DCT

2:24-cv-00196

Smart RF Inc v. Cellco Partnership

Key Events
Complaint
complaint

I. Executive Summary and Procedural Information

  • Parties & Counsel:
  • Case Identification: 2:24-cv-00196, E.D. Tex., 03/19/2024
  • Venue Allegations: Venue is asserted based on Defendant’s alleged continuous and systematic business in the district, commission of infringing acts, and maintenance of regular and established places of business, including retail stores and cellular network infrastructure.
  • Core Dispute: Plaintiff alleges that Defendant’s cellular network base stations infringe five patents related to digital pre-distortion (DPD) technology used to linearize radio frequency power amplifiers.
  • Technical Context: Digital pre-distortion is a critical technique in modern wireless communications for improving the power efficiency of transmitters while maintaining the signal integrity required by advanced cellular standards.
  • Key Procedural History: The complaint notes that U.S. Patent No. 10,958,296 is a continuation of the application that led to U.S. Patent No. 9,641,204, indicating a shared specification and priority lineage. No other significant procedural history is alleged.

Case Timeline

Date Event
2001-06-08 Priority Date for ’345 Patent
2006-04-25 Issue Date for ’345 Patent
2007-12-03 Priority Date for ’561 Patent
2010-05-14 Priority Date for ’857 Patent
2011-10-14 Priority Date for ’204 and ’296 Patents
2011-12-13 Issue Date for ’561 Patent
2014-07-01 Issue Date for ’857 Patent
2017-05-02 Issue Date for ’204 Patent
2021-03-23 Issue Date for ’296 Patent
2024-03-19 Complaint Filing Date

II. Technology and Patent(s)-in-Suit Analysis

U.S. Patent No. 7,035,345 - Adaptive predistortion device and method using digital receiver, Issued April 25, 2006

The Invention Explained

  • Problem Addressed: The patent describes the difficulty of linearizing radio frequency (RF) power amplifiers (PAs), particularly when designers do not have direct access to the baseband signal before it is up-converted to RF. Traditional RF-based predistortion techniques were often inflexible and struggled to meet demanding linearity specifications. (’345 Patent, col. 2:26-34).
  • The Patented Solution: The invention proposes an adaptive system that uses two separate digital receivers to characterize the PA's performance directly at the RF stage. A first receiver samples the pre-distorted signal sent to the PA, while a second receiver samples the amplified signal coming out of the PA. (’345 Patent, col. 5:4-20). An "instantaneous characterization and control module" compares these two signals to model the PA's distortions, including memory effects, and dynamically updates look-up tables that control the predistortion applied to the input signal. (’345 Patent, Abstract; Fig. 1).
  • Technical Importance: This architecture enabled more precise and adaptable predistortion by performing the signal analysis and correction in the digital domain, offering a powerful alternative to less effective analog methods or baseband-only solutions. (’345 Patent, col. 2:47-51).

Key Claims at a Glance

  • The complaint asserts at least dependent claim 13, which relies on independent method claim 1. The infringement allegations focus on the elements of claim 1. (Compl. ¶¶ 26-27).
  • Independent Claim 1 requires:
    • An adaptive method for predistorting an RF modulated signal.
    • Predistorting the signal using an I/Q modulator controlled by amplitude and phase look-up tables.
    • Producing a first feedback signal from the RF predistorted signal via a first digital receiver.
    • Producing a second feedback signal from the RF amplified output signal via a second digital receiver.
    • Modeling the power amplifier in response to the first and second feedback signals.
    • Updating the look-up tables in response to the modeling.
  • The complaint reserves the right to assert additional claims. (Compl. ¶26, n.3).

U.S. Patent No. 8,767,857 - Multi-cell processing architectures for modeling and impairment compensation in multi-input multi-output systems, Issued July 1, 2014

The Invention Explained

  • Problem Addressed: In multi-input multi-output (MIMO) systems, which use multiple antennas to transmit signals simultaneously, performance is degraded not only by distortions within each signal path but also by "crosstalk" and other interactions between the different paths. Conventional predistortion methods designed for single-antenna systems do not account for these complex inter-path impairments. (’857 Patent, col. 2:7-15).
  • The Patented Solution: The invention discloses a pre-compensation method specifically for MIMO systems. It uses a "matrix of pre-processing cells" to generate a pre-distorted signal. This matrix architecture is designed to estimate and compensate for impairments including "nonlinear crosstalk between distinct ones of the plurality of input signals." (’857 Patent, Abstract; col.4:50-58). By modeling the entire MIMO system, including inter-path effects, the invention aims to correct for a wider range of distortions.
  • Technical Importance: The technology provided a framework for extending predistortion from single-path transmitters to the more complex MIMO systems that are fundamental to achieving higher data rates in 4G/5G cellular standards. (’857 Patent, col. 1:15-22).

Key Claims at a Glance

  • The complaint asserts at least independent method claim 1. (Compl. ¶39).
  • Independent Claim 1 requires:
    • A method for MIMO impairment pre-compensation.
    • Receiving a plurality of input signals.
    • Generating a pre-distorted multiple-input signal from the received signal.
    • Feeding the pre-distorted signal into a MIMO transmitter to generate a multiple-output signal.
    • Estimating impairments generated by the transmitter, where the impairments comprise "nonlinear crosstalk between distinct ones of the plurality of input signals."
    • Adjusting the pre-distorted signal to compensate for the estimated impairments by feeding the received signal to a "matrix of pre-processing cells."
  • The complaint reserves the right to assert additional claims. (Compl. ¶39, n.3).

U.S. Patent No. 9,641,204 - Digital multi-band predistortion linearizer with nonlinear subsampling algorithm in the feedback loop, Issued May 2, 2017

  • Technology Synopsis: The patent describes a transmitter that handles multiple frequency bands simultaneously. It addresses the problem of simplifying the feedback path required for predistortion by using a single "subsampling receiver" to capture the multi-band output signal, rather than requiring a separate, complex receiver for each band. This requires a specific algorithm to select a sampling frequency that digitizes all bands without aliasing or interference. (’204 Patent, col. 2:5-30).
  • Asserted Claims: At least Claim 1 (a transmitter claim). (Compl. ¶52).
  • Accused Features: The complaint alleges that Defendant's base stations, using MaxLin DPD technology, infringe by including a concurrent digital multi-band predistortion block and a "signal observation feedback loop configured to effect concurrent sampling... at a subsampling frequency." (Compl. ¶¶ 55-56).

U.S. Patent No. 10,958,296 - Digital multi-band predistortion linearizer with non-linear subsampling algorithm in the feedback loop, Issued March 23, 2021

  • Technology Synopsis: As a continuation of the '204 patent, this patent claims a method for linearizing a transmitter. The method involves predistorting concurrent input signals, amplifying them, and then "receiving in an analyzing and modelling stage first feedback signals taken from an output of the power amplifier, and second feedback signals taken concurrently from the concurrent predistorted signals." These signals are used to model nonlinearity and update the digital predistorters. (’296 Patent, Claim 10).
  • Asserted Claims: At least Claim 10 (a method claim). (Compl. ¶62).
  • Accused Features: The complaint alleges infringement through the operation of base stations that effect predistortion and use an "analyzing and modelling stage" that receives "first feedback signals taken from an output of the power amplifier, and second feedback signals taken concurrently from the concurrent predistorted signals." (Compl. ¶65).

U.S. Patent No. 8,078,561 - Nonlinear behavior models and methods for use thereof in wireless radio systems, Issued December 13, 2011

  • Technology Synopsis: This patent discloses a specific behavioral model for nonlinear systems that separates the problem into two cascaded modules. A "dynamic weak nonlinear" (DWNL) module, typically a filter, models memory effects, while a "static strong nonlinear" (SSNL) module, typically a look-up table, models the primary, memoryless nonlinearities. This two-part structure is intended to improve modeling accuracy for wideband systems. (’561 Patent, Abstract).
  • Asserted Claims: At least Claim 7 (a predistorter claim). (Compl. ¶72).
  • Accused Features: The complaint alleges infringement by accused base stations that comprise a predistorter with a "dynamic nonlinear predistorter module" coupled to a "second module characterizing static nonlinear characteristics of the nonlinear system," which mirrors the claimed DWNL/SSNL architecture. (Compl. ¶¶ 74-75).

III. The Accused Instrumentality

Product Identification

Defendant’s cellular network, which includes accused instrumentalities such as cellular base stations (e.g., eNodeBs and gNodeBs). (Compl. ¶¶ 26, 39).

Functionality and Market Context

The complaint alleges that these base stations employ DPD technology to linearize their power amplifiers, a necessary function for providing reliable 4G and 5G cellular services. (Compl. ¶¶ 10, 13). The infringement allegations identify specific DPD solutions allegedly used by Defendant, including the Xilinx LogiCORE IP Digital Pre-Distortion for the '345 Patent and MaxLin DPD technology, which incorporates the NanoSemi Linearizer Core, for the other asserted patents. (Compl. ¶¶ 26, 39, 52). A diagram from a NanoSemi technical document is used to illustrate how the accused technology allegedly suppresses inter-band noise and interference, a key feature of MIMO pre-compensation. This diagram shows a significant improvement in Adjacent Channel Leakage Ratio (ACLR) from -22.5dBc to -46.5dBc. (Compl. p. 18, Fig. 7). The complaint asserts that these base stations are part of the infrastructure through which Defendant derives substantial revenue. (Compl. ¶6).

IV. Analysis of Infringement Allegations

’345 Patent Infringement Allegations

Claim Element (from Independent Claim 1) Alleged Infringing Functionality Complaint Citation Patent Citation
an adaptive method for predistorting an RF modulated signal... The accused instrumentalities perform adaptive pre-distortion that adapts to power dynamics. ¶27 col. 2:47-51
predistorting the RF modulated signal... using an I/Q modulator... controlled by means of amplitude and phase look-up tables stored in a distorting generator. The accused instrumentalities use an I/Q modulator within a DPD block, controlled by coefficients stored in look-up tables, to pre-distort the signal. The complaint's "Xilinx DPD HW Block View" diagram shows a "DPD Datapath" block interposed between the signal source and the power amplifier. ¶28; p. 9, Fig. 2 col. 6:58-65
producing, via a first digital receiver, a first feedback signal in response to the RF predistorted signal. The accused instrumentalities produce a first feedback signal (z(n)) in response to the pre-distorted signal. The complaint's "DPD Algorithmic View" diagram shows this feedback path from the "Pre-distortion function" output. ¶29; p. 11, Fig. 1 col. 5:14-16
producing, via a second digital receiver, a second feedback signal in response to the RF amplified output signal from the power amplifier. The accused instrumentalities produce a second feedback signal (y(n)) in response to the amplified output signal from the PA. ¶30; p. 11, Fig. 1 col. 5:17-20
modeling the power amplifier in response to the first and second feedback signals. An "estimation block" in the accused instrumentalities allegedly takes the first and second feedback signals as inputs to model the PA distortion. ¶31 col. 3:5-7
updating the predistortion amplitude and phase look-up tables in response to said modeling of the power amplifier. The accused instrumentalities update the parameters of the predistortion function, which are stored in memory or look-up tables, based on the modeling from the estimation block. ¶32 col. 3:8-10

Identified Points of Contention

  • Scope Questions: A central question may be whether the accused system’s integrated feedback architecture constitutes the claimed "first digital receiver" and "second digital receiver." Defendant may argue its system uses a single, unified feedback and estimation module, whereas the patent describes and claims two distinct receivers. (Compl. ¶¶ 29-30; ’345 Patent, Fig. 1).
  • Technical Questions: The complaint alleges an "estimation block" models the PA based on the two feedback signals. (Compl. ¶31). A factual dispute may arise over whether this block performs the specific "discrimination of the complex envelope" and modeling of "nonlinearities and memory effects" as required by the dependent claims ultimately asserted. (Compl. ¶¶ 26, 34).

’857 Patent Infringement Allegations

Claim Element (from Independent Claim 1) Alleged Infringing Functionality Complaint Citation Patent Citation
a method for multiple-input multiple-output impairment pre-compensation. The accused instrumentalities (e.g., eNodeBs and gNodeBs) perform a method for MIMO impairment pre-compensation using hardware such as a NanoSemi Linearizer. ¶40 col. 2:16-22
receiving a plurality of input signals forming a multiple-input signal in a multiple-input multiple-output system. The accused instrumentalities receive a plurality of input signals in a 2x2 MIMO system, as shown in a diagram of the "NanoSemi Linearizer." ¶41; p. 15, Fig. 2 col. 4:51-52
generating a pre-distorted multiple-input signal from the received multiple-input signal... An "actuator" block in the accused system generates a pre-distorted signal from the received multiple-input signal. ¶42 col. 4:52-54
generating a multiple-output signal by feeding the pre-distorted multiple-input signal into a multiple-input and multiple-output transmitter. The pre-distorted signal is amplified by a PA block, which functions as the MIMO transmitter, to generate a multiple-output signal. ¶43 col. 4:54-57
estimating impairments generated by the... transmitter, the impairments comprising nonlinear crosstalk between distinct ones of the plurality of input signals. The accused instrumentalities use an "estimator" to analyze feedback signals and are alleged to suppress noise and interference between bands, which the complaint equates with compensating for nonlinear crosstalk. ¶44 col. 4:58-61
adjusting the pre-distorted multiple-input signal... wherein generating the... signal comprises feeding the received... signal to a matrix of pre-processing cells... The "actuators" allegedly comprise a "matrix of pre-processing cells" that adjust the signal to correct for nonlinear distortion and crosstalk. ¶45 col. 4:62-65

Identified Points of Contention

  • Scope Questions: Does the accused system’s "actuator" block (Compl. ¶45) meet the definition of a "matrix of pre-processing cells"? The patent describes a specific matrix structure, and a court will have to determine if the allegedly equivalent hardware is organized and functions in the same way. (’857 Patent, Fig. 7).
  • Technical Questions: The complaint uses evidence of "suppression of inter-band noise and interference" to support the allegation of compensating for "nonlinear crosstalk." (Compl. p. 18, Fig. 7; ¶44). A key technical question will be whether these two concepts are functionally equivalent as required by the claim language.

V. Key Claim Terms for Construction

For the ’345 Patent

  • The Term: "digital receiver"
  • Context and Importance: Claim 1 requires two separate digital receivers. The viability of the infringement allegation may depend on whether the accused system's more integrated feedback hardware can be characterized as two distinct "receivers." Practitioners may focus on this term because the patent's architecture appears more modular than modern, highly integrated System-on-Chip (SoC) solutions.
  • Intrinsic Evidence for Interpretation:
    • Evidence for a Broader Interpretation: The specification describes the function of the digital receiver as translating the signal "from RF to baseband," performing complex down-converting, filtering, and decimating. (Compl. ¶29; ’345 Patent, col. 5:8-13). A plaintiff may argue that any set of components performing these functions constitutes a "digital receiver," regardless of physical integration.
    • Evidence for a Narrower Interpretation: Figure 1 of the patent depicts the two digital receivers (54, 60) as distinct blocks, each fed by a separate RF translator (50, 56) and A/D converter (52, 58). A defendant may argue that the term requires this specific, physically and logically separate multi-component structure. (’345 Patent, Fig. 1).

For the ’857 Patent

  • The Term: "matrix of pre-processing cells"
  • Context and Importance: This term defines the core of the claimed pre-compensation method. The infringement theory relies on mapping the accused "actuators" to this claimed matrix. (Compl. ¶45). The definition of "matrix" and "cell" will be critical.
  • Intrinsic Evidence for Interpretation:
    • Evidence for a Broader Interpretation: The specification describes the function of the matrix as being "in order to compensate for the dual branch nonlinearities and any crosstalk and interference." (’857 Patent, col. 4:53-56). A plaintiff could argue that any collection of processing elements that collectively models and corrects these MIMO-specific impairments functions as the claimed "matrix of pre-processing cells."
    • Evidence for a Narrower Interpretation: The patent provides a mathematical representation of the matrix where each cell Dij represents a specific processing block relating the i-th input to the j-th output. (’857 Patent, Fig. 7, Eq. 2). A defendant may argue that the term requires an architecture that is explicitly structured as an N×N matrix of discrete processing blocks, not a more generalized "actuator."

VI. Other Allegations

Indirect Infringement

The complaint does not plead separate counts for indirect infringement. The allegations focus on direct infringement by Defendant through its own acts of making, using, and selling cellular services that operate the accused network. (Compl. ¶¶ 26, 39).

Willful Infringement

The complaint does not allege any facts to support pre-suit knowledge of the asserted patents, such as prior notice. While the prayer for relief requests a finding of an exceptional case and enhanced damages, the body of the complaint does not establish a basis for willfulness. (Compl. ¶¶ 79, 81(v)).

VII. Analyst’s Conclusion: Key Questions for the Case

  • A central issue will be one of architectural mapping: Can Plaintiff prove that the integrated DPD hardware in modern cellular base stations, as depicted in marketing and technical diagrams, embodies the specific, often more modular, multi-component structures claimed in the asserted patents, such as the '345 patent's "first digital receiver" and "second digital receiver" or the '857 patent's "matrix of pre-processing cells"?
  • A key evidentiary question will be one of functional equivalence: Does the accused systems' alleged "suppression of inter-band noise" (as shown in a marketing figure) perform the specific function of compensating for "nonlinear crosstalk between distinct ones of the plurality of input signals" as explicitly required by claim 1 of the '857 patent?
  • The case will likely turn on claim construction: The dispute may hinge on whether key terms like "digital receiver" and "matrix of pre-processing cells" are given a broader, functional definition or a narrower, structural one based on the patent's specific embodiments. The outcome of construction will likely determine whether the modern, integrated architectures of the accused products fall within the scope of patents filed over a decade ago.