throbber
UNITED STATES PATENT AND TRADEMARK OFFICE
`____________
`
`BEFORE THE PATENT TRIAL AND APPEAL BOARD
`____________
`
`APPLE INC.
`Petitioner
`
`v.
`
`INVT SPE LLC
`Patent Owner
`____________
`
`Case No. 2018-01477
`U.S. Patent No. 7,848,439
`____________
`
`DECLARATION OF DR. ANDREW C. SINGER
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`I, Andrew C. Singer, hereby declare the following:
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`I.
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`INTRODUCTION
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`1.
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`I, Andrew C. Singer, have been retained by counsel for Petitioner as a
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`technical expert in the above-captioned case. Specifically, I have been asked to
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`render certain opinions in regards to the IPR petition with respect to U.S. Patent No.
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`7,848,439 (“the ’439 Patent”). I understand that the Challenged Claims are claims
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`1-11. My opinions are limited to those Challenged Claims.
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`2. My compensation in this matter is not based on the substance of my
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`opinions or the outcome of this matter nor do I have any financial interest in the
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`outcome of this proceeding. I am being compensated at an hourly rate of $500 for
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`my analysis and testimony in this case.
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`3.
`
`In reaching my opinions in this matter, I have reviewed the following
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`materials:
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`• Exhibit 1001 – U.S. Patent No. 7,848,439 to She (“the ’439 Patent”);
`• Exhibit 1004 – U.S. Patent No. 6,904,283 (“Li”);
`• Exhibit 1005 – U.S. Patent No. 7,885,228 (“Walton”);
`• Exhibit 1006 – U.S. Patent No. 7,221,680 (“Vijayan”);
`• Exhibit 1007 – John C. Proakis and Masoud Salehi, Communication
`Systems Engineering, Prentice Hall (1994) (“Proakis”);
`• Exhibit 1008 – Edfors, Ove et al. “An introduction to orthogonal
`frequency-division multiplexing.” September 1996.
`http://users.cecs.anu.edu.au/~thush/engn3214/OFDM.pdf (“Edfors”);
`• Exhibit 1009 – Paulraj, Arogyaswami et al. Introduction to Space-Time
`Wireless Communications. Cambridge University Press. 2003
`(“Paulraj”); and
`• Exhibit 1010 – U.S. Patent No. 3,488,445 (“Chang”);
`
`
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`A. Background and Qualifications
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`4.
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`I am currently a Professor in the Department of Electrical and Computer
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`Engineering, where I hold a Fox Family endowed Professorship. I also serve as
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`Associate Dean for Innovation and Entrepreneurship for the College of Engineering
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`at the University of Illinois at Urbana Champaign.
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`5.
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`I received a Bachelor of Science degree in Electrical Engineering and
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`Computer Science from Massachusetts Institute of Technology in 1990; a Master of
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`Science degree in Electrical Engineering and Computer Science from Massachusetts
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`Institute of Technology in 1992; and a Ph.D. in Electrical Engineering from
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`Massachusetts Institute of Technology in 1996.
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`6.
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`Since 1990, I have been active in the signal processing and
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`communications fields. I have authored and/or co-authored numerous publications,
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`including books and refereed journal publications and conference articles on the
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`topic of signal processing and communication systems and devices. A focus of many
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`of these publications is on methods for adaptive modulation, coding, transmission,
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`and reception in wireless communication systems in general, and in orthogonal
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`frequency division multiplexing (OFDM) and orthogonal frequency division
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`multiple-access (OFDMA) systems in particular.
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`7.
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`I have designed, built, and patented various components of
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`communication and signal processing systems. These include various radio-
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`frequency, SONAR, LIDAR, air-acoustic and underwater acoustic signal processing
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`systems as well as wire-line, wireless, optical and underwater acoustic
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`communication systems. An important aspect in many of these systems is the design
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`of adaptive modulation, coding and transmission for wireless communication
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`systems.
`
`8.
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`I have taught both undergraduate and graduate level courses in signal
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`processing, and communication systems. For example, I have taught Digital Signal
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`Processing and Embedded DSP Laboratory classes. Additional examples of courses
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`I have taught at the University of Illinois at Urbana Champaign include: Advanced
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`Digital Signal Processing; Digital Signal Processing; Digital Signal Processing
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`Laboratory; Probability with Engineering Applications; Random Processes; Optical
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`Communication Systems; Advanced Lectures in Engineering Entrepreneurship;
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`Embedded DSP Laboratory; Developing Design Thinking; Technology
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`Commercialization; and Senior Design Laboratory. I have also overseen numerous
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`PhD and Master’s students researching topics related to signal processing and
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`communication systems.
`
`9.
`
`I was the co-founder and CEO of Intersymbol Communications, Inc., a
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`communications component manufacturer focused on the development of signal
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`
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`processing-enhanced components used in optical communication networks.
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`Intersymbol Communications, Inc. was acquired by Finisar Corporation, the world's
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`largest supplier of optical communication modules and subsystems.
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`10.
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`I was appointed the Associate Dean for Innovation and Entrepreneurship
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`in the College of Engineering, where I direct a wide range of entrepreneurship
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`activities. These include the campus-wide Illinois Innovation Prize, celebrating our
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`most innovative students on campus, as well as our annual Cozad New Venture
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`Competition. I am also the Principal Investigator for the National Science
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`Foundation’s Innovation Corps Sites program at the University of Illinois, working
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`with faculty and student startup companies.
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`11. My research and commercial experience led to my authoring of
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`numerous papers. I have authored over 200 papers on digital signal processing and
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`communication systems, several of which were voted "Best Paper of the Year" by
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`technical committees of the IEEE. Citing these and other contributions, I was elected
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`Fellow of the Institute of Electrical and Electronics Engineers ("IEEE") “for
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`contributions to signal processing techniques for digital communication.” I was also
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`selected as a Distinguished Lecturer of the Signal Processing Society.
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`12.
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`I hold ten granted U.S. patents, all in the field of communication
`
`systems.
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`
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`13.
`
`In summary, I have over 25 years of experience related to signal
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`processing and communication systems.
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`14.
`
`I have attached my curriculum vitae as Appendix A, which includes a
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`list of all publications I have authored within the last ten years.
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`II. LEGAL FRAMEWORK
`15.
`I am a technical expert and do not offer any legal opinions. However,
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`counsel has informed me that in proceedings before the USPTO the claims of an
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`unexpired patent are to be given their broadest reasonable interpretation in view of
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`the specification from the perspective of one skilled in the art. The broadest
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`reasonable interpretation does not mean the broadest possible interpretation. Rather,
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`the meaning given to a claim term must be consistent with the ordinary and
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`customary meaning of the term (unless the term has been given a special definition
`
`in the specification), and must be consistent with the use of the claim term in the
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`specification and drawings. Further, the broadest reasonable interpretation of the
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`claims must be consistent with the interpretation that those skilled in the art would
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`reach. I have been informed that the ’439 patent has not expired.
`
`16.
`
`I have also been informed that the Patent Trial and Appeal Board
`
`(“PTAB”) may soon apply the standard applied by Article III courts (i.e., the Phillips
`
`standard). I have applied the plain and ordinary meaning of all remaining claim
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`terms. I believe the plain and ordinary meanings I’ve applied are consistent with
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`
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`both the BRI and Phillips standards, and I do not believe any claim terms require
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`express construction to resolve the proposed grounds of rejection discussed herein.
`
`17.
`
`I have also been informed that the implicit or inherent disclosures of a
`
`prior art reference may anticipate the claimed invention. Specifically, if a person
`
`having ordinary skill in the art at the time of the invention would have known that
`
`the claimed subject matter is necessarily present in a prior art reference, then the
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`prior art reference may “anticipate” the claim. Therefore, a claim is “anticipated” by
`
`the prior art if each and every limitation of the claim is found, either expressly or
`
`inherently, in a single item of prior art.
`
`18. Counsel has also informed me that a person cannot obtain a patent on an
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`invention if his or her invention would have been obvious to a person of ordinary
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`skill in the art at the time the invention was made. A conclusion of obviousness may
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`be founded upon more than a single item of prior art. In determining whether prior
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`art references render a claim obvious, counsel has informed me that courts consider
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`the following factors: (1) the scope and content of the prior art, (2) the differences
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`between the prior art and the claims at issue, (3) the level of skill in the pertinent art,
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`and (4) secondary considerations of non-obviousness. In addition, the obviousness
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`inquiry should not be done in hindsight. Instead, the obviousness inquiry should be
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`done through the eyes of one of skill in the relevant art at the time the patent was
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`filed.
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`19.
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`In considering whether certain prior art renders a particular patent claim
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`obvious, counsel has informed me that courts allow a technical expert to consider
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`the scope and content of the prior art, including the fact that one of skill in the art
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`would regularly look to the disclosures in patents, trade publications, journal articles,
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`industry standards, product
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`literature and documentation,
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`texts describing
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`competitive technologies, requests for comment published by standard setting
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`organizations, and materials from industry conferences. I believe that all of the
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`references that my opinions in this IPR are based upon are well within the range of
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`references a person of ordinary skill in the art would consult to address the type of
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`problems described in the Challenged Claims.
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`20.
`
`I have been informed that the United States Supreme Court’s most
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`recent statement on the standard for determining whether a patent is obvious was
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`stated in 2007 in the KSR decision. Specifically, I understand that the existence of
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`an explicit teaching, suggestion, or motivation to combine known elements of the
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`prior art is a sufficient, but not a necessary, condition to a finding of obviousness.
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`Thus, the teaching suggestion-motivation test is not to be applied rigidly in an
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`obviousness analysis. In determining whether the subject matter of a patent claim is
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`obvious, neither the particular motivation nor the avowed purpose of the patentee
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`controls. Instead, the important consideration is the objective reach of the claim. In
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`other words, if the claim extends to what is obvious, then the claim is invalid. I
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`
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`further understand the obviousness analysis often necessitates consideration of the
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`interrelated teachings of multiple patents, the effects of demands known to the
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`technological community or present in the marketplace, and the background
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`knowledge possessed by a person having ordinary skill in the art. All of these issues
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`may be considered to determine whether there was an apparent reason to combine
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`the known elements in the fashion claimed by the patent.
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`21.
`
`I also understand that in conducting an obviousness analysis, a precise
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`teaching directed to the specific subject matter of the challenged claim need not be
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`sought out because it is appropriate to take account of the inferences and creative
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`steps that a person of ordinary skill in the art would employ. I understand that the
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`prior art considered can be directed to any need or problem known in the field of
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`endeavor at the time of invention and can provide a reason for combining the
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`elements of the prior art in the manner claimed. In other words, the prior art need
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`not be directed towards solving the same specific problem as the problem addressed
`
`by the patent. Further, the individual prior art references themselves need not all be
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`directed towards solving the same problem. Under the KSR obviousness standard,
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`common sense is important and should be considered. Common sense teaches that
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`familiar items may have obvious uses beyond their primary purposes.
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`22.
`
`I also understand that the fact that a particular combination of prior art
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`elements was “obvious to try” may indicate that the combination was obvious even
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`if no one attempted the combination. If the combination was obvious to try
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`(regardless of whether it was actually tried) or leads to anticipated success, then it is
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`likely the result of ordinary skill and common sense rather than innovation. I further
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`understand that in many fields it may be that there is little discussion of obvious
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`techniques or combinations, and it often may be the case that market demand, rather
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`than scientific literature or knowledge, will drive the design of an invention. I
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`understand that an invention that is a combination of prior art must do more than
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`yield predictable results to be non-obvious.
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`23.
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`I understand that for a patent claim to be obvious, the claim must be
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`obvious to a person of ordinary skill in the art at the time of the invention. I
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`understand that the factors to consider in determining the level of ordinary skill in
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`the art include (1) the educational level and experience of people working in the field
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`at the time the invention was made, (2) the types of problems faced in the art and the
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`solutions found to those problems, and (3) the sophistication of the technology in the
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`field.
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`24.
`
`I understand that at least the following rationales may support a finding
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`of obviousness:
`
`•
`
`•
`
`•
`
`Combining prior art elements according to known methods to yield
`predictable results;
`Simple substitution of one known element for another to obtain
`predictable results;
`Use of a known technique to improve similar devices (methods, or
`products) in the same way;
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`
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`•
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`•
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`•
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`•
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`•
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`•
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`25.
`
`Applying a known technique to a known device (method, or product)
`ready for improvement to yield predictable results;
`“Obvious to try”—choosing from a finite number of identified,
`predictable solutions, with a reasonable expectation of success;
`A predictable variation of work in the same or a different field of
`endeavor, which a person of ordinary skill would be able to implement;
`If, at the time of the alleged invention, there existed a known problem
`for which there was an obvious solution encompassed by the patent’s
`claim;
`Known work in one field of endeavor may prompt variations of it for
`use in either the same field or a different one based on technological
`incentives or other market forces if the variations would have been
`predictable to one of ordinary skill in the art; and/or
`Some teaching, suggestion, or motivation in the prior art that would
`have led one of ordinary skill to modify the prior-art reference or to
`combine prior-art reference teachings to arrive at the claimed invention.
`
`I understand that even if a prima facie case of obviousness is established,
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`the
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`final determination of obviousness must also consider “secondary
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`considerations” if presented. In most instances, the patentee raises these secondary
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`considerations of non-obviousness. In that context, the patentee argues an invention
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`would not have been obvious in view of these considerations, which include: (a)
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`commercial success of a product due to the merits of the claimed invention; (b) a
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`long-felt, but unsatisfied need for the invention; (c) failure of others to find the
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`solution provided by the claimed invention; (d) deliberate copying of the invention
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`by others; (e) unexpected results achieved by the invention; (f) praise of the
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`invention by others skilled in the art; (g) lack of independent simultaneous invention
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`within a comparatively short space of time; (h) teaching away from the invention in
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`the prior art.
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`26.
`
` I further understand that secondary considerations evidence is only
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`relevant if the offering party establishes a connection, or nexus, between the
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`evidence and the claimed invention. The nexus cannot be based on prior art features.
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`The establishment of a nexus is a question of fact. While I understand that Patent
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`Owner has not offered any secondary considerations at this time, I will supplement
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`my opinions in the event that Patent Owner raises secondary considerations during
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`the course of this proceeding.
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`III. OPINION
`A. Background of the Technology
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`27. Electrical communication systems send information from a source to
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`one or more destinations. Proakis (Ex. 1007) at 5. As shown in the following
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`functional block diagram, the typical communication system consists of an
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`information source, a transmitter, a physical channel, a receiver, and an output
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`transducer:
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`
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`Id.
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`
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`28. Orthogonal Frequency Division Multiplexing (OFDM) is a commonly
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`used communication scheme that transmits data using orthogonal subcarriers
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`between a transmitter and a receiver. OFDM can be used as a transmission scheme
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`between a base station and a mobile station. OFDM has existed since at least the
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`1960s. Edfors (Ex. 1008) at 1.
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`29. Modulation and coding techniques in wireless communication systems
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`such as radio have existed since at least 1933. Paulraj (Ex. 1009) at 2 (“A key
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`advance was made in 1933, when Armstrong invented frequency modulation (FM),
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`which made possible high quality radio communications.”). OFDM dates back to
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`the mid 60s, for example, to the work by Robert Chang at Bell Labs. U.S. Patent No.
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`3,488,445 to Chang (Ex. 1010) (“Chang”), filed in 1966, describes an “orthogonal
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`frequency multiplex data transmission system.” As described by Chang, OFDM
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`transmits coded and modulated data on “a plurality of mutually orthogonal carrier
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`waves such that overlapping, but band-limited, frequency spectra are produced
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`without causing interchannel and intersymbol interference.” Id. at Abstract. These
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`plurality of carriers are frequently referred to as subcarriers, and the band of
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`frequencies spanned by the data modulated onto a given subcarrier is often referred
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`to as a subband. It has long been known in the field that groups of subcarriers can be
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`allocated to a particular user to increase overall throughput for that user. These
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`groups of multiple subcarriers are often referred to as subbands, subband groups, or
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`subcarrier groups.
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`30. The physical channel is the physical medium that is used to send the
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`signal from the transmitter to the receiver. Proakis (Ex. 1007) at 7. In wireless
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`communications systems on Earth, the physical channel is the atmosphere. Id. In
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`radio communications, an antenna radiates electromagnetic energy into the
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`atmosphere in a specified frequency range. Id. at 15. Noise in the atmosphere (e.g.,
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`lightning, rain, thermal noise, etc.), other man-made noises, interference caused by
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`nearby users, and many other factors can degrade the quality of the signal. Id. at 7,
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`19.
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`Even for communications between a base station and a single user’s cellular handset,
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`there can be significant differences in the channel quality among the subcarriers
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`available to be allocated for that user’s communications. As channel quality
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`increases, one can increase the bit throughput of that channel without risking errors
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`at reception. Accordingly, as explained in the background section of the ’439 Patent,
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`it was known in the prior art that methods of Adaptive Modulation/Coding (“AMC”)
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`could be used to (1) measure the channel quality of available subcarriers and (2)
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`select optimal modulation and coding schemes (which dictate throughput) to
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`maximize system throughput based on the current channel quality. See ’439 Patent
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`(Ex. 1001) at 1:34-2:31. These prior art AMC techniques used channel quality
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`measurements to both determine which subcarriers or groups of subcarriers were
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`allocated to a user and to select proper coding and modulation schemes. Id. Lastly,
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`the ’439 Patent also explains that it was known in the prior art to combine groups of
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`subcarriers into subbands (or subband groups) for allocation. Id.
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`31. Therefore, the OFDM communications and corresponding modulation
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`and coding techniques, AMC, and subband grouping were well developed by
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`November 19, 2004.
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`B.
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`32.
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`Level of a Person Having Ordinary Skill in the Art
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`I was asked to provide my opinion as to the level of skill of a person
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`having ordinary skill in the art (“PHOSITA”) of the ’439 Patent at the time of the
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`claimed invention, which counsel has told me to assume is November 19, 2004. In
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`determining the characteristics of a hypothetical person of ordinary skill in the art of
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`the ’439 Patent, I considered several factors, including the type of problems
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`
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`encountered in the art, the solutions to those problems, the rapidity with which
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`innovations are made in the field, the sophistication of the technology, and the
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`education level of active workers in the field. I also placed myself back in the time
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`frame of the claimed invention and considered the colleagues with whom I had
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`worked at that time.
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`33.
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`In my opinion, a person of ordinary skill in the art would have been a
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`person having a Bachelor’s degree in electrical engineering or the equivalent plus
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`three years of experience working with digital communication systems or in network
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`engineering or a Master’s degree in electrical engineering with an emphasis on
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`communication systems or the equivalent plus one year of experience working with
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`digital communication systems or in network engineering.
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`34. My opinion is based on my experience in hiring and leading technical
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`teams in areas related to the ’439 Patent and its supporting technologies, and on
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`working with others in these same technical fields. Additionally, I was at least a
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`person having ordinary skill in the art as of the priority date of the ’439 Patent.
`
`C. Summary of Prior Art
`
`1.
`Li
`35. Li describes an OFDMA (Orthogonal Frequency Division Multiple
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`Access) communication system with subcarrier allocation in which subcarriers are
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`partitioned into groups called clusters. Li (Ex. 1004) at Abstract. The clusters are
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`used in communication between a base station and a mobile handset (“subscriber”).
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`
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`Id. at Fig. 9. A POSITA would understand that the “cluster” terminology used by Li
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`is analogous to “subbands” used elsewhere in the art, including in the ’439 Patent.
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`36. Li discloses an adaptive modulation and coding (AMC) technique by
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`which the subscriber terminal (cellular handset) estimates the SINR for each cluster
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`based on pilot symbols received from the base station. Channel estimation is
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`performed and the subscriber uses the received signal for calculating noise or
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`interference. The AMC parameters can be changed based on channel conditions. Id.
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`at 7:33-36 (“The coding/modulation rate can be adaptively changed according to the
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`channel conditions observed at the receiver after the initial cluster allocation and rate
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`selection.”). Li also describes combining the OFDM subbands/clusters into groups
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`as a means of, among other benefits, decreasing signaling overhead for the AMC
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`process. Id. at 11:61-67 (“The clusters may be allocated in groups. Goals of group-
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`based cluster allocation include reducing the data bits for cluster indexing, thereby
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`reducing the bandwidth requirements of the feedback channel (information) and
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`control channel (information) for cluster allocation.”).
`
`37. Both Li and the ’439 Patent teach OFDM communication systems
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`employing AMC where modulation and coding parameters are selected in response
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`to channel estimation. Additionally, both Li and the ’439 Patent teach combining
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`subbands/clusters of subcarriers into groups. Thus, Li is in the same field of endeavor
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`and is reasonably pertinent to the claims in the ’439 Patent.
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`2. Walton
`38. Walton describes an OFDM-based transmission system where a single
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`set of modulation and coding parameters (“transmission mode”) is applied to a group
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`of transmission channels that have varying signal to noise ratios. Walton (Ex. 1005)
`
`at 2:21-27. Like the ’439 Patent and Li, Walton notes that significant feedback
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`bandwidth is required to perform AMC on a per-subcarrier basis. Id. at 1:17-25,
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`1:50-67. To minimize this overhead, Walton teaches a group-based AMC technique
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`in which “an SNR estimate [] is initially obtained for each of the multiple
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`transmission channels,” “an average SNR [] is then computer,” and “an operating
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`SNR” is then calculated, and a transmission mode is selected from the operating
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`SNR, which is “utilized for all of the multiple transmission channels.” Id. at 2:28-
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`67. Like the ’439 Patent, Walton discloses a OFDM communication system directed
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`to minimizing AMC feedback overhead by selecting modulation and coding
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`parameters for an entire group of subcarriers. Walton is in the same field of endeavor
`
`as the ’439 Patent and is reasonably pertinent to the claims in the ’439 patent. Thus,
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`Walton and Li are analogous art with respect to each other and analogous to the
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`claims in the ’439 Patent.
`
`Vijayan
`3.
`39. Vijayan describes an OFDM communication system that employs
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`group-based AMC techniques. Like the ’439 Patent, Vijayan discloses grouping
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`subbands into “subband groups” according to several methods, including a
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`uniformly spaced technique and grouping consecutive subbands as a contiguous
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`block. Vijayan (Ex. 1006) at 8:8-37. Both Vijayan and the ’439 Patent disclose
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`OFDM AMC techniques that include various methods for combining subbands into
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`subband groups. Therefore, Vijayan is in the same field of endeavor and is
`
`reasonably pertinent to the claims in the ’439 Patent.
`
`D. Obvious to Combine Li and Walton
`
`40.
`
`I have been asked to consider whether claims 1, 3, and 5-11 are obvious
`
`over Li in view of Walton. It is my opinion that they are indeed obvious and that the
`
`
`
`IPR2018-01477
`Apple Inc. EX1003 Page 19
`
`

`

`
`
`combination of Li and Walton teaches all elements of claims 1, 3, and 5-11 as set
`
`forth in the Petition.
`
`41. The Claim 1 preamble recites, “A communication apparatus
`
`comprising.” Li discloses a multi-cell, multi-subscriber wireless communication
`
`system using orthogonal frequency division multiplexing (OFDM) where
`
`subscribers are in communication with a base station. 3:30-38. Li discloses that the
`
`term subscribers refers to mobile handsets (“mobiles”). Li (Ex. 1004) at 3:5-17
`
`(“individual subscribers (e.g., mobiles)”). A POSITA would have understood that
`
`the “subscribers” in Li are mobile handsets, also commonly referred to as “mobile
`
`terminal,” “mobile station,” “mobile unit,” “subscriber unit,” “subscriber
`
`equipment,” “user equipment,” and other similar terms that refer to a mobile handset.
`
`Indeed, the ’439 Patent discloses a “mobile terminal (UE).” ’439 Patent at 2:58. A
`
`POSITA would have understood “UE” to mean “user equipment” and would have
`
`understood that numerous synonymous terms were used in the art to refer to a mobile
`
`handset. Thus, a skilled artisan would have understood that the “subscriber” in Li
`
`means a communication apparatus, such as a mobile handset.
`
`42. Claim 1 recites the limitation, “a parameter deciding section that decides
`
`modulation parameters and coding parameters per subband group comprised of a
`
`plurality of the subbands, based on a result of the channel estimation per subband.”
`
`To the extent that this limitation requires the handset, rather than the base station,
`
`
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`IPR2018-01477
`Apple Inc. EX1003 Page 20
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`
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`make the ultimate decision as to which groups of subbands to use, a POSITA would
`
`have understood that Li discloses just such an operation. Namely, Li teaches that,
`
`based on the pilot symbols received by the handset from the base station, preferred
`
`subbands/clusters and coding/modulation parameters are decided based on the
`
`channel estimation and that these parameters are indicated in the feedback from the
`
`handset to the base station. Li (Ex. 1004) at 5:50-6:10 (noting that feedback sent to
`
`the base station indicates the preferred subband/cluster and “indicates the
`
`coding/modulation rate that the subscriber desires to use”). Li also teaches that pilot
`
`symbols sent by the base station may indicate availability of each subband/cluster.
`
`Id. at 12:44-48. Implementing these concepts, a POSITA would understand that the
`
`handset would select subbands/clusters and coding/modulation parameters based, at
`
`least in part, on indicated availability. Thus, when the handset feeds back its
`
`preferred allocation, this preference has already considered availability and is thus
`
`effectively a final decision regarding allocation.
`
`43. Although Li discloses performing AMC on a per-subband/cluster basis,
`
`a POSITA would have found it obvious to modify Li such that AMC is performed
`
`per group of subbands/clusters in accordance with the teachings of Walton. Walton
`
`discloses that a single set of modulation and coding parameters, referred to as a
`
`“transmission mode,” is applied to a group of transmission channels having varying
`
`signal to noise ratios (SNRs). Walton (Ex. 1005) at 2:21-27. Walton accomplishes
`
`
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`IPR2018-01477
`Apple Inc. EX1003 Page 21
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`

`

`
`
`this by calculating an “operating SNR” for the group of channels, which takes into
`
`consideration the individual channel SNRs and the variance between those SNRs,
`
`among other things. Id. at 2:28-67. Motivations to make this proposed modification
`
`to the teachings of Li come from the references themselves. For example, Li notes
`
`the significant benefit of reducing feedback bandwidth between the handset and base
`
`station that can be realized by grouping subbands/clusters of subcarriers. Li (Ex.
`
`1004) at 11:62-67. Walton similarly recognizes that “a high feedback rate may be
`
`needed to send back information (e.g., the SNR or transmission mode) for each
`
`transmission channel” if AMC is performed “on a channel-by-channel basis.”
`
`Walton (Ex. 1005) at 1:63-67. Walton avoids the need for high feedback bandwidth
`
`by performing ACM on a subband/cluster group basis rather than individually. Thus,
`
`a POSITA would understand that Walton provides a solution to the problem of high
`
`feedback bandwidth expressly recognized by Li. Incorporating the group-based
`
`AMC of Walton in the system of Li would be straightforward, would not require
`
`undue experimentation, and would produce predictable results. The infrastructure
`
`and signaling means necessary are already part of the Li system. The proposed
`
`modification would simply extend the group-based allocation embodiment
`
`described by Li to also assign transmission modes on a group basis. For the reasons
`
`discussed above, modifying Li with the common transmission node for all allocated
`
`
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`IPR2018-01477
`Apple Inc. EX1003 Page 22
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`
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`channels as taught by Walton would have been natural and an application of nothing
`
`more than common sense and ordinary skill.
`
`44. Claim 1 recites the limitations, (1) “a receiving section that receives a
`
`signal containing data modulated and encoded on a per subband group basis at the
`
`communicating party using the modulation parameters and the coding parameters of
`
`the parameter information transmitted at the parameter information transmission
`
`section” and (2) “a data obtaining section that demodulates and decodes the received
`
`signal received at the receiving section on a per subband group basis using the
`
`modulation parameters and the coding parameters decided at the parameter deciding

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