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This invention relates generally to the field of telecommunication systems, and more specifically to correcting the IQ-imbalance in receivers that generate in-phase (I) and quadrature-phase (Q) signal components from an incoming carrier signal in such systems.
With continuing remarkable growth in information technology and personal media devices, communication technology is taking center stage in the modern technological community. As consumers become more and more reliant on cell phones, PDAs, mobile televisions, personal navigation devices, personal media players, and a myriad of other devices employing communication systems, manufacturers are faced with growing pressures to build devices at lower cost with improved capabilities. A significant factor in the cost and performance of a communications device is the receiver. Incorporating cheaper and better-performing receivers into communication devices is critical for manufacturers aiming to compete in this space.
Generally, a communications system includes a transmitter communicating with a receiver over a communications channel. The transmitter modulates an original signal to create a carrier signal oscillating at a unique frequency. The carrier signal's unique frequency can define its channel in the system. A receiver can receive the carrier signal from an antenna or through a direct wire transmission. Before information contained in the carrier signal can be used, the carrier signal must be demodulated. The receiver's function is to demodulate the carrier signal and produce a signal that can be used by other components of the device to carry out the device's functions.
Complex receivers are a type of receiver in communications systems. Generally, the carrier signal is received in an analog portion of the receiver known as a mixer, where an in-phase signal component and a quadrature-phase signal component of the received signal are produced. The in-phase signal component and the quadrature-phase signal component can then be conveyed to other portions of the receiver for further demodulation and processing, which can take place in both analog and digital domains.
With the rapid evolution of semiconductor manufacturing and digital signal processing technologies, the digital portion of the complex receiver has, and continues to, rapidly become less costly to produce, more efficient, faster, and more precise. The analog portion of the complex receiver, particularly the mixer; however, continues to be relatively expensive and complicated, especially when high levels of performance are required.
What is needed, is a system and method for demodulation of a signal in a complex receiver where the mixer and the analog portion of the receiver is simplified and designed with less precision to reduce costs and complexity and the digital portion of the receiver is able to compensate for the simplification and imprecision of the analog side.
More specifically, a complex receiver receives a carrier signal that has been modulated from an original signal that comprised an in-phase and a quadrature-phase signal component. The complex receiver demodulates the carrier signal by extracting from the carrier signal an in-phase signal component of the original signal and a quadrature-phase signal component of the original signal. The demodulation is done by sending the carrier signal down separate paths of the complex receiver, the in-phase branch and the quadrature-phase branch. On the in-phase branch, the carrier signal is multiplied, in a mixer, by a COS signal that is generated by an oscillator at the frequency of the carrier signal. The resulting signal represents the in-phase (I) signal component of the original signal. On the Quadrature-phase branch, the carrier signal is multiplied, in a mixer, by a −SIN signal that is generated by passing the COS signal generated by the same oscillator through a phase shifter and shifting the phase by −90 degrees. The resulting signal represents the quadrature-phase (Q) signal component of the original signal.
The recovered I and Q signal components can exhibit imperfections known as an IQ-imbalance. Two sources of the IQ-imbalance are a gain differential between the I and Q signal components and an error in phase shift between the I and Q signal components. Namely, since the carrier signal travels down separate paths of the complex receiver to produce the I and Q signal components, differences in resistance and/or capacitance between the paths can create a difference in gain between the resulting I and Q signal components, known as a gain imbalance. Also, when the carrier signal is mixed with the COS and −SIN functions, an error in phase shift between the COS and −SIN functions will create an error in phase shift between the resulting I and Q signal components, known as a phase imbalance. The presence of an IQ-imbalance creates imperfections in the recovered signals and impairs a device's performance.
Methods have been developed for correcting the IQ-imbalance employing calibration signals, reference signals, and other means. However, these methods often require high-precision manufacture, complex architecture, and interdependence between components; all of which results in increased costs and decreased performance, reliability, and flexibility. What is needed is a mechanism for correcting the IQ-imbalance that does not depend on a calibration framework, that simplifies the structure of receivers, and that can be applied reliably and with minimal interdependency between components. As will be seen, the invention meets this need in an elegant manner.
In the following description, numerous specific details are set forth in order to provide a thorough understanding of the present invention. However, it will be apparent to one skilled in the art that the present invention can be practiced without these specific details. In other instances, well known circuits, components, algorithms, and processes have not been shown in detail or have been illustrated in schematic or block diagram form in order not to obscure the present invention in unnecessary detail. Additionally, for the most part, details concerning communications systems, transmitters, receivers, communications devices and the like, have been omitted inasmuch as such details are not considered necessary to obtain a complete understanding of the present invention and are considered to be within the understanding of persons of ordinary skill in the relevant art. It is further noted that, where feasible, all functions described herein may be performed in either hardware, software, firmware, analog components or a combination thereof, unless indicated otherwise. Certain terms are used throughout the following description and claims to refer to particular system components. As one skilled in the art will appreciate, components may be referred to by different names. This document does not intend to distinguish between components that differ in name, but not function. In the following discussion and in the claims, the terms “including” and “comprising” are used in an open-ended fashion, and thus should be interpreted to mean “including, but not limited to . . . .”
Embodiments of the present invention are described herein. Those of ordinary skill in the art will realize that the following detailed description of the present invention is illustrative only and is not intended to be in any way limiting. Other embodiments of the present invention will readily suggest themselves to such skilled persons having the benefit of this disclosure. Reference will be made in detail to implementations of the present invention as illustrated in the accompanying drawings. The same reference indicators will be used throughout the drawings and the following detailed description to refer to the same or like parts.
In the interest of clarity, not all of the routine features of the implementations described herein are shown and described. It will, of course, be appreciated that in the development of any such actual implementation, numerous implementation-specific decisions must be made in order to achieve the developer's specific goals, such as compliance with applications and business-related constraints, and that these specific goals will vary from one implementation to another and from one developer to another. Moreover, it will be appreciated that such a development effort might be complex and time-consuming, but would nevertheless be a routine undertaking of engineering for those of ordinary skill in the art having the benefit of this disclosure.
In accordance with various embodiments of the invention, an IQ-imbalance of a complex receiver is corrected by compensating the in-phase signal component and the quadrature-phase signal component produced in the complex receiver based on an IQ-imbalance, which IQ-imbalance can comprise a phase imbalance and a gain imbalance, that is estimated by analyzing the in-phase signal component and the quadrature-phase signal component. A carrier signal can be received at the complex receiver. An in-phase signal component and a quadrature-phase signal component can be generated from the carrier signal. The generated in-phase signal component and the generated quadrature-phase signal component can be analyzed to estimate an IQ-imbalance. Based on the estimated IQ-imbalance, the in-phase signal component and quadrature-phase signal component can be compensated to correct the IQ-imbalance.
One advantage of these embodiments is that it enables the design and construction of a system and method for demodulation of a signal in a complex receiver wherein the analog portion of the receiver can be simplified and designed with less precision to reduce costs and complexity, and the digital portion of the receiver can compensate for the simplification and imprecision of the analog side. To achieve this advantage, the embodiments describe systems and methods for correcting large and small values of IQ-imbalance blindly, that is, without the use of a calibration signal or any other mechanism that continuously or periodically manipulates the analog portion of the receiver.
It is to be understood that throughout the specification and claims, the term “complex receiver” is a general term to be interpreted in a broad, non-limiting sense. Namely, a complex receiver can encompass any portion of a device that is involved in demodulation and processing of a signal to prepare the signal for use in components specific to the device's functions. Hence, the complex receiver can be located in different physical locations of a device and functions of the complex receiver can be performed in different components of the device. For instance, one portion of the complex receiver can be in a signal mixer and another portion can be in a microprocessor that also carries out other functions of the device in addition to functions of the complex receiver.
In various embodiments, systems and methods are described for blind IQ-imbalance estimation and compensation. In various embodiments, a complex receiver can receive a carrier signal. The complex receiver can be a direct conversion receiver, a low IF receiver, or any other type of receiver that produces an in-phase signal component and a quadrature-phase signal component. The carrier signal can be any carrier signal conveyed wirelessly, through wire, or through other mediums, for example, an RF signal or an FM signal. The carrier signal can be a modulated signal of an original complex signal that can comprise an in-phase (I) signal component and a quadrature-phase (Q) signal component. In the complex receiver, an uncorrected I signal component and an uncorrected Q signal component can be generated by mixing the carrier signal with COS and −SIN functions on parallel paths. An IQ-imbalance can exist in the generated signals as an error in phase shift and a differential gain imbalance. The IQ-imbalance can be estimated by analyzing the I signal component and the Q signal component generated in the complex receiver. The estimate of the IQ-imbalance can be in terms of a gain imbalance (α), a phase imbalance (ε), and/or any other additional parameter. The I signal component and the Q signal component generated in the complex receiver can be compensated based on the estimated IQ-imbalance to correct the IQ-imbalance and thereby reduce imperfections in a corrected I signal component and a corrected Q signal component.
In some embodiments, the I and Q signal components generated in the complex receiver can be converted to digital signals in an A/D converter. The signals can then be conveyed to a digital signal processor for processing. In the digital domain, the IQ-imbalance (λ), gain imbalance (α), and/or the phase error (ε) can be estimated by analyzing the I and Q signals. The estimated values can then be used in one or more algorithms to correct the I and Q signals in the digital domain.
In other embodiments, values for the IQ-imbalance (λ), gain imbalance (α) and/or the phase error (ε) can be estimated in the digital domain while compensation is done in the analog domain. I and Q signal components can be received from the mixer and conveyed to an analog IQ-imbalance compensator wherein the I and Q signal components can be corrected based on an estimated gain and phase imbalance. The corrected I and Q signal components can be converted to digital in an A/D converter and conveyed to a digital IQ-imbalance estimator. In the estimator, the IQ-imbalance, gain imbalance, and/or phase imbalance can be estimated. The estimated imbalance values can be converted to analog in a D/A converter and conveyed to the analog IQ imbalance compensator where the I and Q signal components received from the mixer can be corrected based on the estimated λ, α, and/or ε.
In the following discussion, distinctions will be made between small and big values of IQ-imbalance. A given value of IQ-imbalance can be considered small when both the gain imbalance and the phase imbalance are small. Generally, a gain imbalance under 2 decibels can be considered small and a phase imbalance under 6 degrees can be considered small. However, it will be apparent to one skilled in the art that these ranges can be larger or smaller depending on the particular application of these embodiments.
where E represents the mean value function, Ĩ is the uncorrected I signal component, and {tilde over (Q)} is the uncorrected Q signal component. It should be noted that the process for deriving these formulas, as well as other formulas mentioned throughout this disclosure, will be described in greater detail further below, at the end of this specification.
As illustrated in
In one embodiment, the IQ Imbalance estimator illustrated in
where Ĩ is the uncorrected I signal component and {tilde over (Q)} is the uncorrected Q signal component.
As illustrated in
where Ĩ is the uncorrected I signal component and {tilde over (Q)} is the uncorrected Q signal component.
As illustrated in
can be applied to {circumflex over (α)}0 504 to produce the final estimate of the gain imbalance {circumflex over (α)} 508. The initial estimate of phase imbalance, {circumflex over (ε)}0, 505 and the final estimate of the gain imbalance, {circumflex over (α)}, 508 can be conveyed to a second phase imbalance estimator 507. In the second phase imbalance estimator 507, the function
can be applied to {circumflex over (ε)}0 505 and {circumflex over (α)} 508 to produce the final phase imbalance {circumflex over (ε)} 509.
where Ĩ is the uncorrected I signal component and {tilde over (Q)} is the uncorrected Q signal component.
As illustrated in
can be applied to {circumflex over (α)}0 604 to produce the final estimate of the gain imbalance {circumflex over (α)} 608. The initial estimate of phase imbalance, {circumflex over (ε)}0, 605 and the final estimate of the gain imbalance, {circumflex over (α)}, 608 can be conveyed to a second phase imbalance estimator 607. In the second phase imbalance estimator 607, the function
can be applied to {circumflex over (ε)}0 605 and {circumflex over (α)} 608 to produce the final phase imbalance {circumflex over (ε)} 609.
where Ĩ is the uncorrected I signal component, {tilde over (Q)} is the uncorrected Q signal component, Î is the corrected I signal component, and {circumflex over (Q)} is the corrected Q signal component.
As illustrated in
where {circumflex over (α)} can be an estimated gain imbalance, to generate the product
The uncorrected {tilde over (Q)} signal component 702 can be conveyed to a multiplier 704, where it can be multiplied by
to generate the product
The two products can be added in an adder 705 to produce the corrected I signal component Î 706. To produce a corrected Q signal component ({circumflex over (Q)}) 707, the uncorrected {tilde over (Q)} signal component 702 can be conveyed to a multiplier 708, where it can be multiplied by
where {circumflex over (α)} can be an estimated gain imbalance, to generate the product
The uncorrected Ĩ signal component 701 can be conveyed to a multiplier 709, where it can be multiplied by
to generate the product
The two products can be added in an adder 710 to produce the corrected Q signal component {circumflex over (Q)} 707.
where Îα is the I signal component after correction for the gain imbalance and {circumflex over (Q)}α is the Q signal component after correction for the gain imbalance, Ĩ is the uncorrected I signal component, {tilde over (Q)} is the uncorrected Q signal component, Î is the corrected I signal component, and {circumflex over (Q)} is the corrected Q signal component.
As illustrated in
to produce an I signal component corrected for gain imbalance (Îα) 816 and the {tilde over (Q)} signal component 802 can be conveyed to a multiplier 805 and multiplied by
to produce a Q signal component corrected for gain imbalance ({circumflex over (Q)}α) 817. The Îα signal component and the {circumflex over (Q)}α signal component can be conveyed to a phase imbalance compensator 806. In the phase imbalance compensator 806, the {circumflex over (Q)}α signal component 817 can be conveyed to a multiplier 810, where it can be multiplied by
The resulting product can be conveyed to an adder 807, where it can be added with the Îα signal component 816, also conveyed to the adder 807, to produce a signal corrected for both phase and gain imbalance. The resulting signal can be conveyed to an overall gain adjuster 811, wherein it can be conveyed to a multiplier 812 and multiplied by
to produce a corrected I signal component (Î) 814. In the phase imbalance compensator 806, the Îα signal component 816 can be conveyed to a multiplier 809, where it can be multiplied by
The resulting product can be conveyed to an adder 808, where it can be added with the {circumflex over (Q)}α signal component, also conveyed to the adder 808, to produce a signal corrected for both phase and gain imbalance. The resulting signal can be conveyed to an overall gain adjuster 811, wherein it can be conveyed to a multiplier 813 and multiplied by
to produce a corrected Q signal component ({circumflex over (Q)}) 815.
As illustrated in
In certain embodiments, IQ-imbalance estimation can be performed according to the embodiments of the invention and IQ-imbalance compensation can be performed according to methods not described here. In other embodiments, IQ-imbalance compensation can be performed according to the embodiments of the invention and IQ-imbalance estimation can be performed according to methods not described here. Further, where feasible, IQ-imbalance estimation may be performed, according to the embodiments of the invention, based on any of gain imbalance alone, phase imbalance alone, phase imbalance and gain imbalance together, and one or both of gain imbalance and phase imbalance in addition to other estimation parameters not described here. Similarly, where feasible, IQ-imbalance compensation may be performed, according to the embodiments of the invention, based on any of gain imbalance alone, phase imbalance alone, phase imbalance and gain imbalance together, and one or both of gain imbalance and phase imbalance in addition to other compensation parameters not described here.
The following paragraphs of the disclosure illustrate how some formulas and mathematical relationships previously used throughout the figures and the specification were derived. These formulas can be used for estimating the IQ-imbalance in terms of the phase imbalance and the gain imbalance and for compensating signals to correct the IQ-imbalance, in accordance with various embodiments of the invention. It should be noted, however, that these formulas and their derivation are described for purposes of illustration and are not intended to limit aspects of the invention to the particular forms described herein. It will be apparent to one of ordinary skill in the art that these formulas and relationships are not always necessary and can be modified without departing from the scope of the invention.
According to various embodiments of the invention, the carrier signal can be shown in terms of original I and Q signal components in the following form:
xC(t)=I(t)·cos(ωCt)−Q(t)·sin(ωCt)
In this form, xC is the carrier signal, I is the original I signal component, Q is the original Q signal component, and ωC is the frequency of the carrier signal.
In one embodiment, once the carrier signal is received, it can be conveyed to a mixer. After mixing the carrier signal with mixing signals COS and −SIN, the outputs of the mixer can be shown as the following:
Where Ĩ is the uncorrected I signal component, {tilde over (Q)} is the uncorrected Q signal component, α is the gain imbalance, ε is the phase error, and t represents the time.
At this point, high frequencies can be filtered from the signals. After filtering high frequencies, the signals can be written as the following:
Finally, the complex signal can be represented as the following:
Where {tilde over (x)} is the complex signal representation of the uncorrected I and Q signals and
is a complex value that represents the IQ-imbalance.
Without any approximation for small angles of ε/2, the distorted signals can be represented as the following equation:
In this case, if a new complex signal is defined as
then the distorted signal can be shown in the following:
Where E is an averaging function.
If we consider that the original I and Q signals are independent, then E{IQ}=0 and therefore we will have:
If the original I and Q signals are assumed to have the same power, then:
The value of E{tilde over (x)}2 incorporating the IQ-Imbalance distortion can be shown by the following equation:
Re E{tilde over (x)}2 and Im E{tilde over (x)}2 can be evaluated in terms of Ĩ and {tilde over (Q)}:
ReE{tilde over (x)}2=E{Ĩ2−{tilde over (Q)}2} (Eq.22)
ImE{tilde over (x)}2=E{2Ĩ·{tilde over (Q)}} (Eq.23)
E|{tilde over (x)}|2=+E{Ĩ2+{tilde over (Q)}2} (Eq.24)
Therefore, we can evaluate α and ε from the following equations:
We can eliminate E{I2+Q2} from the above equations by dividing:
Therefore:
For small values of gain imbalance, for example, for α smaller than 10%, we will have:
α<0.1<<2→4±α2≅4 (Eq.32)
Then:
For small values of IQ-imbalance, for example, a gain imbalance smaller than 2 dB and a phase imbalance smaller than 6 degrees, it can be shown that a Maximum Likelihood estimate of IQ-imbalance ({circumflex over (λ)}ML) can be calculated by the following formula:
Therefore, the ML estimation for gain imbalance ({circumflex over (α)}ML) and phase imbalance ({circumflex over (ε)}ML) can be represented by the following formulas:
For large values of IQ-imbalance, for example, a gain imbalance greater than 2 dB and a phase imbalance greater than 6 degrees, it can be shown that an estimate for gain imbalance ({circumflex over (α)}) and phase imbalance ({circumflex over (ε)}) can be calculated by the following formulas:
According to various embodiments, compensation for small values of IQ-imbalance can be done by applying the following formula:
Where λ, the IQ-imbalance, is defined as:
{circumflex over (x)} is the complex signal expression of corrected I and Q signals, and {tilde over (x)} is the complex signal expression of the uncorrected I and Q signals.
By substituting {tilde over (x)} (t)=x(t)+λ·x*(t) (Eq. 1) into Equation 42, we have:
{circumflex over (x)}={tilde over (x)}−λ·{tilde over (x)}*=(x+λ·x*)−λ·(x+λ·x*)*=x·(1−|λ|2)≅x (Eq.43)
Where, for a small λ, {circumflex over (x)} approximates x, the original un-modulated signal.
We can express Equation 42 in the following formulas:
where Ĩ is the uncorrected I signal component, {tilde over (Q)} is the uncorrected Q signal component, Î is the corrected I signal component, and {circumflex over (Q)} is the corrected Q signal component.
According to various embodiments, compensation for large values of IQ-imbalance can be done by applying the following formula:
Where Îα is the I signal component after correction for the gain imbalance and {circumflex over (Q)}α is the Q signal component after correction for the gain imbalance.
The various embodiments of the invention may also involve a number of functions to be performed by a computer processor, such as a microprocessor. The microprocessor may be a specialized or dedicated microprocessor that is configured to perform particular tasks according to the embodiments by executing machine-readable software code that defines the particular tasks described herein. The microprocessor may also be configured to operate and communicate with other devices such as direct memory access modules, memory storage devices, Internet related hardware, and other devices that relate to the transmission of data in accordance with the embodiments of the invention. The software code may be configured using software formats such as Java, C++, XML (Extensible Mark-up Language) and other languages that may be used to define functions that relate to operations of devices required to carry out the functional operations related to the embodiments of the invention. The code may be written in different forms and styles, many of which are known to those skilled in the art. Different code formats, code configurations, styles, and forms of software programs and other means of configuring code to define the operations of a microprocessor in accordance with the embodiments of the invention will not depart from the spirit and scope of the invention.
Within the different types of devices, such as computers, laptops, cell phones, PDAs, mobile televisions, personal navigation devices, personal media players or other devices that can utilize the embodiments of the invention, there can exist different types of memory components for storing and retrieving information while performing functions according to the embodiments. Cache memory devices can be included in such devices for use by a central processing unit as a convenient storage location for information that is frequently stored and retrieved. Similarly, a persistent memory can be used with such devices for maintaining information that is frequently retrieved by the central processing unit, but that is not often altered within the persistent memory, unlike the cache memory. Main memory can also be included for storing and retrieving larger amounts of information such as data and software applications configured to perform functions according to the various embodiments when executed by the central processing unit. These memory devices may be configured as random access memory (RAM), static random access memory (SRAM), dynamic random access memory (DRAM), flash memory, and other memory storage devices that may be accessed by a central processing unit to store and retrieve information. During data storage and retrieval operations, these memory devices are transformed to have different states, such as different electrical charges, different magnetic polarity, and the like. Thus, systems and methods configured according to the embodiments of the invention as described herein enable the physical transformation of these memory devices. Accordingly, the embodiments described herein are directed to novel and useful systems and methods that, in one or more embodiments, are able to transform the memory device into a different state. The invention is not limited to any particular type of memory device, or any commonly used protocol for storing and retrieving information to and from these memory devices, respectively.
Further, within the different types of devices, such as computers, laptops, cell phones, PDAs, mobile televisions, personal navigation devices, personal media players or other devices that utilize the embodiments of the invention, there can exist different types of interface components for conveying and displaying information while performing functions described herein. Visual displays such as LCDs and audio devices such as speakers can be included in such devices to display information contained in a received signal in audio and/or visual format while performing functions of the various embodiments. During operation, these components are transformed into different states to display various graphical images or to vibrate at various frequencies in order to convey images and sounds to the user. Thus, systems and methods configured according to the embodiments described herein can enable the physical transformation of these interface components. Further, systems and methods configured according to the embodiments of the invention can enable the transformation of a machine-readable medium, such as a carrier signal, into a different state, such as an image or a sound wave. Accordingly, the novel and useful systems and methods described herein allow, in one or more embodiments, transformation of the interface components into a different state and transformation of a received signal into a different state. The invention is not limited to any particular type of interface component or received signal, or any commonly used protocol for applying such components and signals.
The term “machine-readable medium” should be taken to include a single medium or multiple media (e.g., a centralized or distributed database, and/or associated caches and servers) that store the one or more sets of instructions. The term “machine-readable medium” shall also be taken to include any medium that is capable of storing, encoding or carrying a set of instructions for execution by the machine and that causes the machine to perform any one or more of the methodologies of the embodiments of the present invention. The machine-readable medium includes any mechanism that provides (i.e., stores and/or transmits) information in a form readable by a machine (e.g., a computer, PDA, cellular telephone, etc.). For example, a machine-readable medium includes memory (such as described above); magnetic disk storage media; optical storage media; flash memory devices; biological electrical, mechanical systems; electrical, optical, acoustical or other form of propagated signals (e.g., carrier waves, infrared signals, digital signals, etc.). The device or machine-readable medium may include a micro-electromechanical system (MEMS), nanotechnology devices, organic, holographic, solid-state memory device and/or a rotating magnetic or optical disk. The device or machine-readable medium may be distributed when partitions of instructions have been separated into different machines, such as across an interconnection of computers or as different virtual machines.
While certain exemplary embodiments have been described and shown in the accompanying drawings, it is to be understood that such embodiments are merely illustrative of and not restrictive on the broad invention, and that this invention is not limited to the specific constructions and arrangements shown and described, since various other modifications may occur to those ordinarily skilled in the art. Accordingly, the specification and drawings are to be regarded in an illustrative rather than a restrictive sense.
Reference in the specification to “an embodiment,” “one embodiment,” “some embodiments,” “various embodiments” or “other embodiments” means that a particular feature, structure, or characteristic described in connection with the embodiments is included in at least some embodiments, but not necessarily all embodiments. References to “an embodiment,” “one embodiment,” or “some embodiments” are not necessarily all referring to the same embodiments. If the specification states a component, feature, structure, or characteristic “may,” “can,” “might,” or “could” be included, that particular component, feature, structure, or characteristic is not required to be included. If the specification or claim refers to “a” or “an” element, that does not mean there is only one of the element. If the specification or claims refer to an “additional” element, that does not preclude there being more than one of the additional element.
This patent application claims priority to U.S. Provisional Patent Application No. 61/243,373 entitled “BLIND IQ IMBALANCE ESTIMATION AND COMPENSATION”, by Mandi Khoshgard, et al., filed on Sep. 17, 2009.
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