WO2007109635A1 - Rate control for multi-channel communication systems - Google Patents

Rate control for multi-channel communication systems Download PDF

Info

Publication number
WO2007109635A1
WO2007109635A1 PCT/US2007/064337 US2007064337W WO2007109635A1 WO 2007109635 A1 WO2007109635 A1 WO 2007109635A1 US 2007064337 W US2007064337 W US 2007064337W WO 2007109635 A1 WO2007109635 A1 WO 2007109635A1
Authority
WO
WIPO (PCT)
Prior art keywords
reverse
link
determining
snr
data rate
Prior art date
Application number
PCT/US2007/064337
Other languages
French (fr)
Inventor
Hao Xu
Byoung-Hoon Kim
Durga Prasad Malladi
Original Assignee
Qualcomm Incorporated
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Qualcomm Incorporated filed Critical Qualcomm Incorporated
Priority to AU2007226918A priority Critical patent/AU2007226918B2/en
Priority to KR1020087025613A priority patent/KR101161913B1/en
Priority to JP2009501689A priority patent/JP5275215B2/en
Priority to MX2008011986A priority patent/MX2008011986A/en
Priority to EP07758847.3A priority patent/EP1997256B1/en
Priority to CA002643405A priority patent/CA2643405A1/en
Publication of WO2007109635A1 publication Critical patent/WO2007109635A1/en
Priority to IL193650A priority patent/IL193650A0/en
Priority to NO20084393A priority patent/NO20084393L/en

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L1/00Arrangements for detecting or preventing errors in the information received
    • H04L1/0001Systems modifying transmission characteristics according to link quality, e.g. power backoff
    • H04L1/0002Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the transmission rate
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L1/00Arrangements for detecting or preventing errors in the information received
    • H04L1/0001Systems modifying transmission characteristics according to link quality, e.g. power backoff
    • H04L1/0023Systems modifying transmission characteristics according to link quality, e.g. power backoff characterised by the signalling
    • H04L1/0025Transmission of mode-switching indication
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation
    • H04L25/0204Channel estimation of multiple channels
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation
    • H04L25/024Channel estimation channel estimation algorithms
    • H04L25/0256Channel estimation using minimum mean square error criteria
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/003Arrangements for allocating sub-channels of the transmission path
    • H04L5/0044Arrangements for allocating sub-channels of the transmission path allocation of payload
    • H04L5/0046Determination of how many bits are transmitted on different sub-channels
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/0091Signaling for the administration of the divided path
    • H04L5/0092Indication of how the channel is divided
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L1/00Arrangements for detecting or preventing errors in the information received
    • H04L1/0001Systems modifying transmission characteristics according to link quality, e.g. power backoff
    • H04L1/0023Systems modifying transmission characteristics according to link quality, e.g. power backoff characterised by the signalling
    • H04L1/0026Transmission of channel quality indication
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/0001Arrangements for dividing the transmission path
    • H04L5/0014Three-dimensional division
    • H04L5/0023Time-frequency-space
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/003Arrangements for allocating sub-channels of the transmission path
    • H04L5/0037Inter-user or inter-terminal allocation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/003Arrangements for allocating sub-channels of the transmission path
    • H04L5/0058Allocation criteria
    • H04L5/006Quality of the received signal, e.g. BER, SNR, water filling
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path
    • H04L5/02Channels characterised by the type of signal
    • H04L5/023Multiplexing of multicarrier modulation signals

Definitions

  • This disclosure relates to wireless communication. More particularly, this disclosure relates to methods and systems for determining reverse-Sink data rates and scheduling in a multi-user wireless network,
  • An orthogonal frequency division multiplex (OFDM) communication system effectively partitions an overall system bandwidth into multiple (WF) sub- carriers, which may also be referred to as frequency sub-channels ; tones, or frequency bins.
  • the data to be transmitted i.e., the information bits
  • the coded bits may be first encoded with a particular coding scheme to generate coded bits, and the coded bits can be further grouped into multi-bit symbols that are then mapped to modulation symbols.
  • Each modulation symbol corresponds to a point in a signal constellation defined by a particular modulation scheme (e.g., M-PSK or M-QAM) used for data transmission.
  • a modulation symbol may be transmitted on each of the NF frequency sub-carrier.
  • OFDM may be used to combat inter-symbol interference (ISi) caused by frequency selective fading, which is characterized by different amounts of attenuation across the system bandwidth.
  • ISi inter-symbol interference
  • a multiple-input multiple-output (MlMO) communication system can employ multiple (Wr) transmit antennas and multiple (NR) receive antennas for data transmission, A MIMO channel formed by the N ⁇ transmit and N R receive antennas may be decomposed into Ns independent channels, with ⁇ .
  • Each of the N $ independent channels may be referred to as a "spatial subchannel' ' of the MiMO channel and corresponds to a dimension.
  • the !Vl HVIO system may likely provide improved performance (e.g., increased transmission capacity) if the additional dimensionalities created by the multiple transmit and receive antennas are utilized.
  • N f . frequency sub-carrier are available on each of the Ws spatial subchannels for data transmission.
  • Each frequency sub-carrier of each spatiai subchannel may be referred to as a transmission channel.
  • N 1 , • /V 5 transmission channels are available for data transmission between the Ny transmit antennas and NR receive antennas,
  • the ⁇ / F frequency sub-channels of each spatial sub-channel may experience different channel conditions (e.g., different fading and multi-path effects), and may achieve different signai-to-noise-and- interference ratios (SNRs).
  • SNRs signai-to-noise-and- interference ratios
  • Each transmitted modulated symbol may be affected by the response of the transmission channel on which the symbol was transmitted.
  • the frequency response may vary widely throughout the system bandwidth for each spatial sub-channel, and may further vary widely among the spatial sub-channels.
  • the information rate i.e., the number of information bits per modulation symbol
  • the modulation symbols for a particular data packet are transmitted over multiple transmission channels, and if the response of these transmission channels varies widely, then these modulation symbols may be received with a wide range of SNRs. The SNR would then vary correspondingly across the entire received packet, which may then make it difficult to determine the proper rate for the data packet.
  • the channel conditions may vary over time due to a wide variety of reasons.
  • the supported data rates for the transmission channels may also vary over time.
  • the different transmission capabilities of the communication channels for different receivers, plus the muiti-path and time-variant nature of these communication channe!s r and larger degrees of freedom in assigning different power and rates from different transmit antennas make it challenging to efficiently transmit data in a MiMO system.
  • an apparatus for controlling a data rate of at least a first UE in a multi-user communication system includes a channel estimation device configured to determine channel estimates for a plurality of different reverse-iink signals to produce a plurality of channel estimates, a demodulation device configured to determine a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and a data rate determining device configured to determine a first reverse-iink data rate for the first UE using the first SNR,
  • SNR signal-to-noise
  • an apparatus for controliing a data rate of at least a first UE in a multi-user communication system includes a processing circuit coupled to a memory.
  • the processing circuit is configured to determine a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, determine a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and determine a first reverse-link data rate using the firs! SNR.
  • SNR signal-to-noise
  • an apparatus for controlling a data rate of at least a first UE in a multi-user communication system includes a channel estimation means for determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, a demodulation means for determining a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and a determining means for determining a first reverse-link data rate using the first SNR.
  • SNR signal-to-noise
  • a method for controlling a data rate of at least a first UE in a multi-user communication system includes determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, determining a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and determining determine a first reverse-link data rate using the first SNR, [1016] in still yet another embodiment, an apparatus for scheduling data rates for a plurality of UEs includes a means for power controliing respective reference signals from the UEs, and a means for determining a reverse-Sink data rate for the respective UEs using the pilot signal.
  • SNR signal-to-noise
  • a computer-readable memory device contains a plurality of computer-based instructions.
  • the computer-based memory includes first code for determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, second code for determining a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and third code for determining a first reverse-Sink data rate using the first SNR.
  • SNR signal-to-noise
  • FIG. 1 depicts an exemplary multiple access wireless communication system
  • FIG. 2 depicts an exemplary transmission system
  • FIG. 3 shows details of the Node B of Fig. 2;
  • FIG. 4 is a flowchart outlining an exemplary operation of the disclosed methods and systems.
  • the multiple access wireless communication system 100 includes multiple cells 102, 104, and 106.
  • each cell 102, 104, and 106 may include a Node B 150 that includes multiple sectors.
  • the multiple sectors may be formed by groups of antennas with each antenna group responsible for communication with UEs in a portion of the cell, in cell 102, antenna groups 112, 114, and 116 each correspond to a different sector, in cell 104, antenna groups 118, 120, and 122 each correspond to a different sector, in eel! 106, antenna groups 124, 126. and 128 each correspond to a different sector.
  • each exemplary eel! 102, 104 and 106 may inciude several UEs which are in communication with one or more sectors of each Node B, For example, UE 130 and UE 132 are in communication Node B 142, UE 134 and UE 136 are in communication with Node B 144, and UE 138 and UE 140 are in communication with Node B 146.
  • transmissions from a Node B to a UE are referred to as "forward-iink ⁇ whiie transmissions from a UE to a Node B are referred to as "reverse-link.”
  • UEs may be in MIMO communication where muitipie antennas in an antenna group communicate with multiple antennas of a UE, Multiple information streams may be transmitted between the Node B and UE in that mode. Other UEs may be communicating such that mu!tip!e streams are transmitted between each antenna group and multiple UEs. In such instances, the streams may be aitered by severa! techniques to address users in different spatial iocations, without interfering with the other UEs.
  • SDMA Space Division Muitipie Access
  • SOMA high-power wireless technology
  • a more compiex form of SOMA can use a form of transmit preceding so that the users who are simultaneous scheduied over the same bandwidth and time resource experience low inter-stream interferences at their individual receivers.
  • a third type of SDMA is to use a densely-spaced transmit antenna array which can generate muitipie beams that geographically divide a sector into muitipie sub-sectors. Note that UEs in sub-sectors that are spatially far apart can be simultaneously scheduled without causing a high interference with one other. Other types of SDMA may also be utilized.
  • each UE may be assigned a transmission/reverse- link rate and reception/forward-link rate r either by the UE or by a reiated Node B.
  • users in SDMA or muiti-user (MU) MiMO mode are assigned different rates, potentially using different algorithms, than users in single user SfMO mode.
  • a different reverse-link multiple antenna mode is singie user MIMO (SU-MlMO), where multiple streams are transmitted from muitipie antennas from the same UE.
  • SU-MSMO UEs may be viewed as a special case of MU-MlMO UEs.
  • SU-JVIiJVIO can provide high peak rate.
  • the capacity of SU-MIMO also scales iineariy with the minimum number of transmit and receive antennas, thus fully utilize the resources in the system.
  • a Node B knows exactly how much rate should be assigned to each UE based on its reference power level (i.e., the power of a pilot signal generated by the UE that is sensed by the Node B if a pilot signal is used as a reference signal), power amplifier (PA) headroom, and the loading of other ceils.
  • the data rate available to a UE has a one-to-one mapping with the power spectrum density (PSD) ratio of the UE's transmission stream to the UE's reference signal.
  • PSD ratio transmit-stream-to-reference-signai
  • TS/RS transmit-stream-to-reference-signai
  • a TS/RS includes a T2P ratio, which may be used to denote a traffic-to-pilot power ratio for a SC-FDM, CDMA or SDMA reverse-link.
  • T2P ratio which may be used to denote a traffic-to-pilot power ratio for a SC-FDM, CDMA or SDMA reverse-link.
  • the Node B can not determine the optimal transmission rates that can be supported by each UE based on a simple TS/RS to rate mapping. In fact, a direct mapping would likely lead to overestimates of the assigned data rates. This, in turn, may result in suboptimal scheduling operation. Therefore, improved approaches to reverse-link transmission are desirable.
  • Fig. 2 depicts a simplified OFDfVI wireless communication system 200, As shown in Fig.
  • the communication system includes a first UE 210 having a first antenna 212, a second UE 220 having a second antenna 222, a third UE 230 having a third antenna 232, and a Node B 250 having a base antenna array 252, While the various UE antennas 212, 222 and 232 are depicted as single devices, it should be appreciated thai each UE 210, 220 and 230 may incorporate any number of antennas as may be desired. [1034] As the communication system 200 is OFDM based, the traffic data may be transmitted on a number of separate frequency sub-carriers (e.g., 128 frequencies) while the pilot signal may be provided on every NIh (e.g. ,6th) sub- carrier. However, the particular number and configuration of traffic and pilot carriers is not particularly critical to the disclosed methods and systems, and thus may vary greatiy in different embodiments.
  • NIh e.g. ,6th
  • each UE 210, 220 and 230 can broadcast traffic and pilot signals to the Node B 250.
  • the Node B can provide control information to each UE 210, 220 and 230 to control the power level of the traffic and pilot signals of each UE 210, 220 and 230, as well as provide scheduling information to enable a given UE 210, 220 and 230 to transmit at certain times
  • the pilot signal may be sent continuously in each symbol period, it will be appreciated that the pilot signals alternatively may be time division multiplexed (TDM), SC-FDiVI, OFDM, CDMA, and so on.
  • the pilot signal can be used as a reference signal for reverse-Sink power control.
  • the reference signal may be provided by some other channels, such as CQi channel, in such a case, the reference signal may include forward-link channel information, e.g. a CQi report generated by the UE.
  • the Node B 250 can receive and convert the streams of transmitted wireless data and pilot/reference signals from the UEs 210, 220 and 230 into analog signals, which may be monitored for power levels or any other indicator of channel quality, in turn, the analog signals may be used to generate power control and scheduling commands for the UEs 210, 220 and 230.
  • a pilot/reference signal may be transmitted and/or power- controlled from only one antenna of each UE.
  • the reference/pilot signal (either pilot or a control signal such as CQi channel) may be closed-loop power controlled to the desired level to provide a reference for traffic channel power control.
  • reverse-link traffic transmissions may be power controlled to the maximum allowed power spectral density (PSD) while maintaining a tolerable inter-cell interference Sevei.
  • PSD power spectral density
  • PO inter-cell interference
  • the traffic channel PSD can be specified as a " ⁇ P” while the reference/pilot power level can be specified as "PO.”
  • the TS/RS of this configuration may be signified as " ⁇ P/P0.”
  • the data rate can be seiected according to the traffic channel SNR. Accordingly, in this case there is a one-to- one mapping between the traffic channel PSD and the data rate. [1039] On the other hand, for reverse-link MIMO operations, the traffic channel PSD and scheduled rate maybe decoupled.
  • the rate selection in a system that assigns UEs to SU-MIMO or SDMA operation may be closely related to reference signal and power control, but still have some essential difference from those of SiMO operation, in certain aspects, the factors that are utilized for rate control include, but are not limited to: (1 ) the power of the reference/pilot signal transmitted from the UE, which is usually power controlled; (2) power control for the UE; (3) layer, i.e., the number of spatial streams being transmitted; (4) type of the receiver used at the Node B; and (5) different channels from any transmit-receive antenna pair.
  • the reference/pilot signal including: (A) from one antenna, (B) from all antennas simultaneously, or (C) from aiternating antennas.
  • the channel statistical properties should be the same for different antennas, the realizations of the various available channels can be quite different due to fading.
  • antenna gains can be substantially different for the different antennas.
  • One solution can be to provide a power controiled reference signal, such as a channel quality information signal, using only the UE's primary antenna. One can then obtain the channel differences through the special design of a request channel, or through a more genera! broadband pilot design. This way, a given Node B can derive equivalent reference signa! levels from all transmit antennas of the UE, yet maintain a relatively small overhead.
  • the delta PSD for a traffic channe! can be determined based on loading on neighboring sectors, power amplifier headroom, path differential between serving ceil and other cells, etc. Note that there may be differences in the determination of PSD for SU-MiMO and MU-MIMO. if muStipie streams are transmitted from the same UE 1 then the total power of ail streams should satisfy certain requirements that reflect the total PA headroom for that UE,
  • the users may be first grouped into various sub-bands based on a broadband pilot (e.g. piiot, or some other signaling channels such as request channei REQCH or CQiCH).
  • a broadband pilot e.g. piiot, or some other signaling channels such as request channei REQCH or CQiCH.
  • a device/scheduier can choose the users/layers to maximize the spatial separation while maintaining other QOS requirements.
  • the spatiai separation can be based on the channel estimates from either the broadband piiot or by a special request channel design.
  • Hj is the vector frequency response of the channel for N r antennas of the Node B.
  • Hj ⁇ k ⁇ may be obtained from a broadband pilot or from a request channei.
  • the transmitted power P » may be determined from the reference signa! ievei and ⁇ P in a scheduSed sub-band.
  • N s number of scheduled streams from these Nu users
  • N t number of the transmit antennas at the UE.
  • the Node B 250 includes an analog front-end 31O 5 a power measurement device 312, a channel estimation device 314, a demodulation ("demod") device 316, a rate determining device 318. a power control device 320 and a scheduling device 322.
  • the various components 31 Q- 322 can take the form of separate electronic components coupled together via a single or a series of separate busses. Still further, in other embodiments, one or more of the various components 310-322 can take form of processors or even separate servers coupled together via one or more networks. Additionally, it should be appreciated that each of components 310-322 advantageously can be realized using multiple computing devices employed in a cooperative fashion.
  • the analog front-end 310 can accept the received streams, condition the streams and provide the conditioned streams to the power measurement device 312.
  • the power measurement device 312 may make various power measurements and determinations for each channel based on the data traffic and pilot signals provided by a UE.
  • the power measurement device 312 may measure each OFDlVI sub-carrier, determine the overall received power of each of the reverse-link channel signal, measure the pilot/reference sub-carriers, determine the PSD of the reverse-link channel signals, and determine of the AP IPO for each channel.
  • the Node B may provide the PSD and APlPO determinations Io the respective UEs using forward-link communications, whereupon the various UEs may each determine and send information regarding a desired PSD that the UE desires (i.e., has made a determination that it would be advantageous ⁇ to use.
  • the estimation device 314 may estimate the transmission channel for each OFDM sub-carrier of each reverse-Sink stream.
  • the demoduiation device 316 can determine the SNR of each OFDM sub-carrier.
  • MMSE weights for the j th OFDM stream may be given by Eq. (2):
  • the demodulation device 316 may calculate the SNR for each frequency/sub-carrier according to Eq. (3) below.
  • an appropriate data rate may be then determined by the rate determining device 318 (typically by using a look-up table) while taking into account other considerations, such as a UE ! s PA overhead, the UE ' s existing or desired PSD, other sources of interference, and so on.
  • demoduiation device 316 a MMSE successive interference cancellation (MMSE-SlC) algorithm
  • the order of canceilation should be determined.
  • One solution is to sort the reverse- link sub-carriers according to the total received power (see Eq (4) below) of each UE antenna, which as discussed above may be caicuiated by the power measurement device 312.
  • MMSE-SiC operations it may be desirable to sort the UE's in a descending order of power, such that the strongest signals are canceled first. Note, however, that the particular MMSE-SIC ordering scheme can vary from embodiment to embodiment.
  • the SNR for each stream after canceilation may be caicuiated by the demodulation device 316 using Eq. (5) beiow:
  • the supported data rate for the j th user/stream can be then caScuSated by the rate determining device 318 based on the effective SNR, which may essentially the geometric mean from the SNR at different tones, [1064] if perfect cancellation is assumed , then the iast decoded user (the one with the lowest signal strength / PSD) does not suffer interference from all previously decoded UEs. it's data rate wiil in fact follow the same one-to-one mapping in the SIMO case.
  • the data rate for the last decoded UE may be determined as a function of the UE ' s transmit power, which can typically be controlled by a Node B.
  • the early decoded users will have a data rate reduction due to the interference from the other streams. [106S] I! should be noted that such perfect cancellation may not always be assumed, and that other approaches accounting for more PA headroom should be provided.
  • the power control device 318 can assign an appropriate transmit power to the UEs, and the Node B 250 may provide such information to the respective UEs via a forward-link communication.
  • the scheduling device 322 using the information provided by the rate determining device 318, as well as the ⁇ P/PO information derived by the channel estimation device 312, can schedule the various UEs to transmit at the appropriate frequencies and time slots that may likely optimize overall reverse-link transmission of the UEs.
  • demodulation device 316 For the descriptions above concerning the demodulation device 316, it should be appreciated that there is no requirement that the SNR calculations of the present methods and systems be associated with any form of ongoing data demodulation. However, as SNR determination is traditionally accomplished in demodulators, for the present description the term "demodulation device” (and its derivatives) shall apply to any device capable of performing SNR determination regardless of whether or not its calculations are also used for other purposes.
  • Fig. 4 is a flowchart outlining and exemplary process for determining reverse-link data rates in a multi-user communication system. While the steps of Fig. 4 are depicted in a particular order, it should be appreciated that various steps may vary in order from embodiment to embodiment, undergo alterations or possibly be eliminated in part as may be apparent to those skilled in the art. [1070] The process starts in step 402 where a Node B can send control signals in forward-link so as to control the power levels of those UEs in communication with the Node B. In various embodiments, such control may extend to data traffic and pilot/reference signals transmitted by each UE.
  • step 404 the various UEs can send their respective data traffic streams and pilot/reference signals to the Node B using the power leveis provided in step 402
  • a pilot/reference signal may carry CQI information, other forward-link communication information, status information regarding the respective UE, and so on.
  • Control continues to step 406. [1071] in step 406, various power measurements and determinations may be made for each channel based on the data traffic and pilot signal of step 404 including power measurement of each OFDM sub-carrier, determination of overall received power of each of the reverse-link channel signal, measurement of the pilot/reference sub-carriers, determination of the PSD of the reverse-link channel signals, and determination of the APIPO for each channel.
  • step 4Q8 the PSD and APlPO determinations of step 406 may be provided to the respective UEs using forward-Sink communications. Then r in step 410 r one or more of the various UEs may each determine and send information regarding a desired PSD that the UE desires to use. Control continues to step 412.
  • step 412 a channel estimate for each reverse-Sink sub-carrier of each reverse-link stream may be determined.
  • the SNR for each reverse-link sub-carrier may be determined using Eq. (3) above ⁇ for MMSE detection) or Eq. (5) (for MMSE-SiC).
  • the MiMO receiver processing may be accomplished using any number of approaches, including MiVISE detection and !VIMSE-SiC detection.
  • an order of canceiiation may be determined using reverse-link signal strength per sub-carrier or using overall channel power as determined by Eq. (4), or otherwise determined using any number of known or later-deveioped approaches. Control continues to step 416.
  • an appropriate data rate for each UE may be determined based on the SNR values of step 410, as well as by using other criteria typically used in a like process, such as PA overhead of a UE 5 the PSD of a channel measured, a desired PSD of a UE, inter-celi interference, and so on. Note that for OFDM systems, data rate determination may involve determining viable data rates for different frequency sub-bands , determining data rates for different antennas of a single UE, and determining data rates for different UEs. Control continues to step 418.
  • the Node B can determine a reverse-link schedule for the various UEs based on the data rates of step 412, QoS of the UEs, PSDs and other pertinent information. Accordingly, the reverse-Sink traffic from the UEs may be optimized. Control jumps back to step 402 where the process may repeat as needed.
  • the techniques described herein may be implemented by various means. For example, these techniques may be implemented in hardware, software, or a combination thereof.
  • the processing units used for channel estimation may be implemented within one or more application specific integrated circuits (ASICs), digital signal processors (DSPs), digital signal processing devices (DSPDs) 5 programmable logic devices (PLDs), field programmable gate arrays (FPGAs), processors, controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof.
  • ASICs application specific integrated circuits
  • DSPs digital signal processors
  • DSPDs digital signal processing devices
  • PLDs programmable logic devices
  • FPGAs field programmable gate arrays
  • processors controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof.
  • modules e.g. , procedures, functions, and so on

Landscapes

  • Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Quality & Reliability (AREA)
  • Power Engineering (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Radio Transmission System (AREA)
  • Communication Control (AREA)
  • Cable Transmission Systems, Equalization Of Radio And Reduction Of Echo (AREA)

Abstract

Various methods and systems for determining reverse-link data rates in a multi-user communication system are disclosed. For example, an apparatus for controlling a data rate of at least a first UE in a multi-user communication system is disclosed. The apparatus may include a channel estimation device configured to determine channel estimates for a plurality of different reverse-link signals to produce a plurality of channel estimates, a demodulation device configured to determine a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and a data rate determining device configured to determine a first reverse-link data rate for the first UE using the first SNR.

Description

RATE CONTROL FOR MULTI-CHANNEL COMMUNICATION SYSTEMS
[1001] This Application ciaims priority to United States Provisional Application No. 60/784,586 entitled 1RATE CONTROL FOR MULTI-CHANNEL COMMUNICATION SYSTEMS" filed on March 20, 2006, the content of which are incorporated herein by reference in its entirety.
BACKGROUND I. Fieki
[1002] This disclosure relates to wireless communication. More particularly, this disclosure relates to methods and systems for determining reverse-Sink data rates and scheduling in a multi-user wireless network,
IL Background
[1003] An orthogonal frequency division multiplex (OFDM) communication system effectively partitions an overall system bandwidth into multiple (WF) sub- carriers, which may also be referred to as frequency sub-channels; tones, or frequency bins. For an OFDM system, the data to be transmitted (i.e., the information bits) may be first encoded with a particular coding scheme to generate coded bits, and the coded bits can be further grouped into multi-bit symbols that are then mapped to modulation symbols. Each modulation symbol corresponds to a point in a signal constellation defined by a particular modulation scheme (e.g., M-PSK or M-QAM) used for data transmission. At each time interval that may be dependent on the bandwidth of each frequency sub-carrier, a modulation symbol may be transmitted on each of the NF frequency sub-carrier. OFDM may be used to combat inter-symbol interference (ISi) caused by frequency selective fading, which is characterized by different amounts of attenuation across the system bandwidth. [1004] A multiple-input multiple-output (MlMO) communication system can employ multiple (Wr) transmit antennas and multiple (NR) receive antennas for data transmission, A MIMO channel formed by the Nτ transmit and NR receive antennas may be decomposed into Ns independent channels, with
Figure imgf000004_0001
\ . Each of the N$ independent channels may be referred to as a "spatial subchannel'' of the MiMO channel and corresponds to a dimension. The !Vl HVIO system may likely provide improved performance (e.g., increased transmission capacity) if the additional dimensionalities created by the multiple transmit and receive antennas are utilized.
[1005] For a MIMO system that empioys OFDM (i.e., a MiMO-OFDM system), Nf. frequency sub-carrier are available on each of the Ws spatial subchannels for data transmission. Each frequency sub-carrier of each spatiai subchannel may be referred to as a transmission channel. Thus, N1, • /V5 transmission channels are available for data transmission between the Ny transmit antennas and NR receive antennas,
[1006] For a MtMO-OFDM system, the Λ/F frequency sub-channels of each spatial sub-channel may experience different channel conditions (e.g., different fading and multi-path effects), and may achieve different signai-to-noise-and- interference ratios (SNRs). Each transmitted modulated symbol may be affected by the response of the transmission channel on which the symbol was transmitted. Depending on the multi-path profile of the communication channel between the transmitter and receiver, the frequency response may vary widely throughout the system bandwidth for each spatial sub-channel, and may further vary widely among the spatial sub-channels.
[1007] For a muiti-path channei with a frequency response that is not flat, the information rate (i.e., the number of information bits per modulation symbol) that may be reliably transmitted on each transmission channei may be different from transmission channel to transmission channel. If the modulation symbols for a particular data packet are transmitted over multiple transmission channels, and if the response of these transmission channels varies widely, then these modulation symbols may be received with a wide range of SNRs. The SNR would then vary correspondingly across the entire received packet, which may then make it difficult to determine the proper rate for the data packet. [1008] Since different transmitters and receivers may experience different (and possibly widely varying) channel conditions, it may be impractical to transmit data at the same transmit power and/or data rate to ail receivers. Fixing these transmission parameters would likely result in a waste of transmit power, the use of sub-optimal data rates, and/or unreliable communication for various receivers, all of which leads to an undesirable decrease in system capacity.
[1D09] The above discussion describes various problems with rate determination for reverse-link scheduling of any users. Unfortunately, in the case of MIMO communication systems, further difficulties arise with the simultaneous transmission of multiple streams from multiple antennas of multiple users.
[1010] Still further, the channel conditions may vary over time due to a wide variety of reasons. As a result, the supported data rates for the transmission channels may also vary over time. Thus, the different transmission capabilities of the communication channels for different receivers, plus the muiti-path and time-variant nature of these communication channe!sr and larger degrees of freedom in assigning different power and rates from different transmit antennas make it challenging to efficiently transmit data in a MiMO system.
SUMMARY
[1011] Various aspects and embodiments of the invention are described in further detail below.
[1012] In an embodiment, an apparatus for controlling a data rate of at least a first UE in a multi-user communication system includes a channel estimation device configured to determine channel estimates for a plurality of different reverse-iink signals to produce a plurality of channel estimates, a demodulation device configured to determine a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and a data rate determining device configured to determine a first reverse-iink data rate for the first UE using the first SNR,
[1013] in another embodiment, an apparatus for controliing a data rate of at least a first UE in a multi-user communication system includes a processing circuit coupled to a memory. The processing circuit is configured to determine a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, determine a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and determine a first reverse-link data rate using the firs! SNR.
[1014] In still another embodiment an apparatus for controlling a data rate of at least a first UE in a multi-user communication system includes a channel estimation means for determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, a demodulation means for determining a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and a determining means for determining a first reverse-link data rate using the first SNR. [1015] In yet another embodiment, a method for controlling a data rate of at least a first UE in a multi-user communication system includes determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, determining a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and determining determine a first reverse-link data rate using the first SNR, [1016] in still yet another embodiment, an apparatus for scheduling data rates for a plurality of UEs includes a means for power controliing respective reference signals from the UEs, and a means for determining a reverse-Sink data rate for the respective UEs using the pilot signal. [1017] in still another embodiment, a computer-readable memory device contains a plurality of computer-based instructions. The computer-based memory includes first code for determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates, second code for determining a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and third code for determining a first reverse-Sink data rate using the first SNR. BRIEF DESCRIPTION OF THE DRAWINGS
[1018] The features and nature of the present disclosure will become more apparent from the detailed description set forth beiow when taken in conjunction with the drawings in which like reference characters identify correspondingly throughout and wherein:
[1019] Fig. 1 depicts an exemplary multiple access wireless communication system;
[1020] Fig, 2 depicts an exemplary transmission system;
[1021] Fig. 3 shows details of the Node B of Fig. 2; and
[1022] Fig. 4 is a flowchart outlining an exemplary operation of the disclosed methods and systems.
DETAILED DESCRfPTlON
[1023] As discussed above, different transmitters and receivers may experience different (and possibly widely varying) channel conditions, and thus it may be impractical to transmit data at the same transmit power and/or data rate to all receivers. Since fixing these transmission parameters would likely lead to an undesirable decrease in system capacity, it can be advantageous to determine the optimal transmission power levels and data rates for each transmitter when possible.
[1024] VW)Ue the following discussion is directed to an MiMO-OFDM communication system by way of example, it should be appreciated to those skilled in the relevant arts that the following discussion may also apply to SiMQ- OFDM, single-carrier FDM (SC-FDM), CDMA, SOMA, and other communication standards as will be discussed below.
[1025] Referring to Fig. 1 , an exemplary multiple access wireless communication system 100 according to one aspect is illustrated. As shown in Fig. 1 , the multiple access wireless communication system 100 includes multiple cells 102, 104, and 106. in the aspect of Fig. 1 , each cell 102, 104, and 106 may include a Node B 150 that includes multiple sectors. The multiple sectors may be formed by groups of antennas with each antenna group responsible for communication with UEs in a portion of the cell, in cell 102, antenna groups 112, 114, and 116 each correspond to a different sector, in cell 104, antenna groups 118, 120, and 122 each correspond to a different sector, in eel! 106, antenna groups 124, 126. and 128 each correspond to a different sector.
[1026] Note that each exemplary eel! 102, 104 and 106 may inciude several UEs which are in communication with one or more sectors of each Node B, For example, UE 130 and UE 132 are in communication Node B 142, UE 134 and UE 136 are in communication with Node B 144, and UE 138 and UE 140 are in communication with Node B 146.
[1027] As used herein, transmissions from a Node B to a UE are referred to as "forward-iink\ whiie transmissions from a UE to a Node B are referred to as "reverse-link."
[1028] In operation, several UEs may be in MIMO communication where muitipie antennas in an antenna group communicate with multiple antennas of a UE, Multiple information streams may be transmitted between the Node B and UE in that mode. Other UEs may be communicating such that mu!tip!e streams are transmitted between each antenna group and multiple UEs. In such instances, the streams may be aitered by severa! techniques to address users in different spatial iocations, without interfering with the other UEs. One such approach of this type is referred to Space Division Muitipie Access (SDMA). [1029] Continuing, various MIMO schemes that aliow muitipie users to transmit over a given bandwidth and time resource can be regarded as an SOMA scheme, A more compiex form of SOMA can use a form of transmit preceding so that the users who are simultaneous scheduied over the same bandwidth and time resource experience low inter-stream interferences at their individual receivers. A third type of SDMA is to use a densely-spaced transmit antenna array which can generate muitipie beams that geographically divide a sector into muitipie sub-sectors. Note that UEs in sub-sectors that are spatially far apart can be simultaneously scheduled without causing a high interference with one other. Other types of SDMA may also be utilized. [1030] During operation, each UE may be assigned a transmission/reverse- link rate and reception/forward-link rater either by the UE or by a reiated Node B. in general, users in SDMA or muiti-user (MU) MiMO mode are assigned different rates, potentially using different algorithms, than users in single user SfMO mode.
[1031] A different reverse-link multiple antenna mode is singie user MIMO (SU-MlMO), where multiple streams are transmitted from muitipie antennas from the same UE. Further, SU-MSMO UEs may be viewed as a special case of MU-MlMO UEs. For users with high enough geometry, SU-JVIiJVIO can provide high peak rate. Further, the capacity of SU-MIMO also scales iineariy with the minimum number of transmit and receive antennas, thus fully utilize the resources in the system.
[1032] One of the design challenges associate with UL-M IMO schemes is rate determination. In a SIMO system, a Node B knows exactly how much rate should be assigned to each UE based on its reference power level (i.e., the power of a pilot signal generated by the UE that is sensed by the Node B if a pilot signal is used as a reference signal), power amplifier (PA) headroom, and the loading of other ceils. In other words, the data rate available to a UE has a one-to-one mapping with the power spectrum density (PSD) ratio of the UE's transmission stream to the UE's reference signal. This PSD ratio is herein referred to as a transmit-stream-to-reference-signai ("TS/RS") ratio. Note that an example of a TS/RS includes a T2P ratio, which may be used to denote a traffic-to-pilot power ratio for a SC-FDM, CDMA or SDMA reverse-link. [1033] Unfortunately, in MU-MHVIO-based or SU-IvI IMO-based operations, the Node B can not determine the optimal transmission rates that can be supported by each UE based on a simple TS/RS to rate mapping. In fact, a direct mapping would likely lead to overestimates of the assigned data rates. This, in turn, may result in suboptimal scheduling operation. Therefore, improved approaches to reverse-link transmission are desirable. [1033] Fig. 2 depicts a simplified OFDfVI wireless communication system 200, As shown in Fig. 2, the communication system includes a first UE 210 having a first antenna 212, a second UE 220 having a second antenna 222, a third UE 230 having a third antenna 232, and a Node B 250 having a base antenna array 252, While the various UE antennas 212, 222 and 232 are depicted as single devices, it should be appreciated thai each UE 210, 220 and 230 may incorporate any number of antennas as may be desired. [1034] As the communication system 200 is OFDM based, the traffic data may be transmitted on a number of separate frequency sub-carriers (e.g., 128 frequencies) while the pilot signal may be provided on every NIh (e.g. ,6th) sub- carrier. However, the particular number and configuration of traffic and pilot carriers is not particularly critical to the disclosed methods and systems, and thus may vary greatiy in different embodiments.
[103S] In operation, each UE 210, 220 and 230 can broadcast traffic and pilot signals to the Node B 250. In turn, the Node B can provide control information to each UE 210, 220 and 230 to control the power level of the traffic and pilot signals of each UE 210, 220 and 230, as well as provide scheduling information to enable a given UE 210, 220 and 230 to transmit at certain times The pilot signal may be sent continuously in each symbol period, it will be appreciated that the pilot signals alternatively may be time division multiplexed (TDM), SC-FDiVI, OFDM, CDMA, and so on. The pilot signal can be used as a reference signal for reverse-Sink power control. In certain embodiments, the reference signal may be provided by some other channels, such as CQi channel, in such a case, the reference signal may include forward-link channel information, e.g. a CQi report generated by the UE.
[1038] The Node B 250 can receive and convert the streams of transmitted wireless data and pilot/reference signals from the UEs 210, 220 and 230 into analog signals, which may be monitored for power levels or any other indicator of channel quality, in turn, the analog signals may be used to generate power control and scheduling commands for the UEs 210, 220 and 230. Note that in various embodiments a pilot/reference signal may be transmitted and/or power- controlled from only one antenna of each UE.
[1037] For a UE with a single antenna communicating with the Node B 250 (which has multiple antennas), the reference/pilot signal (either pilot or a control signal such as CQi channel) may be closed-loop power controlled to the desired level to provide a reference for traffic channel power control. Generally, reverse-link traffic transmissions may be power controlled to the maximum allowed power spectral density (PSD) while maintaining a tolerable inter-cell interference Sevei, The traffic channel PSD can be specified as a "ΔP" while the reference/pilot power level can be specified as "PO." Thus, the TS/RS of this configuration may be signified as "ΛP/P0."
[1038] Thus, once the PSD is determined, the data rate can be seiected according to the traffic channel SNR. Accordingly, in this case there is a one-to- one mapping between the traffic channel PSD and the data rate. [1039] On the other hand, for reverse-link MIMO operations, the traffic channel PSD and scheduled rate maybe decoupled. The rate selection in a system that assigns UEs to SU-MIMO or SDMA operation may be closely related to reference signal and power control, but still have some essential difference from those of SiMO operation, in certain aspects, the factors that are utilized for rate control include, but are not limited to: (1 ) the power of the reference/pilot signal transmitted from the UE, which is usually power controlled; (2) power control for the UE; (3) layer, i.e., the number of spatial streams being transmitted; (4) type of the receiver used at the Node B; and (5) different channels from any transmit-receive antenna pair.
[1040] Note that for MiMO operations , there may be multiple choices for the reference/pilot signal including: (A) from one antenna, (B) from all antennas simultaneously, or (C) from aiternating antennas. Although over the long term, the channel statistical properties should be the same for different antennas, the realizations of the various available channels can be quite different due to fading. In addition, for instances where both external and interna! antennas are made available (e.g., for a typical mobile device), antenna gains can be substantially different for the different antennas.
[1041] One solution can be to provide a power controiled reference signal, such as a channel quality information signal, using only the UE's primary antenna. One can then obtain the channel differences through the special design of a request channel, or through a more genera! broadband pilot design. This way, a given Node B can derive equivalent reference signa! levels from all transmit antennas of the UE, yet maintain a relatively small overhead. [1042] Once the reference/pilot power levels are determined, the delta PSD for a traffic channe! can be determined based on loading on neighboring sectors, power amplifier headroom, path differential between serving ceil and other cells, etc. Note that there may be differences in the determination of PSD for SU-MiMO and MU-MIMO. if muStipie streams are transmitted from the same UE1 then the total power of ail streams should satisfy certain requirements that reflect the total PA headroom for that UE,
[1D43] On the other hand, if ail streams are transmitted from different UEs, then its PSD should satisfy that UE!s PA headroom.
[1044] For sub-band scheduling, where users are scheduled on subsets of the entire number of sub-carriers, the users may be first grouped into various sub-bands based on a broadband pilot (e.g. piiot, or some other signaling channels such as request channei REQCH or CQiCH). Within each sub-bandr a device/scheduier can choose the users/layers to maximize the spatial separation while maintaining other QOS requirements. The spatiai separation can be based on the channel estimates from either the broadband piiot or by a special request channel design.
[1045] Continuing, the received signal Y(k) for each UE antenna can be described by Eq, (1 } beiow:
Figure imgf000012_0001
where k is the index of a frequency tone in the selected sub-band, Pi is the transmitted power from the i-th stream, and Hj is the vector frequency response of the channel for Nr antennas of the Node B. In some aspects, Hj{k} may be obtained from a broadband pilot or from a request channei. The transmitted power P» may be determined from the reference signa! ievei and ΔP in a scheduSed sub-band. [1048] The foilowing notation will be utiiized:
(i) N11 - number of scheduled users;
(ii) Ns = number of scheduled streams from these Nu users;
(iii) Nf - number of receive antennas at the Node B; and
(iv) Nt = number of the transmit antennas at the UE.
[1047] Continuing to Fig. 3, details of the Node B 250 of Fig. 2 are depicted. As shown in Fig. 3, the Node B 250 includes an analog front-end 31O5 a power measurement device 312, a channel estimation device 314, a demodulation ("demod") device 316, a rate determining device 318. a power control device 320 and a scheduling device 322.
[1048] While details of the architecture of the Node B 250 are not shown, it should be appreciated that any known or later-developed architecture may be used as is well known to those of ordinary skill in the art. [1049] For example, in various embodiments, the various components 31 Q- 322 can take the form of separate electronic components coupled together via a single or a series of separate busses. Still further, in other embodiments, one or more of the various components 310-322 can take form of processors or even separate servers coupled together via one or more networks. Additionally, it should be appreciated that each of components 310-322 advantageously can be realized using multiple computing devices employed in a cooperative fashion.
[1050] It also should be appreciated that some of the above-listed components 310-322 can take the form of software/firmware structures and routines residing in a memory to be executed or worked upon by a controller, or even software/firmware routines or structures residing in separate memories in separate servers/computers being operated upon by different controllers. [1051] in operation, as streams of data traffic and pilot signals are received by the antenna array 252, the analog front-end 310 can accept the received streams, condition the streams and provide the conditioned streams to the power measurement device 312.
[10S2] In turn, the power measurement device 312 may make various power measurements and determinations for each channel based on the data traffic and pilot signals provided by a UE. In various OFDM-based embodiments! the power measurement device 312 may measure each OFDlVI sub-carrier, determine the overall received power of each of the reverse-link channel signal, measure the pilot/reference sub-carriers, determine the PSD of the reverse-link channel signals, and determine of the AP IPO for each channel. [1053] In various embodiments the Node B may provide the PSD and APlPO determinations Io the respective UEs using forward-link communications, whereupon the various UEs may each determine and send information regarding a desired PSD that the UE desires (i.e., has made a determination that it would be advantageous} to use.
[1054] Next, the estimation device 314 may estimate the transmission channel for each OFDM sub-carrier of each reverse-Sink stream. [10S5] Once the various channel estimates H{k) are determined, the demoduiation device 316 can determine the SNR of each OFDM sub-carrier. [1006] In situations where the demodulation device 316 employs a minimum- means-square-error (MMSE) aigorithm, MMSE weights for the jth OFDM stream may be given by Eq. (2):
Figure imgf000014_0001
[1057] Continuing, assuming that the channei estimates H{k) are made available by the channei estimation device 314, the demodulation device 316 may calculate the SNR for each frequency/sub-carrier according to Eq. (3) below.
$Nll{k) ^ ^Hf! {fc) ∑ H^H;1 (k)l] + Rm ", (*) {3}
[1058] Using the SNRs are provided by the demodulation device 316, an appropriate data rate may be then determined by the rate determining device 318 (typically by using a look-up table) while taking into account other considerations, such as a UE !s PA overhead, the UE's existing or desired PSD, other sources of interference, and so on.
[1059] As discussed above, a prominent problem with conventional data rate estimation approaches is the direct mapping between the data rate and the TS/RS ratio. This is true for SiMO transmission, but the rates are no longer vaiid for reverse iink MiMO operations. The present approach alieviates this problem as the data rates produced by the rate determining device 318 are far better coupled to an SNR even in instances of reverse-iiπk MlMO is compiicated by simultaneous transmission of multiple reverse-iink streams from different antennas. The exact rates are determined based on the knowledge of the receiver data processing architecture {such as MMSE or MMSE-SiC receiver}. [1060] Returning to Fig. 3, in embodiments where the demoduiation device 316 a MMSE successive interference cancellation (MMSE-SlC) algorithm, the order of canceilation should be determined. One solution is to sort the reverse- link sub-carriers according to the total received power (see Eq (4) below) of each UE antenna, which as discussed above may be caicuiated by the power measurement device 312.
Figure imgf000015_0001
[1061] For MMSE-SiC operations, it may be desirable to sort the UE's in a descending order of power, such that the strongest signals are canceled first. Note, however, that the particular MMSE-SIC ordering scheme can vary from embodiment to embodiment.
[1062] For MMSE-S ϊC-base receiver processing, the SNR for each stream after canceilation may be caicuiated by the demodulation device 316 using Eq. (5) beiow:
SXR (k ) (k ) <δ)
Figure imgf000015_0002
which assumes perfect canceliation of interfering streams and white notse. [1063] The supported data rate for the jth user/stream can be then caScuSated by the rate determining device 318 based on the effective SNR, which may essentially the geometric mean from the SNR at different tones, [1064] if perfect cancellation is assumed , then the iast decoded user (the one with the lowest signal strength / PSD) does not suffer interference from all previously decoded UEs. it's data rate wiil in fact follow the same one-to-one mapping in the SIMO case. That is: the data rate for the last decoded UE may be determined as a function of the UE's transmit power, which can typically be controlled by a Node B. On the other hand, the early decoded users will have a data rate reduction due to the interference from the other streams. [106S] I! should be noted that such perfect cancellation may not always be assumed, and that other approaches accounting for more PA headroom should be provided.
[1066] Returning to Fig. 3, once the various SNRs and data rates for the various UEs is determined, the power control device 318 can assign an appropriate transmit power to the UEs, and the Node B 250 may provide such information to the respective UEs via a forward-link communication. [1067] Additionally, the scheduling device 322, using the information provided by the rate determining device 318, as well as the ΛP/PO information derived by the channel estimation device 312, can schedule the various UEs to transmit at the appropriate frequencies and time slots that may likely optimize overall reverse-link transmission of the UEs.
[10S8] For the descriptions above concerning the demodulation device 316, it should be appreciated that there is no requirement that the SNR calculations of the present methods and systems be associated with any form of ongoing data demodulation. However, as SNR determination is traditionally accomplished in demodulators, for the present description the term "demodulation device" (and its derivatives) shall apply to any device capable of performing SNR determination regardless of whether or not its calculations are also used for other purposes.
[1069] Fig. 4 is a flowchart outlining and exemplary process for determining reverse-link data rates in a multi-user communication system. While the steps of Fig. 4 are depicted in a particular order, it should be appreciated that various steps may vary in order from embodiment to embodiment, undergo alterations or possibly be eliminated in part as may be apparent to those skilled in the art. [1070] The process starts in step 402 where a Node B can send control signals in forward-link so as to control the power levels of those UEs in communication with the Node B. In various embodiments, such control may extend to data traffic and pilot/reference signals transmitted by each UE. Next, in step 404, the various UEs can send their respective data traffic streams and pilot/reference signals to the Node B using the power leveis provided in step 402 As discussed above, a pilot/reference signal may carry CQI information, other forward-link communication information, status information regarding the respective UE, and so on. Control continues to step 406. [1071] in step 406, various power measurements and determinations may be made for each channel based on the data traffic and pilot signal of step 404 including power measurement of each OFDM sub-carrier, determination of overall received power of each of the reverse-link channel signal, measurement of the pilot/reference sub-carriers, determination of the PSD of the reverse-link channel signals, and determination of the APIPO for each channel. Next in step 4Q8, the PSD and APlPO determinations of step 406 may be provided to the respective UEs using forward-Sink communications. Thenr in step 410r one or more of the various UEs may each determine and send information regarding a desired PSD that the UE desires to use. Control continues to step 412. |1072] In step 412 a channel estimate for each reverse-Sink sub-carrier of each reverse-link stream may be determined. Next, in step 414, the SNR for each reverse-link sub-carrier may be determined using Eq. (3) above {for MMSE detection) or Eq. (5) (for MMSE-SiC). As discussed above, the MiMO receiver processing may be accomplished using any number of approaches, including MiVISE detection and !VIMSE-SiC detection. When MMSE-SiC is used, an order of canceiiation may be determined using reverse-link signal strength per sub-carrier or using overall channel power as determined by Eq. (4), or otherwise determined using any number of known or later-deveioped approaches. Control continues to step 416.
[1073] in step 416, an appropriate data rate for each UE may be determined based on the SNR values of step 410, as well as by using other criteria typically used in a like process, such as PA overhead of a UE5 the PSD of a channel measured, a desired PSD of a UE, inter-celi interference, and so on. Note that for OFDM systems, data rate determination may involve determining viable data rates for different frequency sub-bands , determining data rates for different antennas of a single UE, and determining data rates for different UEs. Control continues to step 418.
|1074] in step 418, the Node B can determine a reverse-link schedule for the various UEs based on the data rates of step 412, QoS of the UEs, PSDs and other pertinent information. Accordingly, the reverse-Sink traffic from the UEs may be optimized. Control jumps back to step 402 where the process may repeat as needed.
[107S] As mentioned above, while the discussion above is directed to an MIMO-OFDM communication system by way of example, it should be appreciated to those skilled in the relevant arts that the following discussion may also apply to StMO-OFDM, single-carrier FDM (SC-FDM)1 CDMA, SDMA, and various other known and later developed communication standards. For communication standards where the PSD and ΛP/PO of a reverse-link stream do not apply, these quantities may need to be replaced with signal power and target-to-pilot {T2P} ratio, respectfully.
[1076] The techniques described herein may be implemented by various means. For example, these techniques may be implemented in hardware, software, or a combination thereof. For a hardware implementation, the processing units used for channel estimation may be implemented within one or more application specific integrated circuits (ASICs), digital signal processors (DSPs), digital signal processing devices (DSPDs)5 programmable logic devices (PLDs), field programmable gate arrays (FPGAs), processors, controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof. With software, implementation can be through modules (e.g. , procedures, functions, and so on) that perform the functions described herein. The software codes may be stored in memory unit and executed by the processors 1390 and 1350. [1077] What has been described above includes examples of one or more embodiments, it is, of course, not possible to describe every conceivable combination of components or methodologies for purposes of describing the aforementioned embodiments, but one of ordinary skill in the art may recognize that many further combinations and permutations of various embodiments are possible. Accordingly, the described embodiments are intended to embrace all such alterations, modifications and variations that fall within the spirit and scope of the appended claims. Furthermore, to the extent that the term "includes" is used in either the detailed description or the claims, such term is intended to be inclusive in a manner similar to the term "comprising" as "comprising" is interpreted when employed as a transitional word in a claim.

Claims

CLAJMSWhat is claimed is:
1. An apparatus for controlling a data rate of at least a first User Equipment (UE) in a multi-user communication system, the apparatus comprising: a channel estimation device configured to determine channel estimates for a plurality of different reverse-link signals to produce a plurality of channel estimates; a demodulation device configured to determine a first signai-to-noise (SNR) ratio for the first UE using the plurality of different channel estimates , and a data rate determining device configured to determine a first reverse-link data rate for the first UE using the first SNR.
2. The apparatus of claim 1 , further comprising a scheduling device for scheduling reverse-link communication with the first UE using the first reverse- link data rate.
3. The apparatus of claim 1 , wherein the first UE and apparatus communicate in at least one of an OFDM, a CDMA, an SC-FDM, and a SDMA protocol.
4. The apparatus of claim 3, wherein the first UE and apparatus communicate in the reverse-link using an OFDM protocol.
5. The apparatus of claim 4, wherein the first UE and apparatus communicate in the reverse-link in a MIMO-OFDM system,
6. The apparatus of claim 4, wherein; at least two of the plurality of different reverse-link signals used to produce a plurality of channel estimates originated from two antennas of the first UE; the demodulation device determines the first SNR for the first of the two antennas and determines a second SNR for the second SNR for the second of the two antennas; and the data rate determining device determines the first reverse-link data rate for the first antenna of the first UE using the first SNR,
7. The apparatus of claim 1 , wherein the first UE and apparatus communicate in the reverse-iink using an OFDM protocol,
8. The apparatus of claim 7, wherein the channel estimation device is configured to determine a channei estimate for each sub-carrier of each OFDM reverse-iink stream.
9. The apparatus of claim 8, wherein the demodulation device is further configured to determine SNRs using each channei estimate of each sub-carrier.
10. The apparatus of claim 9, wherein the demodulation device uses a minimum mean square error (MMSE) technique for determining SNRs.
1 1. The apparatus of claim 9, wherein the device uses a minimum mean square error - successive interference cancelSation (MMSE-sic) technique for determining SNRs,
12. The apparatus of claim 11 , wherein the demodulation device uses reverse-iink signal at least one of a power and PSD measurement to determine a cancellation order for the MMSE-SiC technique,
13. The apparatus of claim 12, further comprising a power measurement device configured to calculate a power spectral density (PSD) of each reverse- link stream to produce a plurality of PSD determinations.
14. The apparatus of claim 13, wherein the scheduling device uses the PSD determinations to schedule one or more UE reverse-link transmissions.
15. The apparatus of claim 12, wherein the power measurement device is configured to determine a PSD to pilot signal ratio (ΛP/P0) of each reverse-link stream.
18. The apparatus of claim 15, wherein a plurality of second UEs each receive a respective reverse-link ΔP/P0 determination of the power measurement device.
17. The apparatus of claim 16, wherein the apparatus receives a desired reverse-link ΛP/P0 determination from the at feast one second UE1 the desired reverse-Sink ΛP/PO determination being determined by the at least one second UE based on a respective APiPO determination provided to it in a forward-link communication.
18. An integrated circuit incorporating the apparatus of claim 1.
19. An apparatus for controiling a data rate of at least a first User Equipment (UE) in a muiti-user communication system, the apparatus comprising; a processing circuit coupled to a memory, wherein the processing circuit is configured to: determine a channel estimate for a plurality of different reverse- link signals to produce a plurality of channel estimates; determine a first signal-to-noise (SNR) ratio for the first UE using the plurality of different channels estimates, and determine a first reverse-link data rate using the first SNR.
20. The apparatus of claim 19, wherein the processor uses a minimum mean square error (MMSE) technique for determining SNRs.
21. The apparatus of claim 19, wherein the processor uses a minimum mean square error — successive interference cancellation (MMSE-SlC) technique for determining SNRs.
22. The apparatus of claim 19, wherein the processing circuit is configured to calculate a tota! power of each reverse-link signai,
23. An apparatus for controlling a data rate of at least a first UE in a multiuser communication system, the apparatus comprising: a channel estimation means for determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates; a demodulation means for determining a first signai-to-nαise (SNR) ratio for the first UE using the plurality of different channels estimates; and a determining means for determining a first reverse-link data rate using the first SNR.
24. The apparatus of claim 23, wherein the first UE and apparatus communicate in the reverse-link using an OFDM protocol.
25. The apparatus of claim 24, wherein the demodulation means uses a minimum mean square error (MMSE) process.
26. The apparatus of claim 24, wherein the demodulation means uses a minimum mean square error - successive interference cancellation {MMSE- SfC) process.
27. The apparatus of claim 26, wherein the apparatus calculates the power of each reverse-link stream to determine a canceliation order for MMSE- SiC calculation.
28. A method for controlling a data rate of at least a first UE in a multi-user communication system , the method comprising; determining a channel estimate for a plurality of different reverse-Sink signals to produce a plurality of channel estimates; determining a first signaS-fo-noise (SNR) ratio for the first UE using the plurality of different channels estimates; and determining a first reverse-link data rate using the first SNR,
29. The method of claim 25, further comprising: scheduling reverse-link communication with the first UE using the first reverse-link data rate.
30. The method of claim 28, wherein the first UE communicates in the reverse-link using an OFDM protocol.
31. The method of claim 30, wherein the step of determining a channel estimate includes using a minimum mean square error (MMSE) technique for determining SNRs.
32. The method of claim 30, wherein the step of determining a channel estimate includes using a minimum mean square error - successive interference cancellation (MlVISE-SlC) technique for determining SNRs.
33. The method of claim 32, further comprising calculating a power of each reverse-link signal to determine a cancellation order for MMSE-StC calculation,
34. A computer-readable memory device containing a plurality of computer- based instructions, the computer-based memory comprising: first code for determining a channel estimate for a plurality of different reverse-link signals to produce a plurality of channel estimates; second code for determining a first signal-to-noise (SNR) ratio for the first UE using the piurality of different channels estimates; and third code for determining a first reverse-link data rate using the first SNR.
35. The computer-readable memory device of claim 34. wherein the first code is configured to estimate channels for OFDM signals.
36. The computer-readable memory device of claim 35, wherein the first code is also configured to determine SNRs using a minimum mean square error - successive interference cancellation ((VIMSE-SIC) algorithm.
37. An apparatus for scheduling data rates for a plurality of UEs , comprising: means for power controiling respective reference signals from the UEs; and means for determining a reverse-link data rate for the respective UEs based on the pilot signal.
38. The apparatus of claim 37, wherein the pilot information includes channel quality information.
39. The apparatus of claim 37, further comprising a scheduling means for scheduling reverse-link data transmissions of the UEs.
PCT/US2007/064337 2006-03-20 2007-03-20 Rate control for multi-channel communication systems WO2007109635A1 (en)

Priority Applications (8)

Application Number Priority Date Filing Date Title
AU2007226918A AU2007226918B2 (en) 2006-03-20 2007-03-20 Rate control for multi-channel communication systems
KR1020087025613A KR101161913B1 (en) 2006-03-20 2007-03-20 Rate control for multi-channel communication systems
JP2009501689A JP5275215B2 (en) 2006-03-20 2007-03-20 Speed control of multi-channel communication system
MX2008011986A MX2008011986A (en) 2006-03-20 2007-03-20 Rate control for multi-channel communication systems.
EP07758847.3A EP1997256B1 (en) 2006-03-20 2007-03-20 Rate control for multi-channel communication systems
CA002643405A CA2643405A1 (en) 2006-03-20 2007-03-20 Rate control for multi-channel communication systems
IL193650A IL193650A0 (en) 2006-03-20 2008-08-24 Rate control for multi-channel commuinication systems
NO20084393A NO20084393L (en) 2006-03-20 2008-10-20 Rate control for multichannel communication systems

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US78458606P 2006-03-20 2006-03-20
US60/784,586 2006-03-20

Publications (1)

Publication Number Publication Date
WO2007109635A1 true WO2007109635A1 (en) 2007-09-27

Family

ID=38353042

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2007/064337 WO2007109635A1 (en) 2006-03-20 2007-03-20 Rate control for multi-channel communication systems

Country Status (15)

Country Link
US (1) US8428156B2 (en)
EP (1) EP1997256B1 (en)
JP (1) JP5275215B2 (en)
KR (1) KR101161913B1 (en)
CN (1) CN101405977A (en)
AU (1) AU2007226918B2 (en)
CA (1) CA2643405A1 (en)
IL (1) IL193650A0 (en)
MX (1) MX2008011986A (en)
MY (1) MY163672A (en)
NO (1) NO20084393L (en)
RU (1) RU2413367C2 (en)
TW (1) TWI346471B (en)
UA (1) UA95282C2 (en)
WO (1) WO2007109635A1 (en)

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2010054474A1 (en) 2008-11-13 2010-05-20 Nortel Networks Limited Method and system for reduced complexity channel estimation and interference cancellation for v-mimo demodulation
WO2011013504A1 (en) * 2009-07-29 2011-02-03 京セラ株式会社 Radio base station
JP2012531068A (en) * 2009-06-19 2012-12-06 シャープ株式会社 System and method for transmission with reduced number of power amplifiers
JP2013542688A (en) * 2010-10-26 2013-11-21 クゥアルコム・インコーポレイテッド Channel state information feedback frame format and feedback rules for ultra-high throughput wireless systems
US9130631B2 (en) 2010-11-03 2015-09-08 Qualcomm Incorporated Beamforming feedback format
US10498411B2 (en) 2013-09-10 2019-12-03 Qualcomm Incorporated Multi-user multiple-input multiple-output (MU-MIMO) feedback protocol

Families Citing this family (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2006120526A2 (en) * 2005-05-11 2006-11-16 Nokia Corporation Method, apparatus and computer program product to provide enhanced reverse link medium access control in a multi-carrier wireless communications system
WO2006129661A1 (en) * 2005-06-01 2006-12-07 Matsushita Electric Industrial Co., Ltd. Transmitting apparatus, receiving apparatus and transmission power control method
WO2007095305A1 (en) * 2006-02-13 2007-08-23 Nokia Corporation Quantized-feedback optimal adaptive beamforming
EP1997241A2 (en) * 2006-03-03 2008-12-03 Nokia Corporation Adaptive multi-beamforming systems and methods for communication systems
US20080045260A1 (en) * 2006-08-15 2008-02-21 Tarik Muharemovic Power Settings for the Sounding Reference signal and the Scheduled Transmission in Multi-Channel Scheduled Systems
US8238455B2 (en) * 2008-01-07 2012-08-07 Samsung Electronics Co., Ltd. Methods and apparatus for downlink PDSCH power setting
US8654715B2 (en) * 2008-10-24 2014-02-18 Qualcomm Incorporated Systems and methods providing mobile transmit diversity
US8654705B2 (en) * 2008-10-24 2014-02-18 Qualcomm Incorporated System and method for supporting multiple reverse link data streams
US20100284332A1 (en) * 2009-04-28 2010-11-11 Electronics And Telecommunications Research Institute Method for transmitting and receiving data in multi carrier wireless access system
KR101638917B1 (en) 2010-02-09 2016-07-13 엘지전자 주식회사 Method and apparatus of transmitting ppdu frame in wireless local area network
KR101984754B1 (en) * 2012-05-08 2019-09-24 한국전자통신연구원 Power control and link adaptation methods in LTE based mobile communications
EP2742609A2 (en) 2012-05-11 2014-06-18 Telefonaktiebolaget LM Ericsson (Publ) Method and apparatus for transmitting demodulation pilots in a multi antenna wireless communication system
CN102740428B (en) * 2012-06-20 2015-04-15 华为技术有限公司 Method for regulating and controlling transmitting power and wireless router equipment
TWI478525B (en) * 2013-01-23 2015-03-21 Academia Sinica Dynamic adaption of transmission rate for multiuser mimo networks
RU2538947C1 (en) * 2013-06-25 2015-01-10 Государственное казенное образовательное учреждение высшего профессионального образования Академия Федеральной службы охраны Российской Федерации (Академия ФСО России) Method of controlling video stream transmission rate
US9078147B2 (en) * 2013-09-13 2015-07-07 Qualcomm Incorporated Apparatus and method using common control channel carrier for frequency and time estimation
RU2660961C1 (en) * 2015-02-20 2018-07-11 Телефонактиеболагет Лм Эрикссон (Пабл) Radio unit and used in control method of power levels of transmissions of spatial spread transmitter-receiver in radio network
JP2016220121A (en) * 2015-05-25 2016-12-22 三菱電機株式会社 OFDM communication system
WO2017101104A1 (en) * 2015-12-18 2017-06-22 华为技术有限公司 Method for calculating signal to noise ratio and user equipment (ue)
CN113098662B (en) * 2020-03-30 2022-03-11 深圳友讯达科技股份有限公司 TDMA communication method for realizing multiple rate self-adaption

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040082356A1 (en) * 2002-10-25 2004-04-29 Walton J. Rodney MIMO WLAN system
WO2004038984A2 (en) * 2002-10-25 2004-05-06 Qualcomm, Incorporated Mimo system with multiple spatial multiplexing modes
WO2004038986A2 (en) * 2002-10-25 2004-05-06 Qualcomm Incorporated Closed-loop rate control for a multi-channel communication system
US20050018784A1 (en) * 2003-07-25 2005-01-27 Akio Kurobe Communication network system, and transmission/reception apparatus, method and integrated circuit for use therein
US20050075073A1 (en) * 2003-09-23 2005-04-07 Tamer Kadous Successive interference cancellation receiver processing with selection diversity

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5933781A (en) 1997-01-31 1999-08-03 Qualcomm Incorporated Pilot based, reversed channel power control
US6556549B1 (en) 1999-07-02 2003-04-29 Qualcomm Incorporated Method and apparatus for signal combining in a high data rate communication system
RU2263406C2 (en) 2003-07-14 2005-10-27 Федеральное государственное унитарное предприятие "Ростовский-на-Дону научно-исследовательский институт радиосвязи" (ФГУП "РНИИРС") Method for automatic monitoring of radio communication systems
KR100605861B1 (en) * 2004-02-02 2006-08-01 삼성전자주식회사 Apparatus and for transmitting/receiving signal in a communication system using multiple input multiple output scheme
US20060040674A1 (en) * 2004-07-29 2006-02-23 Telefonaktiebolaget L.M. Ericsson (Publ) User class provisioning for R-PDCH via a single common rate control sub-channel
US7676240B2 (en) * 2005-02-28 2010-03-09 Alcatel-Lucent Usa Inc. Power control based on estimates of cumulative received energy
US7817740B2 (en) * 2006-02-09 2010-10-19 Broadcom Corporation Method and system for minimum mean squared error soft interference cancellation (MMSE-SIC) based suboptimal maximum likelihood (ML) detection for multiple input multiple output (MIMO) wireless system

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040082356A1 (en) * 2002-10-25 2004-04-29 Walton J. Rodney MIMO WLAN system
WO2004038984A2 (en) * 2002-10-25 2004-05-06 Qualcomm, Incorporated Mimo system with multiple spatial multiplexing modes
WO2004038986A2 (en) * 2002-10-25 2004-05-06 Qualcomm Incorporated Closed-loop rate control for a multi-channel communication system
US20050018784A1 (en) * 2003-07-25 2005-01-27 Akio Kurobe Communication network system, and transmission/reception apparatus, method and integrated circuit for use therein
US20050075073A1 (en) * 2003-09-23 2005-04-07 Tamer Kadous Successive interference cancellation receiver processing with selection diversity

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
BUEHRER R M ED - INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS: "On the usefulness of outer-loop power control with successive interference cancellation", 24 September 2002, VTC 2002-FALL. 2002 IEEE 56TH. VEHICULAR TECHNOLOGY CONFERENCE PROCEEDINGS. VANCOUVER, CANADA, SEPT. 24 - 28, 2002, IEEE VEHICULAR TECHNOLGY CONFERENCE, NEW YORK, NY : IEEE, US, PAGE(S) 1897-1901, ISBN: 0-7803-7467-3, XP010608759 *

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2010054474A1 (en) 2008-11-13 2010-05-20 Nortel Networks Limited Method and system for reduced complexity channel estimation and interference cancellation for v-mimo demodulation
EP2351443A4 (en) * 2008-11-13 2016-06-08 Apple Inc Method and system for reduced complexity channel estimation and interference cancellation for v-mimo demodulation
US9461849B2 (en) 2008-11-13 2016-10-04 Apple Inc. Channel estimation and interference cancellation for virtual MIMO demodulation
JP2012531068A (en) * 2009-06-19 2012-12-06 シャープ株式会社 System and method for transmission with reduced number of power amplifiers
WO2011013504A1 (en) * 2009-07-29 2011-02-03 京セラ株式会社 Radio base station
JP2013542688A (en) * 2010-10-26 2013-11-21 クゥアルコム・インコーポレイテッド Channel state information feedback frame format and feedback rules for ultra-high throughput wireless systems
US9130631B2 (en) 2010-11-03 2015-09-08 Qualcomm Incorporated Beamforming feedback format
US9876542B2 (en) 2010-11-03 2018-01-23 Qualcomm, Incorporated Beamforming feedback format
US10498411B2 (en) 2013-09-10 2019-12-03 Qualcomm Incorporated Multi-user multiple-input multiple-output (MU-MIMO) feedback protocol

Also Published As

Publication number Publication date
MY163672A (en) 2017-10-13
NO20084393L (en) 2008-10-20
RU2008141302A (en) 2010-04-27
CN101405977A (en) 2009-04-08
IL193650A0 (en) 2009-05-04
KR101161913B1 (en) 2012-07-03
AU2007226918B2 (en) 2011-06-02
JP2009530989A (en) 2009-08-27
MX2008011986A (en) 2008-10-03
AU2007226918A1 (en) 2007-09-27
EP1997256B1 (en) 2019-06-19
UA95282C2 (en) 2011-07-25
US8428156B2 (en) 2013-04-23
US20070242766A1 (en) 2007-10-18
TWI346471B (en) 2011-08-01
TW200746688A (en) 2007-12-16
EP1997256A1 (en) 2008-12-03
KR20090006104A (en) 2009-01-14
JP5275215B2 (en) 2013-08-28
RU2413367C2 (en) 2011-02-27
CA2643405A1 (en) 2007-09-27

Similar Documents

Publication Publication Date Title
EP1997256B1 (en) Rate control for multi-channel communication systems
US11522650B2 (en) Methods and apparatus for multi-carrier communication systems with adaptive transmission and feedback
US9287950B2 (en) Channel quality indicator apparatus and method
EP1811734B1 (en) Method and apparatus for controlling transmission and reception of dedicated pilots according to MCS level in a wireless communication system
TWI584609B (en) Quality control scheme for multiple-input multiple-output (mimo) orthogonal frequency division multiplexing (ofdm) systems
US20100150000A1 (en) Radio communication system, base station, terminal apparatus and pilot signal controlling method
JP2010517464A (en) Method for adaptive modulation and coding techniques in a mobile communication system
EP1802017A1 (en) Link-adaptation system in mimo-ofdm system, and method therefor
KR101015708B1 (en) Adaptive bit loading technique for multicarrier communication system
CN101577572A (en) Resource multiplexing method for multiple input multiple output-orthogonal frequency division multi (MIMO-OFDM) system

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 07758847

Country of ref document: EP

Kind code of ref document: A1

WWE Wipo information: entry into national phase

Ref document number: 570778

Country of ref document: NZ

WWE Wipo information: entry into national phase

Ref document number: 2643405

Country of ref document: CA

WWE Wipo information: entry into national phase

Ref document number: 193650

Country of ref document: IL

WWE Wipo information: entry into national phase

Ref document number: 2007226918

Country of ref document: AU

WWE Wipo information: entry into national phase

Ref document number: 12008501922

Country of ref document: PH

ENP Entry into the national phase

Ref document number: 2007226918

Country of ref document: AU

Date of ref document: 20070320

Kind code of ref document: A

WWE Wipo information: entry into national phase

Ref document number: 200780009687.3

Country of ref document: CN

WWE Wipo information: entry into national phase

Ref document number: MX/a/2008/011986

Country of ref document: MX

WWE Wipo information: entry into national phase

Ref document number: 2009501689

Country of ref document: JP

Ref document number: 2007758847

Country of ref document: EP

NENP Non-entry into the national phase

Ref country code: DE

ENP Entry into the national phase

Ref document number: 2008141302

Country of ref document: RU

Kind code of ref document: A

WWE Wipo information: entry into national phase

Ref document number: 1020087025613

Country of ref document: KR