feedback the selected codeword for that carrier.
- a total of R x q bits may be required to feedback the selected codewords.
- Exemplary embodiments of the present invention are capable of implementing a sub-space tracking method to further reduce the number of bits required to feedback the selected codeword.
- the selections of pre-coding matrices may be made dependent across the carriers by exploiting a correlation of frequency responses at different carriers. In this regard, as the frequency responses at adjacent carriers may be correlated, there may also be a correlation between the precoding matrices for the respective carriers.
- an L '-element neighborhood of any point P, in a codebook P may be defined as the L ' elements in P that have minimum or shortal chordal distances to P 1 .
- the subset W 1 can include the L ' matrices of the codebook that are closest to P, in the Grassmann manifold, as shown in FIG. 5.
- the sub-space tracking method in the partial-spatial- rate case of one exemplary embodiment of the present invention can include defining a step size K for updating the selected precoding matrix.
- the step size K can be defined in a number of different manners, such as in a manner based upon channel statistics (e.g., delay profile, etc.).
- a first precoding matrix i.e., first codeword
- the number of closest matrices can be selected in a number of different manners.
- precoding matrices for the respective carriers are described as being fed back as those matrices are selected, it should be understood that the matrices may be fed back in any of a number of different manners, including collectively feeding back the matrices for all of the carriers after all of the respective matrices have been selected.
- the precoding matrices i.e., codewords
- the sub-space tracking method in the full-spatial-rate case can be implemented by extending the corresponding method in the partial-spatial-rate case (explained above) in a manner that exploits the structure of the full-spatial-rate codebook.
- sub-space tracking in the full-spatial-rate case can include tracking of the underlying codeword P / across different carriers, such as in a manner explained above with respect to sub-space tracking in the partial-spatial-rate case.
- a corresponding codeword in the full-spatial-rate case can then be identified based upon the respective underlying codeword, such as in the same manner explained above with respect to designing the full-spatial-rate codebook by "completing" the partial-rate codebook.
- the functions performed by one or more of the entities of the system may be performed by various means, such as hardware and/or firmware, including those described above, alone and/or under control of one or more computer program products.
- the computer program product(s) for performing one or more functions of exemplary embodiments of the present invention includes at least one computer-readable storage medium, such as the non- volatile storage medium, and software including computer-readable program code portions, such as a series of computer instructions, embodied in the computer-readable storage medium.
- FIG. 4 is a flowchart of methods, systems and program products according to exemplary embodiments of the present invention. It will be understood that each block or step of the flowchart, and combinations of blocks in the flowchart, can be implemented by various means, such as hardware, firmware, and/or software including one or more computer program instructions. These computer program instructions may be loaded onto a computer or other programmable apparatus to produce a machine, such that the instructions which execute on the computer or other programmable apparatus create means for implementing the functions specified in the flowchart block(s) or step(s).
- any such computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable apparatus (i.e., hardware) to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart block(s) or step(s).
- the computer program instructions may also be loaded onto a computer or other programmable apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart block(s) or step(s).
- blocks or steps of the flowchart support combinations of means for performing the specified functions, combinations of steps for performing the specified functions and program instruction means for performing the specified functions. It will also be understood that one or more blocks or steps of the flowchart, and combinations of blocks or steps in the flowchart, can be implemented by special purpose hardware-based computer systems which perform the specified functions or steps, or combinations of special purpose hardware and computer instructions.
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EP05773879A EP1779574A1 (en) | 2004-08-20 | 2005-08-19 | System and method for precoding in a multiple-input multiple-output (mimo) system |
US11/573,940 US7813458B2 (en) | 2004-08-20 | 2005-08-19 | System and method for precoding in a multiple-input multiple-output (MIMO) system |
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US60/625,040 | 2004-11-03 |
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Cited By (24)
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WO2007106980A1 (en) * | 2006-03-17 | 2007-09-27 | Nortel Networks Limited | Closed-loop mimo systems and methods |
WO2008021062A1 (en) * | 2006-08-11 | 2008-02-21 | Interdigital Technology Corporation | Wireless communication method and system for indexing codebook and codeword feedback |
WO2008030035A2 (en) | 2006-09-05 | 2008-03-13 | Lg Electronics Inc. | Method of transmitting feedback information for precoding and precoding method |
WO2008035916A2 (en) | 2006-09-19 | 2008-03-27 | Lg Electronics Inc. | A method of performing phase shift-based precoding and an apparatus for supporting the same in a wireless communication system |
WO2008052191A2 (en) * | 2006-10-26 | 2008-05-02 | Qualcomm Incorporated | Method and apparatus for codebook exchange in a multiple access wireless communication system |
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US7813458B2 (en) | 2010-10-12 |
US20070280386A1 (en) | 2007-12-06 |
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