1. Field of the Invention
The present invention relates generally to interference cancellation in received wireless communication signals and, more particularly, to forming and using a composite interference signal for interference cancellation.
2. Discussion of the Related Art
In an exemplary wireless multiple-access system, a communication resource is divided into subchannels and allocated to different users. For example, subchannels may include time slots, frequency slots, multiple-access codes, spatio-temporal subchannels, or any combination thereof. A plurality of sub-channel signals received by a wireless terminal (e.g., a subscriber unit or a base station) may correspond to different users and/or different subchannels allocated to a particular user.
If a single transmitter broadcasts different messages to different receivers, such as a base station in a wireless communication system broadcasting to a plurality of mobile terminals, the channel resource is subdivided in order to distinguish between messages intended for each mobile. Thus, each mobile terminal, by knowing its allocated subchannel(s), may decode messages intended for it from the superposition of received signals. Similarly, a base station typically separates signals it receives into subchannels in order to differentiate between users.
In a multipath environment, received signals are superpositions of time delayed (and complex scaled) versions of the transmitted signals. Multipath can cause co-channel and cross-channel interference that correlates the allocated subchannels. For example, co-channel interference may occur when time-delayed reflections of transmitted signals from the same source interfere with each other. Cross-channel interference occurs when signals in a sub channel leak into and, thus, impair acquisition and tracking of other subchannels.
Co-channel and cross-channel interference can degrade communications by causing a receiver to incorrectly decode received transmissions, thus increasing a receiver's error floor. Interference may also have other degrading effects on communications. For example, uncancelled interference may diminish capacity of a communication system, decrease the region of coverage, and/or decrease maximum data rates. Previous interference-cancellation techniques include subtractive and projective interference cancellation, such as disclosed in U.S. Pat. Nos. 6,856,945 and 6,947,474, which are hereby incorporated by reference.
In view of the foregoing background, embodiments of the present invention may be employed in receivers configured to implement receive diversity and equalization. Embodiments may provide for optimally forming and using at least one composite interference vector (CIV) for use in any subtractive or projective interference canceller. Such embodiments may be employed in any receiver employing a Rake, such as (but not limited to) receivers configured to receive ultra-wideband (UWB), Code Division Multiple Access (CDMA), Multiple-Input/Multiple-Output (MIMO), and narrowband single-carrier signals. Embodiments of the invention may provide for analytically characterizing the signal-to-interference-and-noise ratio (SINR) in a composite signal or in a user subchannel, and choosing feedback terms (e.g., adaptive weights) to construct an interference-cancelled signal that maximizes this quantity.
Embodiments of the invention employ soft weighting of a projective operation to improve interference cancellation. For example, each finger of a Rake receiver is matched to a particular time delay and/or base station spreading code to combat the effects of frequency-selective fading and interference from multiple base stations, respectively. Inter-finger interference occurs due to loss of orthogonality in the user waveforms resulting from multi paths in the transmission channel. This interference may be mitigated by feeding soft estimates of active users' waveforms between the Rake fingers in order to improve the SINR at the output of each finger. The optimization is performed per Rake finger prior to combining. In a receiver employing receive diversity, fingers that are common to two or more receive paths may be combined using any of various well-known statistical signal-processing techniques.
In one embodiment of the invention, a means for generating one or more CIVs, a means for generating a soft-projection operator, and a means for performing a soft projection are configured to produce an interference-cancelled signal from a received baseband signal. The means for generating the one or more CIVs may include, by way of example, any means for deriving soft and/or hard estimates from a receiver and synthesizing the one or more CIVs therefrom. For example, the means for generating the one or more CIVs may include a symbol estimator (e.g., a symbol estimator in a receiver employing any combination of Rake processing, receive diversity, and equalization), a sub channel selector, a fast Walsh transform, and a PN coder. The means for generating the one or more CIVs may further include a channel emulator. The means for generating a soft-projection operator may include, by way of example, a soft-projection matrix generator or an interference-cancelling operator that includes a means for selecting a soft weight that maximizes a post-processing SINR. The means for performing a soft projection may include, by way of example, a signal processor configured to project a received baseband signal as specified by the soft-projection operator in order to produce an interference-cancelled signal.
Receivers and cancellation systems described herein may be employed in subscriber-side devices (e.g., cellular handsets, wireless modems, and consumer premises equipment) and/or server-side devices (e.g., cellular base stations, wireless access points, wireless routers, wireless relays, and repeaters). Chipsets for subscriber-side and/or server-side devices may be configured to perform at least some of the receiver and/or cancellation functionality of the embodiments described herein.
Various functional elements, separately or in combination, depicted in the figures may take the form of a microprocessor, digital signal processor, application specific integrated circuit, field programmable gate array, or other logic circuitry programmed or otherwise configured to operate as described herein. Accordingly, embodiments may take the form of programmable features executed by a common processor or discrete hardware unit.
These and other embodiments of the invention are described with respect to the figures and the following description of the preferred embodiments.
Embodiments according to the present invention are understood with reference to the flow diagram of
The present invention will now be described more fully hereinafter with reference to the accompanying drawings, in which preferred embodiments of the invention are shown. This invention may, however, be embodied in many different forms and should not be construed as limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the invention to those skilled in the art.
A received baseband signal at a user handset having K base stations (or subchannels)5 U users, L propagation paths, and a sequence of transmitted symbols {bk[m]} can be expressed by
where {sk[n, bk[m]]} is a discrete-time symbol-bearing waveform from base station k that has N samples per symbol period, the vector sequence {bk[m]} is a sequence of U user information symbols bk[m]=[bk,1[m], . . . , bk,U[m]] from base station k, the values Ck,1 and dk,l are the complex channel fading coefficients and the time delays characterizing the propagation channel linking the kth base station to the receiver, and v[n] is additive noise having power σ2. When a multi-code (e.g., CDMA, DSSS, WCDMA, DO) transmission is employed, a transmitted waveform can be represented as
where U is the number of users, bk,u[m] is a user data symbol (which is drawn from a finite constellation and is constant over symbol intervals of sample length N), and wk,u[n] is a user spreading code (including PN, covering, and filtering), which is typically time varying at the sample rate. The sampling rate corresponding to n is taken to be the normalized rate 1 and assumed to be greater than the chip rate. The received signal y[n] may be organized into a sequence of vectors at rate 1/N
where bk contains symbols bk,u and the columns of the matrix Wk,l comprise vectors of the form
wk,l,u=[wk,l,u[mN−dl], . . . ,wk,l,u[(m+1)N−1−dl]]T
Thus, the sampling rate corresponding to m remains 1/N.
The optimal receiver for a given user information sequence depends on the cellular network's operating mode (e.g., soft handoff, blocking). For example, if a particular handset is not in handoff and there is no inter-base-station interference (i.e., K=1), the optimal detection strategy for a single symbol of interest corresponding to a designated user is
where overbar denotes a complex conjugate and superscript * denotes a Hermitian transpose. The term sl[m; {b[m′]}] is a received signal vector, delayed by dl corresponding to the vector-valued information sequence {b[m′]}, and the vector
represents an interference signal formed from all of the paths not equal to path l. This exemplary embodiment impels approximations that cancel interference terms sl[m; {b[m′]}] from received signals, in advance of Rake reception (i.e., the sum over l of clsl[m]. The vector sl[m; {b[m′]}] may be expressed as
sl[m;{b[m′]}]=[s[mN−dl,{b[m]}], . . . ,s[(m+1)N−1−dl,{b[m′]}]]
When the complex baseband signal y[m] is resolved at a particular (lth) finger in a handset's Rake receiver, it can be simplified to a vector representation
y=cxubu+xMAI+xINT+v
where y represents received data after it passes through a receiver pulse-shaping filter (e.g., a root raised-cosine pulse-shaping filter). The data y is time aligned to a particular path delay. The term c is a complex attenuation corresponding to the path.
When the modulation is linear, the term xu in path l, which represents a code waveform that typically includes an orthogonal basis code and an overlaid spreading sequence (e.g., a PN code) assigned to a user of interest, may be written as
x1,l,u[m]=c1,lw1,l,ub1,u[m]
The term W1,u is the spread and scrambled code for user u in cell k=1, and b1,u is an information symbol corresponding to the user of interest. The term xMAI is multiple access interference, and it may be expressed by
The term xINT may include inter-finger (and possibly inter-base-station) interference terms that are similar in form to xMAI. The term v is a vector of complex additive noise terms. Each of the vectors xu, xMAI, and xINT is a signal resolved onto a Rake finger matched to the lth multipath delay of base station k at symbol period m.
A conventional Rake receiver resolves the measurement xu onto a user's code vector to form the statistic xu*yl. Such statistics are typically derived from multiple Rake fingers and coherently combined across the paths via a maximum ratio combiner (i.e. they are weighted by the conjugate of the channel gains and summed). Alternatively, more general combining may be used.
Embodiments of the invention may include one or more CIVs. Therefore, in parts of the disclosure that describe a CIV, it is anticipated that a plurality of CIVs may be used. For example, specific embodiments may employ a matrix whose columns are CIVs. The CIV s is constructed from known and/or estimated active subchannels and then used to compute a soft projection matrix 102,
F(λ)=I−λss*.
The matrix F(λ) is configured to operate on a received data vector y 103 to produce an interference-cancelled signal ŷ=F(λ)y, which is coupled to a Rake processor or combiner (not shown). The term I is an identity matrix, and the weight λ may be determined symbol-by-symbol in order to maximize a post-processing SINR,
In this expression, each vector of the form xu is xu[m], corresponding to symbol period m. Therefore, the post-processing SINR Γ(λ) is measured symbol period-by-symbol period. The user powers are absorbed into the component vectors xu, xMAI, and xINT. These powers are known or estimated.
At each symbol period, the SINR at a given finger can be expressed as
The coefficients are
wherein each of the inner products may be computed from the user codes wk[m] and complex amplitudes bl,u[m] identified for user u at baud interval m. If orthogonal spreading codes are used, the expression xu*xu with u′≠u is zero. Furthermore, the relevant inner product xu′*s can be efficiently obtained for a CDMA/WCDMA system by passing the synthesized CIV s for the finger of interest through a fast Walsh transform (FWT). Computing the soft projection matrix 102 may include a step of maximizing the SINR Γ(λ) by setting its derivative (with respect to λ) to zero (not shown), resulting in the following polynomial equation
(ce−bf)λ2+2(cd−af)λ+(bd−ae)=0.
One of the roots of the polynomial equation corresponding to the maximum SINR is selected (not shown) and then used to scale ss* in the matrix F(λ). Once computed, F(λ)y may be scaled to conform to downstream processing in a baseband receiver.
It should be appreciated that variations to the previously described process for determining the weight λ may be made without departing from the spirit and scope of the claimed invention. For example, when a cellular handset is in a soft-handoff mode, there is an additional quadratic term in the numerator of Γ(λ) corresponding to the received signal power from the second base station, and there is one less term in the denominator. This changes the function Γ(λ), but it does not change the procedure for determining the value of Γ(λ) that maximizes Γ(λ). Furthermore, algorithms for maximizing Γ(λ) may be incorporated into other receiver processing techniques, such as (but not limited to) Rake path tracking, active user determination, amplitude estimation, receive diversity, and equalizing. Γ(λ) may be approximately maximized with variations or stochastic gradients.
The soft-projection canceller 203 is configured to cancel interference from at least one path (or finger) of the Rake receiver 200. Soft and/or hard estimates from at least one other path or finger are processed by the CIV generator 201 to produce a CIVs. For example,
The functions of the various elements shown in the drawings, including functional blocks, may be provided through the use of dedicated hardware, as well as hardware capable of executing software in association with appropriate software. When provided by a processor, the functions may be performed by a single dedicated processor, by a shared processor, or by a plurality of individual processors, some of which may be shared. Moreover, explicit use of the term “processor” should not be construed to refer exclusively to hardware capable of executing software, and may implicitly include, without limitation, digital signal processor DSP hardware, read-only memory (ROM) for storing software, random access memory (RAM), and non-volatile storage. Other hardware, conventional and/or custom, may also be included. Similarly, the function of any component or device described herein may be carried out through the operation of program logic, through dedicated logic, through the interaction of program control and dedicated logic, or even manually, the particular technique being selectable by the implementer as more specifically understood from the context.
The method and system embodiments described herein merely illustrate particular embodiments of the invention. It should be appreciated that those skilled in the art will be able to devise various arrangements, which, although not explicitly described or shown herein, embody the principles of the invention and are included within its spirit and scope. Furthermore, all examples and conditional language recited herein are intended to be only for pedagogical purposes to aid the reader in understanding the principles of the invention. This disclosure and its associated references are to be construed as applying without limitation to such specifically recited examples and conditions. Moreover, all statements herein reciting principles, aspects, and embodiments of the invention, as well as specific examples thereof, are intended to encompass both structural and functional equivalents thereof. Additionally, it is intended that such equivalents include currently known equivalents as well as equivalents developed in the future, i.e., any elements developed that perform the same function, regardless of structure.
This application is a continuation of U.S. patent application Ser. No. 14/108,333, entitled “Advanced signal processors for Interference Cancellation in baseband receivers,” filed Dec. 16, 2013, which is a continuation of U.S. patent application Ser. No. 12/892,874, entitled “Advanced signal processors for Interference Cancellation in baseband receivers,” filed Sep. 28, 2010 and published as U.S. Patent Application Publication Number 2011-0019656 A1, which is a continuation of U.S. patent application Ser. No. 11/272,411, entitled “Variable interference cancellation technology for CDMA systems,” filed Nov. 10, 2005, now U.S. Pat. No. 7,808,937, which (1) is a continuation-in-part of U.S. patent application Ser. No. 11/233,636, entitled “Optimal feedback weighting for soft-decision cancellers,” filed Sep. 23, 2005 and published as U.S. Patent Application Publication Number 2006-0227909 A1. The entirety of each of the foregoing patents, patent applications, and patent application publications is incorporated by reference herein.
Number | Name | Date | Kind |
---|---|---|---|
3742201 | Groginsky | Jun 1973 | A |
4088955 | Baghdady | May 1978 | A |
4309769 | Taylor, Jr. | Jan 1982 | A |
4359738 | Lewis | Nov 1982 | A |
4601046 | Halpern et al. | Jul 1986 | A |
4665401 | Garrard et al. | May 1987 | A |
4670885 | Parl et al. | Jun 1987 | A |
4713794 | Byington et al. | Dec 1987 | A |
4780885 | Paul et al. | Oct 1988 | A |
4856025 | Takai | Aug 1989 | A |
4893316 | Janc et al. | Jan 1990 | A |
4922506 | McCallister et al. | May 1990 | A |
4933639 | Barker | Jun 1990 | A |
4965732 | Roy, III et al. | Oct 1990 | A |
5017929 | Tsuda | May 1991 | A |
5099493 | Zeger et al. | Mar 1992 | A |
5105435 | Stilwell | Apr 1992 | A |
5109390 | Gilhousen et al. | Apr 1992 | A |
5119401 | Tsujimoto | Jun 1992 | A |
5136296 | Roettger et al. | Aug 1992 | A |
5151919 | Dent | Sep 1992 | A |
5218359 | Minamisono | Jun 1993 | A |
5218619 | Dent | Jun 1993 | A |
5220687 | Ichikawa et al. | Jun 1993 | A |
5224122 | Bruckert | Jun 1993 | A |
5237586 | Bottomley | Aug 1993 | A |
5263191 | Kickerson | Nov 1993 | A |
5280472 | Gilhousen et al. | Jan 1994 | A |
5305349 | Dent | Apr 1994 | A |
5325394 | Bruckert | Jun 1994 | A |
5343493 | Karimullah | Aug 1994 | A |
5343496 | Honig et al. | Aug 1994 | A |
5347535 | Karasawa et al. | Sep 1994 | A |
5353302 | Bi | Oct 1994 | A |
5377183 | Dent | Dec 1994 | A |
5386202 | Cochran et al. | Jan 1995 | A |
5390207 | Fenton et al. | Feb 1995 | A |
5394110 | Mizoguchi | Feb 1995 | A |
5396256 | Chiba et al. | Mar 1995 | A |
5423045 | Kannan et al. | Jun 1995 | A |
5437055 | Wheatley, III | Jul 1995 | A |
5440265 | Cochran et al. | Aug 1995 | A |
5448600 | Lucas | Sep 1995 | A |
5481570 | Winters | Jan 1996 | A |
5506865 | Weaver, Jr. | Apr 1996 | A |
5513176 | Dean et al. | Apr 1996 | A |
5533011 | Dean et al. | Jul 1996 | A |
5553098 | Cochran et al. | Sep 1996 | A |
5602833 | Zehavi | Feb 1997 | A |
5606560 | Malek et al. | Feb 1997 | A |
5621768 | Lechleider | Apr 1997 | A |
5644592 | Divsalar et al. | Jul 1997 | A |
5736964 | Ghosh et al. | Apr 1998 | A |
5761237 | Petersen | Jun 1998 | A |
5787130 | Kotzin et al. | Jul 1998 | A |
5812086 | Bertiger et al. | Sep 1998 | A |
5844521 | Stephens et al. | Dec 1998 | A |
5859613 | Otto | Jan 1999 | A |
5872540 | Casabona et al. | Feb 1999 | A |
5872776 | Yang | Feb 1999 | A |
5894500 | Bruckert et al. | Apr 1999 | A |
5926761 | Reed et al. | Jul 1999 | A |
5930229 | Yoshida et al. | Jul 1999 | A |
5953369 | Suzuki | Sep 1999 | A |
5978413 | Bender | Nov 1999 | A |
5995499 | Hottinen et al. | Nov 1999 | A |
6002727 | Uesugi | Dec 1999 | A |
6014373 | Schilling et al. | Jan 2000 | A |
6018317 | Dogan et al. | Jan 2000 | A |
6032056 | Reudink | Feb 2000 | A |
6067333 | Kim et al. | May 2000 | A |
6078611 | La Rosa et al. | Jun 2000 | A |
6088383 | Suzuki et al. | Jul 2000 | A |
6101385 | Monte et al. | Aug 2000 | A |
6104712 | Robert et al. | Aug 2000 | A |
6115409 | Upadhyay et al. | Sep 2000 | A |
6127973 | Choi et al. | Oct 2000 | A |
6131013 | Bergstrom et al. | Oct 2000 | A |
6137788 | Sawahashi et al. | Oct 2000 | A |
6141332 | Lavean | Oct 2000 | A |
6154443 | Huang et al. | Nov 2000 | A |
6157685 | Tanaka et al. | Dec 2000 | A |
6157842 | Karlsson et al. | Dec 2000 | A |
6157847 | Buehrer et al. | Dec 2000 | A |
6163696 | Bi et al. | Dec 2000 | A |
6166690 | Lin et al. | Dec 2000 | A |
6172969 | Kawakami et al. | Jan 2001 | B1 |
6173008 | Lee | Jan 2001 | B1 |
6175587 | Madhow et al. | Jan 2001 | B1 |
6175588 | Visotsky | Jan 2001 | B1 |
6177906 | Petrus | Jan 2001 | B1 |
6185716 | Riggle | Feb 2001 | B1 |
6192067 | Toda et al. | Feb 2001 | B1 |
6201799 | Huang et al. | Mar 2001 | B1 |
6215812 | Young et al. | Apr 2001 | B1 |
6219376 | Zhodzishsky et al. | Apr 2001 | B1 |
6222828 | Ohlson et al. | Apr 2001 | B1 |
6230180 | Mohamed | May 2001 | B1 |
6233229 | Ranta et al. | May 2001 | B1 |
6233459 | Sullivan et al. | May 2001 | B1 |
6240124 | Wiedeman et al. | May 2001 | B1 |
6252535 | Kober et al. | Jun 2001 | B1 |
6256336 | Rademacher et al. | Jul 2001 | B1 |
6259688 | Schilling et al. | Jul 2001 | B1 |
6263208 | Chang et al. | Jul 2001 | B1 |
6266529 | Chheda | Jul 2001 | B1 |
6269075 | Tran | Jul 2001 | B1 |
6275186 | Kong | Aug 2001 | B1 |
6278726 | Mesecher et al. | Aug 2001 | B1 |
6282231 | Norman et al. | Aug 2001 | B1 |
6282233 | Yoshida | Aug 2001 | B1 |
6285316 | Nir et al. | Sep 2001 | B1 |
6285319 | Rose | Sep 2001 | B1 |
6285861 | Bonaccorso et al. | Sep 2001 | B1 |
6295311 | Sun | Sep 2001 | B1 |
6301289 | Bejjani et al. | Oct 2001 | B1 |
6304618 | Hafeez et al. | Oct 2001 | B1 |
6308072 | Labedz et al. | Oct 2001 | B1 |
6310704 | Dogan et al. | Oct 2001 | B1 |
6317453 | Chang | Nov 2001 | B1 |
6321090 | Soliman | Nov 2001 | B1 |
6324159 | Mennekens et al. | Nov 2001 | B1 |
6327471 | Song | Dec 2001 | B1 |
6330460 | Wong et al. | Dec 2001 | B1 |
6333947 | van Heeswyk et al. | Dec 2001 | B1 |
6351235 | Stilp | Feb 2002 | B1 |
6351642 | Corbett et al. | Feb 2002 | B1 |
6359874 | Dent | Mar 2002 | B1 |
6362760 | Kober et al. | Mar 2002 | B2 |
6363104 | Bottomley | Mar 2002 | B1 |
6377607 | Ling et al. | Apr 2002 | B1 |
6377636 | Paulraj et al. | Apr 2002 | B1 |
6380879 | Kober et al. | Apr 2002 | B2 |
6385264 | Terasawa et al. | May 2002 | B1 |
6396804 | Odenwalder | May 2002 | B2 |
6404760 | Holtzman et al. | Jun 2002 | B1 |
6414949 | Boulanger | Jul 2002 | B1 |
6430216 | Kober | Aug 2002 | B1 |
6449246 | Barton et al. | Sep 2002 | B1 |
6459693 | Park et al. | Oct 2002 | B1 |
6466611 | Bachu | Oct 2002 | B1 |
6501788 | Wang et al. | Dec 2002 | B1 |
6515980 | Bottomley | Feb 2003 | B1 |
6522683 | Smee | Feb 2003 | B1 |
6570909 | Kansakoski et al. | May 2003 | B1 |
6570919 | Lee | May 2003 | B1 |
6574270 | Madkour et al. | Jun 2003 | B1 |
6580771 | Kenney | Jun 2003 | B2 |
6584115 | Suzuki | Jun 2003 | B1 |
6590888 | Ohshima | Jul 2003 | B1 |
6665349 | Cherubini | Dec 2003 | B1 |
6668011 | Li et al. | Dec 2003 | B1 |
6680727 | Butler et al. | Jan 2004 | B2 |
6687723 | Ding | Feb 2004 | B1 |
6690723 | Gosse | Feb 2004 | B1 |
6711219 | Thomas et al. | Mar 2004 | B2 |
6714585 | Wang et al. | Mar 2004 | B1 |
6724809 | Reznik | Apr 2004 | B2 |
6741634 | Kim et al. | May 2004 | B1 |
6754340 | Ding | Jun 2004 | B1 |
6798737 | Dabak et al. | Sep 2004 | B1 |
6798850 | Wedin et al. | Sep 2004 | B1 |
6801565 | Bottomley et al. | Oct 2004 | B1 |
6829313 | Xu | Dec 2004 | B1 |
6839390 | Mills | Jan 2005 | B2 |
6882678 | Kong et al. | Apr 2005 | B2 |
6912250 | Adireddy | Jun 2005 | B1 |
6931052 | Fuller | Aug 2005 | B2 |
6956893 | Frank | Oct 2005 | B2 |
6963546 | Misra | Nov 2005 | B2 |
6975666 | Affes et al. | Dec 2005 | B2 |
6975669 | Ling | Dec 2005 | B2 |
6975671 | Sindhushayana | Dec 2005 | B2 |
7010073 | Black et al. | Mar 2006 | B2 |
7027533 | Abe et al. | Apr 2006 | B2 |
7200183 | Olson et al. | Apr 2007 | B2 |
7245679 | Aoki et al. | Jul 2007 | B2 |
7292623 | Reznik | Nov 2007 | B2 |
7373128 | Dowling | May 2008 | B2 |
7394879 | Narayan et al. | Jul 2008 | B2 |
7397842 | Bottomley et al. | Jul 2008 | B2 |
7430253 | Olson et al. | Sep 2008 | B2 |
7440490 | Kidiyarova-Shevchenko et al. | Oct 2008 | B2 |
7440492 | Maruyama | Oct 2008 | B2 |
7463609 | Scharf et al. | Dec 2008 | B2 |
7477710 | Narayan | Jan 2009 | B2 |
7577186 | Thomas et al. | Aug 2009 | B2 |
7733941 | McCloud | Jun 2010 | B2 |
7808937 | McCloud | Oct 2010 | B2 |
7876810 | McCloud | Jan 2011 | B2 |
8005128 | Lamba | Aug 2011 | B1 |
8090006 | Narayan | Jan 2012 | B2 |
8121177 | Narayan | Feb 2012 | B2 |
8654689 | McCloud | Feb 2014 | B2 |
9172411 | McCloud | Oct 2015 | B2 |
20010003443 | Velazquez et al. | Jun 2001 | A1 |
20010020912 | Naruse et al. | Sep 2001 | A1 |
20010021646 | Antonucci et al. | Sep 2001 | A1 |
20010028677 | Wang et al. | Oct 2001 | A1 |
20010046266 | Rakib et al. | Nov 2001 | A1 |
20020001299 | Petch et al. | Jan 2002 | A1 |
20020021747 | Sequeira | Feb 2002 | A1 |
20020051433 | Affes et al. | May 2002 | A1 |
20020060999 | Ma | May 2002 | A1 |
20020131534 | Ariyoshi | Sep 2002 | A1 |
20020154717 | Shima | Oct 2002 | A1 |
20020172173 | Schilling et al. | Nov 2002 | A1 |
20020176488 | Kober | Nov 2002 | A1 |
20020186761 | Corbaton et al. | Dec 2002 | A1 |
20020191676 | O'Hagan | Dec 2002 | A1 |
20030035468 | Corbaton et al. | Feb 2003 | A1 |
20030050020 | Erceg et al. | Mar 2003 | A1 |
20030053524 | Dent | Mar 2003 | A1 |
20030053526 | Reznik | Mar 2003 | A1 |
20030092456 | Dent | May 2003 | A1 |
20030095590 | Fuller | May 2003 | A1 |
20030156630 | Sriram | Aug 2003 | A1 |
20030198201 | Ylitalo et al. | Oct 2003 | A1 |
20030202568 | Choi et al. | Oct 2003 | A1 |
20030210667 | Zhengdi | Nov 2003 | A1 |
20030219085 | Endres | Nov 2003 | A1 |
20040008765 | Chung | Jan 2004 | A1 |
20040013190 | Jayaraman | Jan 2004 | A1 |
20040017867 | Thomas et al. | Jan 2004 | A1 |
20040022302 | Olson | Feb 2004 | A1 |
20040030534 | Thomas | Feb 2004 | A1 |
20040136445 | Olson et al. | Jul 2004 | A1 |
20040146093 | Olson | Jul 2004 | A1 |
20040161065 | Buckley | Aug 2004 | A1 |
20040190601 | Papadimitriou | Sep 2004 | A1 |
20040196892 | Reznik | Oct 2004 | A1 |
20040264552 | Smee | Dec 2004 | A1 |
20050031060 | Thomas | Feb 2005 | A1 |
20050084045 | Stewart | Apr 2005 | A1 |
20050111566 | Park et al. | May 2005 | A1 |
20050129107 | Park | Jun 2005 | A1 |
20050163196 | Currivan et al. | Jul 2005 | A1 |
20050180364 | Nagarajan | Aug 2005 | A1 |
20050195889 | Grant et al. | Sep 2005 | A1 |
20050201499 | Jonsson | Sep 2005 | A1 |
20050223049 | Regis | Oct 2005 | A1 |
20050243908 | Heo | Nov 2005 | A1 |
20050259770 | Chen | Nov 2005 | A1 |
20060013289 | Hwang | Jan 2006 | A1 |
20060072654 | Nielsen | Apr 2006 | A1 |
20060153283 | Scharf | Jul 2006 | A1 |
20060227730 | McCloud et al. | Oct 2006 | A1 |
20060227854 | McCloud et al. | Oct 2006 | A1 |
20070041310 | Tulino | Feb 2007 | A1 |
20110064172 | Olson | Mar 2011 | A1 |
20110080923 | McCloud | Apr 2011 | A1 |
Number | Date | Country |
---|---|---|
4201439 | Jul 1993 | DE |
4326843 | Feb 1995 | DE |
4343959 | Jun 1995 | DE |
0558910 | Jan 1993 | EP |
0610989 | Jan 1994 | EP |
1179891 | Feb 2002 | EP |
2280575 | Feb 1995 | GB |
2000-13360 | Jan 2000 | JP |
WO 9312590 | Jun 1995 | WO |
WO 2001089107 | Nov 2001 | WO |
WO 02080432 | Oct 2002 | WO |
Entry |
---|
G.M.A. Sessler, “Low Complexity Polynomial Expansion Multiuser Detector for CDMA Systems”, IEEE Trans. on Veh. Tech. 54(4), 1379-1391. |
Preliminary Amendment submitted on Sep. 13, 2010, re U.S. Appl. No. 12/274,551. 7 pages. |
Notice of Allowance and Fee(s) Due, dated Sep. 3, 2010, in re U.S. Appl. No. 12/426,083, includes Supplemental NOA and Information Disclosure Citation. 5 pages. |
Information Disclosure Statement submitted May 1, 2011 re U.S. Appl. No. 11/233,636. 9 Pages. |
Non-Final Office Action dated Jul. 31, 2008 for U.S. Appl. No. 11/100,935 for response dated Apr. 7, 2005, includes Notice of References Cited and Information Disclosure Statements. 56 pages. |
Non-Final Office Action dated Jul. 31, 2008 for U.S. Appl. No. 11/100,935 dated Apr. 7, 2005, 42 pages. |
B. Widrow, S. Stearns, “Adaptive Signal Processing”, Prentice Hall, Signal Processing Series, ISBN 0-13-004029-01, 1985. |
G.M.A. Sessler, “Low Complexity Polynomial Expansion Multiuser Detector for CDMA Systems”, IEEE Trans. On Veh. Tech., vol. 54, No. 4, pp. 1379-1391, Jul. 2005. |
Advisory Action Before the Filing of an Appeal Brief Office Action for reply filed Aug. 17, 2010, dated Sep. 1, 2010, in U.S. Appl. No. 11/266,928. 2 pages. |
AFFES, Sofiene; Hansen, Henrik; and Mermelstein, Paul, “Interference Subspace Rejection: A Framework for Multiuser Detection in Wideband CDMA,” IEEE Journal on Selected Areas in Communications, vol. 20, No. 2, Feb. 2002. 16 pages. |
Alexander, Paul D., Rasmussen, Lars K., and Schlegel, Christian B., “A Linear Receiver for Coded Multiuser CDMA,” IEEE transactions on Communications, vol. 45, No. 5, May 1997. 6 pages. |
Behrens, Richard T. and Scharf, Louis I., “Signal Processing Applications of Oblique Projection Operators,” IEEE Transactions on Signal Processing, vol. 42, No. 6, Jun. 1994, pp. 1413-1424. 12 pages. |
Behrens, Richard T. and Scharf, Louis L., “Parameter Estimation in the Presence of Low Rank Noise,” Proceedings of the Twenty-second Asilomar Conference on signals,systems and Computers, Pacific Grove, C.A,22ACSSC-12/88/0341, pp. 341-344, Maple Press, Nov. 1988. 4 pages. |
Behrens, Richard T., “Subspace Signal Processing in Structured Noise,” UMI Dissertation Services, Ann Arbor, MI, US, Nov. 30, 1990. 117 pages. |
Best, Roland E., “Phase-Locked Loops—Design, Simulation, and Applications,” 4th edition, McGraw-Hill, 1999. 23 pages. |
Cheng, Unjeng, Hurd, William J., and Statman, Joseph I., “Spread-Spectrum Code Acquisition in the Presence of Doppler Shift and Data Modulation,” IEEE Transactions on Communications, vol. 38, No. 2, Feb. 1990. 10 pages. |
Duel-Hallen, Alexandra, “Decorrelating Decision-Feedback Multiuser Detector for Synchronous Code-Division Multiple-Access Channel,” IEEE Transactions on Communications, vol. 41, No. 2, Feb. 1993. pp. 285-290. 6 pages. |
Frankel et al., “High-performance photonic analogue-digital converter,” Electronic Letters, Dec. 4, 1997, vol. 33, No. 25, pp. 2096-2097. 2 pages. |
Garg, Vijay K. and Wilkes, Joseph E., “Wireless and Personal Communications Systems,” Prentice Hall PTR, Upper Saddle River, NJ, US. 1996. 45 pages. |
Halper, Christian; Heiss, Michael; and Brasseur, Georg, “Digital-to-Analog Conversion by Pulse-Count Modulation Methods,” IEEE Transactions on Instrumentation and Measurement, vol. 45, No. 4, Aug. 1996. 10 pages. |
Iltis, Ronald A. and Mailaender, Laurence, “Multiuser Detection of Quasisynchronous CDMA Signals Using Linear Decorrelators,” IEEE Transactions on Communications, vol. 44, No. 11, Nov. 1996. 11 pages. |
Jayaweera, Sudharman K. et al., “A RAKE-Based Iterative Receiver for Space-Time Block-Coded Multipath CDMA”, IEEE Transactions on Signal Processing, vol. 52, No. 3, Mar. 2004. 11 Pages. |
Kaplan, Elliott D., Editor, “Understanding GPS—Principles and Applications,” Artech House, Norwood MA, US, 1996, pp. 152-236. (Provided publication missing pp. 83-151 of cited reference.) 46 pages. |
Kohno, Ryuji, Imaj, Hideki, and Hatori, Mitsutoshi, “Cancellation techniques of Co-Channel Interference in Asynchronous Spread Spectrum Multiple Access Systems,” May 1983, vol. J 56-A, No. 5. 8 pages. |
Lin, Kun; Zhao, Kan; Chui, Edmund; Krone, Andrew; and Nohrden, Jim; “Digital Filters for High Performance Audio Delta-sigma Analog-to-Digital and Digital-to-Analog Conversions,” Proceedings of ICSP 1996, Crystal Semiconductor Corporation, Austin, TX, US, pp. 59-63. 5 pages. |
Lupas, Ruxandra and Verdu, Sergio, “Linear Multiuser Detectors for Synchronous Code-Division Multiple-Access Channels,” IEEE Transactions on Information Theory, vol. 35, No. 1, Jan. 1989. 14 pages. |
Lupas, Ruxandra and Verdu, Sergio, “Near-Far Resistance of Multiuser Detectors in Asynchronous Channels,” IEEE transactions on Communications, vol. 38, No. 4, Apr. 1990. 13 pages. |
Marinkovic, Slavica et al., “Space-Time Iterative and Multistage Receiver Structures for CDMA Mobile Communications Systems”, IEEE Journal on Selected Areas in Communications, vol. 19, No. 8, Aug. 2001. 11 Pages. |
Mitra, Urbashi and Poor, H. Vincent, “Adaptive Decorrelating Detectors for CDMA Systems,” accepted for publication in the Wireless Communications Journal, accepted May 1995. 25 pages. |
Mitra, Urbashi, and Poor, H. Vincent, “Adaptive Receiver Algorithms for Near-Far Resistant CDMA,” IEEE Transactions of Communications, vol. 43, No. 2/3/4, Feb./Mar./Apr. 1995. 12 pages. |
Mohamed, Nermin A. et al., “A Low-Complexity Combined Antenna Array and Interference Cancellation DS-CDMA Receiver in Multipath Fading Channels”, IEEE Journal on Selected Areas in Communications, vol. 20, No. 2, Feb. 2002. 9 Pages. |
Notice of Allowance and Fee(s) Due dated May 28, 2010 for U.S. Appl. No. 11/272,411. 7 pages. |
Notice of Allowance and Fees Due dated Nov. 30, 2010 for U.S. Appl. No. 11/266,928 includes excerpt from Response to Final Office Action and Examiner's comments. 21 Pages. |
Office Action dated May 6, 2007, dated Jun. 28, 2010, U.S. Appl. No. 11/266,928. 17 pages. |
Ortega, J.G.; Janer, C.L.; Quero, J.M.; Franquelo, L.G.; Pinilla, J.; and Serrano, J., “Analog to Digital and Digital to Analog Conversion Based on Stochastic Logic,” IEEE 0-7803-3026-9/95, 1995. 5 pages. |
PCT Notification of Transmittal of International Search Report and Written Opinion of International Searching Authority dated Sep. 21, 2007, re Int'l Application No. PCT/US 06/36018. 10 pages. |
Price, et al., “A Communication Technique for Multipath Channels,” Proceedings to the IRE, vol. 46, The Institute of Radio Engineers, New York, NY, US, 1958. 16 pages. |
Rappaport, Theodore S., Editor, “Wireless Communications—Principles & Practice,” Prentice Hall, Upper Saddle River, NJ, US, 1996, pp. 518-533. 14 pages. |
Reply Brief dated Jul. 30, 2010 in U.S. Appl. No. 11/233,636. 22 pages. |
Response dated Aug. 17, 2010 to the Final Office Action of Jun. 28, 2010, U.S. Appl. No. 11/266,928. 47 pages. |
Response dated May 13, 2010 to final Office Action dated Apr. 19, 2010 U.S. Appl. No. 11/272,411 includes Terminal Disclaimer. 6 Pages. |
Response dated May 6, 2010 to Non-Final Office Action dated Dec. 14, 2009 U.S. Appl. No. 11/266,928. 43 Pages. |
Scharf, et al., “Matched Subspace Detectors,” IEEE Transactions on Signal Processing, vol. 42, No. 8, Aug. 1994. 12 pages. |
Scharf, Louis L., “Statistical Signal Processing—Detection, Estimation, and Time Series Analysis,” Addison-Wesley Publishing Company, 1991, pp. 23-75 and 103-178. 74 pages. |
Schlegel, C.B.; Xiang, Z-J.; and Roy, S., “Projection Receiver: A New Efficient Multi-User Detector,” IEEE 0-7803-2509-5/95, 1995. 5 pages. |
Schlegel, Christian and Xiang, Zengjun, “A New Projection Receiver for Coded Synchronous Multi-User CDMA Systems,” Proceedings, 1995, IEEE International Symposium on Information Theory, p. 318, Sep. 17, 1995. 1 page. |
Schlegel, Christian, Alexander, Paul and Roy, Sumit, “Coded Asynchronous CDMA and Its Efficient Detection,” IEEE Transactions on Information Theory, vol. 44, No. 7, Nov. 1998. 11 pages. |
Schlegel, Christian; Roy, Sumit; Alexander, Paul D.; and Xiang, Zeng-Jun, “Multiuser Projection Receivers,” IEEE Journal on Selected Areas in Communications, vol. 14, No. 8, Oct. 1996. 9 pages. |
Schneider, Kenneth S., “Optimum Detection of Code Division Multiplexed Signals,” IEEE Transactions on Aerospace and Electronic Systems, vol. AES-15, No. 1, Jan. 1979. 5 pages. |
Stimson, George W., “An Introduction to Airborne Radar,” 2nd Edition, SciTech Publishing Inc., Mendham, NJ, US, 1998, pp. 163-176 and 473-491. 40 pages. |
Thomas, John K., “Thesis for the Doctor of Philosophy Degree,” UMI Dissertation Services, Jun. 28, 1996. Ann Arbor, MI, US, 117 pages. |
Verdu, Sergio, “Minimum Probability of Error for Asynchronous Gaussian Multiple-Access Channels,” IEEE Transactions on Information Theory, vol. IT-32, No. 1, Jan. 1986. 12 pages. |
Viterbi, Andrew J., “CDMA—Principles of Spread Spectrum Communication,” Addison-Wesley Publishing Company, Reading, MA,US. 1995, pp. 11-75 and 179-233. 66 pages. |
Viterbi, Andrew J., “Very Low Rate Convolutional Codes for Maximum Theoretical Performance of Spread-Spectrum Multiple-Access Channels,” IEEE Journal on Selected Areas in Communications, vol. 8, No. 4, May 1990. pp. 641-649, 9 pages. |
Wang, Xiaodong et al., “Space-Time Multiuser Detection in Multipath CDMA Channels”, IEEE Transactions on Signal Processing, vol. 47, No. 9, Sep. 1999. 19 Pages. |
Xie, Zhenhua; Short, Robert T. and Rushforth, Craig K., “A Family of Suboptimum Detectors for Coherent Multiuser Communications,” IEEE Journal on Selected Areas in Communications, vol. 8, No. 4, pp. 683-690, May 1990. 8 pages. |
Zheng, Fu-Chun and Barton, Stephen K., “On the Performance of Near-Far Resistant CDMA Detectors in the Presence of Synchronization Errors,” IEEE Transactions on Communications, vol. 43, No. 12 (pp. 3037-3045), Dec. 1995. 9 pages. |
B. Widrow, S. ‘Stearns Adaptive Signal Processing’, Prentice Hall, Signal Processing Series, 1985. |
H. Yan et al, “ Parallel Interference Cancellation for Uplink Multirate Overlay CDMA channels”, IEEE Trans. Comm. V53,No. 1, Jan. 2005, pp. 152-161. |
K. Hooli, et al, “Chip Level Channel Equalization in WCDMA Downlink”, EURASIP Journal on Applied Signal Processing 2002:8, pp. 757-770. |
J. Winters, “Optimal Combining in Digital Mobile Radio with Co channel Interference”, IEEEE J. Selected Areas in Comm., V. SAC-2, No. 4, Jul. 1984, pp. 528-539. |
M. Ali-Hackl, et. al, “Error Vector Magnitude as a Figure of Merit for CDMA Receiver Design”, The Fifth European Wireless Conference Feb. 24-27, 2004. |
D. Athanasios et. al, “SNR Estimation Algorithms in AWGN for Hiper LAN/2 Transceiver”, MWCN 2005 Morocco, Sep. 19-21, 2005. |
D. Divsalar, “Improved Parallel Interference Cancellation for CDMA”, IEEE Trans. Comm., V46, No. 2, Feb. 1998, pp. 258-268. |
T.Lim, S.Roy, “Adaptive Filters in Multiuser (MU) CDMA detection,” Wireless Networks 4 (1998) pp. 307-318. |
D.Guo,et. al, “A Matrix-Algebraic Approach to Linear Parallel Interference Cancellation in CDMA” IEEE Trans. Comm., V. 48, No. 1, Jan. 2000, pp. 152-161. |
L. Rasmussen, et. al, “A Matrix-Algebraic Approach to Successive Interference Cancellation in CDMA” IEEE J. Selected Areas Comm. V. 48, No. 1, Jan. 2000, pp. 145-151. |
D.Guo, et. al, “Linear Parallel Interference Cancellation in Long Code CDMA-Multiuser Detection” IEEE J. Selected Areas Comm. V.17, No. 12, Dec. 1999, pp. 2074-2081. |
G. Xue, et. al, “Adaptive Multistage Parallel Interference Cancellation for CDMA” IEEE J. Selected Areas Comm. V.17, No. 10, Oct. 1999, pp. 1815-1827. |
Y. Guo ,“Advance MIMO —CDMA receiver for Interference Suppression: Algorithms, Systems-on-Chips Architectures and Design Methodology,” Doctoral Thesis, Rice University, May 2005, pp. 165-180. |
J. Robler, et. al, “Matched—Filter and MMSE Based Iterative Equalization with Soft Feedback, for QPSK Transmission”, International Zurich Seminar on Broadband Communication (IZS 2002) pp. 19-1-19-6, Feb. 2002. |
H. Dai, et al, “Iterative Space—Time Processing for Multiuser Detection in Multipath CDMA Channels”, IEEE Trans. Signal Proc., V.50, No. 9, Sep. 2002, pp. 2116-2127. |
A. Yener, et. al, “CDMA Multiuser Detection : A Non-Linear Programming Approach”, IEEE Trans. Comm., V. 50, No. 6, Jun. 2002, pp. 1016-1024. |
A .Persson, et. al, “Time Frequency Localized CDMA for Downlink Multicarrier Systems”, 2002 7th Int. Symp. Spread Spectrum, V. 1, 2002, pp. 118-122. |
G.M.A. Sessler, “Low Complexity Polynomial Expansion Multiuser Detector for CDMA Systems”, IEEE Trans. on Veh. Tech., 54(4), 1379-1391. |
Number | Date | Country | |
---|---|---|---|
20160050041 A1 | Feb 2016 | US |
Number | Date | Country | |
---|---|---|---|
Parent | 14108333 | Dec 2013 | US |
Child | 14924196 | US | |
Parent | 12892874 | Sep 2010 | US |
Child | 14108333 | US | |
Parent | 11272411 | Nov 2005 | US |
Child | 12892874 | US |
Number | Date | Country | |
---|---|---|---|
Parent | 11233636 | Sep 2005 | US |
Child | 11272411 | US |