`
`University of Delaware
`Dept. of Electrical and Computer Engineering
`Evans Hall Room 312
`Newark, DE 19716
`
`Telephone: (302) 831-1493
`Mobile: (302) 690-6298
`arce@udel.edu
`http://www.udel.edu/~arce/
`
`Education
`
`Ph.D. in Electrical Engineering (1982) Purdue University, West Lafayette, IN 47907. Re-
`search Topic: Theory and Analysis of Median Filters.
`
`Master of Science in Electrical Engineering (1980) Purdue University, West Lafayette, IN
`47907.
`
`Bachelor of Science in Electrical Engineering (1979) Summa Cum Laude
`University of Arkansas, Fayetteville, AR 72701.
`
`Professional
`Experience
`
`University of Delaware, Newark, DE 19716
`Charles Black Evans Professor
`JPMorgan Chase Faculty Fellow
`Department of Electrical and Computer Engineering and
`Institute of Financial Services Analytics. 2017-Present.
`
`Fulbright-Nokia Distinguished Chair in Information and
`Communications Technologies
`Aalto University, Helsinki, Finland. 2017.
`
`University of Delaware, Newark, DE 19716
`Charles Black Evans Professor
`JPMorgan Chase Faculty Scholar
`Department of Electrical and Computer Engineering and
`Institute of Financial Services Analytics. 2014-2017.
`
`Fulbright-Nokia Distinguished Chair in Information and
`Communications Technologies
`Aalto University, Helsinki, Finland. 2010-2011.
`
`University of Delaware, Newark, DE 19716
`Charles Black Evans Distinguished Professor and Chairman
`Department of Electrical and Computer Engineering. 2004-2009.
`
`University of Delaware, Newark, DE 19716
`Professor and Chairman
`Department of Electrical and Computer Engineering. 2000-2004.
`
`University of Delaware, Newark, DE 19716
`Interim Chairman
`Department of Electrical and Computer Engineering. 1999.
`
`University of Delaware, Newark, DE 19716
`Professor
`Department of Electrical and Computer Engineering. 1992-1996.
`
`University of Delaware, Newark, DE 19716
`Associate Professor
`Department of Electrical and Computer Engineering. 1987-1992.
`
`Unisys Corporate Research center, Reston, VA 19716
`Visiting Member of Technical Staff. 1985.
`
`Early Warning
`Ex. 1034 - 1
`
`
`
`Gonzalo R. Arce
`
`University of Delaware, Newark, DE 19716
`Assistant Professor
`Department of Electrical and Computer Engineering. 1982-1987.
`
`Purdue University, West Lafayette, IN 47907
`Research Assistant
`School of Electrical and Computer Engineering. 1980-1982.
`
`Awards and
`Honors
`
`JPMorgan Chase Senior Faculty Fellow at the Institute of Financial Services Analytics, 2017-
`Present.
`
`Fulbright-Nokia Distinguished Chair in Information Technologies and Communications 2017.
`
`JPMorgan Chase Scholar at the Institute of Financial Services Analytics, 2014-2016.
`
`Fulbright-Nokia Distinguished Chair in Information Technologies and Communications Helsinki,
`Finland, 2010-2011.
`
`Elected Member, Arkansas Academy of Engineering, University of Arkansas, 2008.
`
`DuPont Science and Engineering Awards 1998, 2002, 2008.
`
`Fellow of the IEEE for contributions on the theory and applications of nonlinear signal processing,
`2000.
`
`Fellow of the International Society for Optics ad Photonics (SPIE) for contributions to compu-
`tational imaging, 2019.
`
`Fellow, Center for Advanced Studies, University of Delaware, 1998.
`
`ARL ATIRP Federated Laboratory Symposium Best Paper Award 1997.
`
`Best Scientific Paper Award, Whitaker Foundation and Rehabilitation Engineering Society of
`North America (RESNA), 1995.
`
`ASEE Teaching Fellow, 1992.
`
`Sperry Corporation Research Award, 1985.
`
`National Science Foundation Research Initiation Award, 1983.
`
`Awards to
`Students
`Supervised
`
`Allan P. Colburn Prize in Mathematical Sciences and Engineering for the most outstanding
`dissertation in the engineering and mathematical disciplines, Xu Ma (2010).
`
`Allan P. Colburn Prize in Mathematical Sciences and Engineering for the most outstanding
`dissertation in the engineering and mathematical disciplines, Yinbo Li (2006).
`
`Allan P. Colburn Prize in Mathematical Sciences and Engineering for the most outstanding
`dissertation in the engineering and mathematical disciplines, Juan G. Gonzalez (2002).
`
`Allan P. Colburn Prize in Mathematical Sciences and Engineering for the most outstanding
`dissertation in the engineering and mathematical disciplines, Kenneth Barner (1992).
`
`Editorial
`Boards
`
`Special Issue of the Journal of Electronic Imaging on Compressed Sensing, SPIE, 2012-2013
`
`IEEE Transactions on Signal Processing, 1999-2003.
`
`IEEE Transactions on Acoustics, Speech, and Signal Processing, 1991-1996.
`
`IEEE Transactions on Image Processing, 1995-1996.
`
`Optics Express, 1998.
`
`EURASIP Journal on Applied Signal Processing, 2001-2005.
`
`Special Issue of JASP, Nonlinear Signal Processing and Applications, Dec. 2002.
`
`Special Issue of JASP, Nonlinear Signal Processing and Applications, Dec. 2001.
`
`Early Warning
`Ex. 1034 - 2
`
`
`
`Professional
`Societies and
`Activities
`
`Gonzalo R. Arce
`
`• The Institute of Electrical and Electronics Engineers (IEEE)
`IEEE Society on Signal Processing
`• IEEE Fellow.
`• Tutorials Chair, International Conference on Acoustics, Speech, and Signal Processing, 2005.
`• Co-Chair, Nonlinear Signal and Image Processing Workshop, 2001.
`• Program Committee, Workshop on Nonlinear Digital Signal Processing, 1993, 1995, 1997,
`1999, 2003, 2005.
`• Program Committee, International Conference on Image Processing, 1994, 1998.
`• Program Committee, ICASSP, 1994.
`• Technical Committee Chair, MicroDelcon Conference, 1983.
`• Student Chapter Advisor, 1985-1993.
`IEEE Circuits and Systems Society
`• Member, Technical Committee on Digital Signal Processing, 1985-2003.
`• Program Committee, Midwest Symposium on Circuits and Systems, 1989.
`• Program Committee, International Symposium on Circuits and Systems, 1997.
`• Optical Society of America
`• Guest Editor, Optics Express.
`• Nonlinear Signal and Image Processing Board
`• Board Founding Member.
`• Program Committee Member, NSIP. 1993, 1995.
`• General Co-Chair, NSIP Workshop, 2001.
`• International Society for Optics and Photonics
`• SPIE Fellow
`• Guest Editor, Journal of Electronic Imaging, Special Issue on Compressed Sensing, 2012-
`2013.
`• Conference Co-Chair, SPIE Symposium on Security and Defense, Compressed Sensing, 2013,
`2014, 2015.
`• General Co-Chair, International Symposium on Computers and Information Technology (IT
`COM 2002).
`• Conference Co-Chair, Symposium on Nonlinear Electronic Imaging, 1990, 1991.
`• Lecturer, Short Course on Nonlinear Image Processing, 1990.
`• European Association of Signal and Image Processing (EURASIP)
`• Program committee, European Signal and Image Processing Conference, 1997, 2000.
`• Lecturer, EURASIP Short Course on Compressed Sensing and Its Applications in Imaging,
`Aalborg Denmark, 2010.
`
`Boards and
`Panels
`
`• Natural Sciences and Engineering of the Academy of Finland, Academy Professorship Proposal
`Review, 2009.
`• Research Grants Council (RGC) of Hong Kong, Review Panel, 2009.
`• National Science Foundation, Review panel for CISE Division, 2009, 2012, 2014,2015,2016.
`• National Science Foundation, Review panel for CAREER Awards, 2009, 2011, 2013, 2014,2015.
`• External Advisory Board, College of Engineering, University of Central Florida, 2004 - 2007.
`• Image Science and Technology, Advisory Board Member, 1998, 1999, 2001.
`
`Early Warning
`Ex. 1034 - 3
`
`
`
`Gonzalo R. Arce
`
`• Army’s Telecommunications and Information Distribution (ATIRP) Federated Laboratory Con-
`sortium Management Board, 1997-1998.
`• National Science Foundation, Review panel for Microelectronics and Information Processing Di-
`vision, 1986, 1988, 1995, 2000.
`• National Science Foundation, Review panel for the Small Bus. Innovation Awards, 1994.
`• Canada Research Office, Review panel for the Postdoctoral Awards Program, 1996.
`• University IDEAS, Bogota, Colombia, Scientific Advisory Board Member, 1997.
`• Chair, Panel on Signal Processing for Heavy Tailed-Distributions, 1998.
`
`• Iftekar Mirza (PhD Delaware, jointly with D. Prather): Compressive spectral imaging, 2010 -
`2012.
`• Jan Bacca (PhD Delaware): Voronoi dithering for multitoning, 2007-2009.
`• InKoo Kang (PhD KAIST - Korea): Visual cryptography and authentication, 2007-2009.
`• Jose L. Paredes (PhD Delaware): UWB communications with compressive sensing, 2006, 2008 -
`2009.
`• Daniel L. Lau (PhD University of Delaware): Electronic printing, 2001.
`• Sudhakar Kalluri (PhD University of Delaware): Communications theory, 1998.
`
`Post Doctoral
`Supervision
`
`Ph.D Student
`Supervision
`
`[1]. Fuli Wang, “HyperGraph neural networks,” in progress.
`
`[2]. Michael Don, “IR spectral compressive imaging,” in progress.
`
`[3]. Edgar Salazar, “Compressed Imaging and Sensors”, in progress.
`
`[4]. Xiao Ma, “LED-based compressive spectral temporal imaging,” in progress.
`
`[5]. Andres Ramirez, “Advanced LiDAR Altimetry for Earth Science,” in progress.
`
`[6]. Karelia Pena, “Learning in high-dimensional settings: QR Codes and Hypergraphs,” in
`progress.
`
`[7]. Carlos Restrepo, “Spectral Tomography Sensing,” in progress.
`
`[8]. Maria Daniela Dapena, “Machine Learning for Financial Services Analytics”, in progress.
`
`[9]. Juan Florez, “Graph Signal Processing and its applications to spectral imaging”’, (Co-
`advised with K. Barner), 2021.
`
`[10]. Angela Cuadros, “Compressive Spectral CT imaging,” 2021. Now with Mathworks.
`
`[11]. Alejandro Parada, “Blue Noise Sampling on Graphs,” 2020. Now with the University of
`Pennsylvania.
`
`[12]. Laura Galvis, “Coded Aperture Design in Compressive Spectral Imaging,” 2018. Now with
`Universidad Industrial de Santander, Colombia.
`
`[13]. Chen Fu, “Polarimetric spectral imaging,” 2019. Now with Sony Research Laboratory.
`
`[14]. Juan Becerra, “Iterative sparse recovery from high-dimensional measurements,” 2017. Now
`with Universidad de Sevilla, Spain.
`
`[15]. Claudia Correa, “Optical coding in compressive spectral imaging systems and the multi-
`resolution reconstruction problem,” 2017. Now with Boston University.
`
`[16]. Hoover Rueda, “Compressive coded-aperture multimodal imaging systems,” 2017. Now
`with Boston University.
`
`[17]. Andre Rauh, “Fast Algorithms for Selection and Multidimensional Sparse Fourier Trans-
`form,” 2015.
`
`[18]. Gonzalo Garateguy, “Optimal embedding of QR codes into color, gray scale and binary
`images,” 2014. Now with Mathworks.
`
`Early Warning
`Ex. 1034 - 4
`
`
`
`Gonzalo R. Arce
`
`[19]. Henry Arguello, “Coded aperture optimization in compressive spectral imaging,” 2013. Now
`with Universidad Industrial de Santander, Colombia.
`
`[20]. Ana Ramirez, “Compressive spectral image classification,” 2013. Now with Universidad
`Industrial de Santander, Colombia.
`
`[21]. Jirar Helou (F. Kiamilev co-advisor), “CMOS architectures for threshold data converters,”
`2011. Now with Intel.
`
`[22]. Ivan Barrera, “Statistical Approaches to Congestion Control in Internet Routers,” 2010.
`Now with Intel.
`
`[23]. Zhongmin Wang, “Ultra Wide Band Compressed Sensing,” 2010. Now with Qualcomm.
`
`[24]. Xu Ma, “Optimization of resolution enhancement techniques in optical lithography,” Win-
`ner of the Allan P. Colburn Best Dissertation Award as the most outstanding doctoral
`dissertation in engineering, mathematics, and computer sciences, 2009. Currently on the
`faculty at the Beijing Institute of Technology.
`
`[25]. Michael Wilson, “Projectile Navigation and the application to magnetometers,” 2007. Now
`with the Army Research Laboratories.
`
`[26]. Jan Bacca, “Blue Noise Methods for Hexagonal Grids and Multitone Dithering,” 2007. Now
`with the University Nacional de Colombia in Bogota.
`
`[27]. Renwei Ge, “Information Security in Mobile Ad Hoc Networks,” 2006. Now with Qualcomm.
`
`[28]. Yinbo Li, “Nonlinear signal processing in the complex domain and high dimensions,” Winner
`of the Allan P. Colburn Best Dissertation Award as the most outstanding doctoral disser-
`tation in engineering, mathematics, and computer sciences, 2005. Now with Qualcomm.
`
`[29]. Liangping Ma (K. Barner co-advisor), “Signal processing analysis and algorithms for internet
`congestion control,” 2005. Now with San Diego Research Center.
`
`[30]. Karen Bloch, “Signal analysis methods for biological data,” 2004. Now with DuPont.
`
`[31]. Sebastian Hoyos (B. Sadler co-advisor), “Mixed signal high speed processing solutions for
`broadband systems and technologies,” 2004. Now with the faculty at Texas A & M Univer-
`sity.
`
`[32]. Zhi Zhou, “Advances on digital video and visual cryptography,” 2004. Now with Google
`Research.
`
`[33]. Cesar Nino, “New imaging technologies in halftoning: data hiding, color modeling and color
`matching,” 2002. Now with Pontificia Universidad Javeriana, Bogota, Colombia.
`
`[34]. Jose Luis Paredes, “New robust signal processing tools for multimedia and communications,”
`2001. Now with the faculty at the University of Los Andes, Venezuela.
`
`[35]. Alexander Flaig, “Nearfield spot-beamforming,” Aug. 2000. Now with Texas Instruments.
`
`[36]. Liehua Xie, “Authentication codes and watermarking for multimedia communications in
`lossy networks,” May 2000. Now with Eye Cast.
`
`[37]. Daniel L. Lau (N. C. Gallagher co-supervisor), “Modern digital halftoning,” May 1999. Now
`with the faculty at the University of Kentucky.
`
`[38]. Sudhakar Kalluri, “Nonlinear adaptive algorithms for robust signal processing and commu-
`nication in impulsive environments,” Dec. 1998. Now with Intel.
`
`[39]. Juan G. Gonzalez, “Robust technologies for wireless communications in non-gaussian envi-
`ronments,” Winner of the Allan P. Colburn Best Dissertation Award as the most outstanding
`doctoral dissertation in engineering, mathematics, and computer sciences, May 1997.
`
`[40]. David E. Griffith, “Robust time-frequency representations for signals in alpha-stable noise:
`methods and applications,” December 1997. Now with NIST.
`
`[41]. Edwin A. Heredia, “A piecewise polynomial theory for nonlinear signal processing,” May
`1996. Now with Microsoft Research.
`
`Early Warning
`Ex. 1034 - 5
`
`
`
`Master of
`Science
`Student
`Supervision
`
`Gonzalo R. Arce
`
`[42]. Yeong T. Kim, “Permutation and combination filter lattices and their applications in non-
`linear signal processing,” Aug. 1993. Now VP of Samsung America.
`
`[43]. Timothy Hall, “Permutation and combination weighted order stastic filters for image pro-
`cessing,” May 1994. Now with NIST.
`
`[44]. Martin Mueller, “Tomographic algorithms and synthetic detector arrays,” May 1993. Now
`with Siemens Corp.
`
`[45]. Kenneth E. Barner, “Permutation filters: a new group theoretic class of non-linear filters,”
`Winner of the Allan P. Colburn Best Dissertation Award as the most outstanding doctoral
`dissertation in engineering, mathematics, and computer sciences, May 1993. Now with the
`faculty at the University of Delaware.
`
`[46]. Shoupu Chen, “Micro-structured adoptive filter theory for robust signal processing,” May
`1992. Now with Kodak Research.
`
`[47]. David C. Brown (C. Ih co-supervisor), “Scene segmentation and definition for autonomous
`robotic navigation using structured light processing,” May 1989. Now with the Army Re-
`search Laboratories.
`
`[1]. Ken Liu, “StaticCode CT: coded aperture strategies,” 2022.
`
`[2]. Xiao Ma, “LED-based compressive spectral temporal imaging,” 2017.
`
`[3]. Yuksel Karahan, “Improved depth map upsampling Using Iterative Joint Trilateral Filter,”
`2017.
`
`[4]. Angela Cuadros, “Coded aperture design by uniform sensing in compressive X-ray tomosyn-
`thesis systems,” 2016.
`
`[5]. Hoover Rueda, “Higher order discretization model for coded aperture spectral imaging sys-
`tems,” 2015.
`
`[6]. Kai Wang, “Coded aperture compressive tomosynthesis,” 2014.
`
`[7]. Sergio Matiz, “Analog joint source channel coding for wireless optical communications and
`image transmission,” 2013.
`
`[8]. Claudia Correa, “Lapped-windowed reconstructions in compressive spectral imaging,” 2013.
`
`[9]. Diego Pienovi, “Threshold data converters,” 2009.
`
`[10]. Xu Ma, “Generalized Inverse Lithography Methods for Phase-shifting Mask Design,” 2008.
`
`[11]. Rafael Nunez, “Fast Sample Myriad Computation,” 2008.
`
`[12]. Andres Medina, “Statistical Approach to Neighborhood Congestion Control,” AdHoc Nework
`Congestion control, 2007.
`
`[13]. Liangping, Ma, “New packet delay network protocols based on robust signal processing,”
`2007.
`
`[14]. Alvaro Gonzalez, “Alpha Stable Human Visual System Models for Digital Halftoning,” 2007.
`
`[15]. J. Bacca, “Spectral design of weighted median filters: a general iterative approach,” 2003.
`
`[16]. F. Faheem, “Digital multitoning using gray level separation,” Dec. 2002.
`
`[17]. A. M. Khan, “Stochastic Moire,” Jan. 2002.
`
`[18]. N. Grabowski, “Sigma Delta Modulation Using Weighted Median Filters,” Jan. 2002.
`
`[19]. S. Hoyos, “Mixed-signal architectures for printed circuit board channels,” Aug. 2001.
`
`[20]. C. Nino, “Data embedding in digital halftones with screen mask codes,” May. 2000.
`
`[21]. S. Hasan, “Elimination of interference terms of discrete wigner distribution using nonlinear
`filtering,” 1999.
`
`Early Warning
`Ex. 1034 - 6
`
`
`
`Gonzalo R. Arce
`
`[22]. Y. Berananda, “Adaptive myriad filters for image processing in alpha-stable impulsive
`noise,” 1999.
`
`[23]. J. Paredes, “Stack filters, stack smoothers, and mirrored threshold decomposition,” 1998.
`
`[24]. L. Xie, “Watermarking digital image signatures for authentication,” 1998. Now with Eye
`Cast.
`
`[25]. A. Flaig (K. Barner co-supervisor), “Affine-order-statistic filters: medianization of linear
`FIR filters,” 1998.
`
`[26]. F. Strobel, “Wavelet encoded zero tree compressed still image transmission using a partial
`reliability/partial order transport protocol,” (Technical University Uhlm FHTE), May 1997.
`
`[27]. H. Cui (N. C. Gallagher co-supervisor), “The development of a simulator for neuromorphic
`circuits,” Fall 1996.
`
`[28]. Y. Kim (A. Khayrallah co-supervisor), “Nonlinear filters in robust data compression of
`speech signals,” 1996.
`
`[29]. A. Flaig, “Fuzzy order-statistics,” (Technical University Aalen FHTE), 1996.
`
`[30]. P. Zurbach, “Weighted myriad filters for image processing,” June, 1996.
`
`[31]. L. Li, “Detection of evoked potentials as a method for brain computer interfacing,” Fall
`1996.
`
`[32]. J. Gonzalez (K. Barner co-supervisor), “A new approach to suppressing abnormal tremor
`through signal equalization,” 1995.
`
`[33]. D. Griffith, “Partially decoupled volterra filters:
`1994.
`
`formulation and adaptive algorithms,”
`
`[34]. M. Tian, “Transform domain adaptive order stastic based filters,” Aug 1994.
`
`[35]. W. Reynolds, “Micro-statistics in adaptive antenna arrays,” Aug. 1992.
`
`[36]. R. Hardie, “Ranking multivariate data and its use in color image estimation,” May 1990.
`
`[37]. K. Barner, “Optimal detection schemes for the restoration of images with signal dependent
`noise,” Dec. 1989.
`
`[38]. T. Hu, “Applications of subband decomposition to data compression,” Dec. 1989.
`
`[39]. R. Feehs, “Optimal detection approaches to image restoration: signal independent noise,”
`Dec. 1989.
`
`[40]. R. Foster, “Algorithms architectures and the VLSI implementation of ranked-order filters
`for multidimensional signal processing,” May 1988.
`
`[41]. T. Rao, “Fourier based analysis of ordered dither halftoning,” Dec 1988.
`
`[42]. S. Fontana, “Temporal ranked filters for stationary and motion compensated imagery,” Dec.
`1986.
`
`[43]. M. Mc Loughlin, “Deterministic properties of two-dimensional medial type filters,” Dec.
`1985.
`
`[44]. R. Crinon, “Theoretical analysis of the median filtering of impulse type noise,” May 1984.
`
`[45]. J. Dalton, “Visual model based image halftoning using markov random field error diffusion,”
`Dec. 1984.
`
`Contracts and
`Grants
`
`Summary: As principal investigator or co-principal investigator, I have been responsible for
`close to $25 million in research funding from various DoD organizations, NSF, and Industry.
`• G. R. Arce, Amo Tong, “Planetary LiDAR Compressive Point-Cloud Sampling and Machine
`Learning High- Resolution Reconstruction”, NASA EPSCoR RID, $28,000 , 8/1/2021 – 6/30/2022
`• G. R. Arce, “Mass spectroscopy signal processing ”, Zeteo Tech, $6,000 , 7/1/2021 – 7/30/2022
`• A. Brockmeier, G. R. Arce, “Advancing machine learning for neuroimaging through topology-
`aware signal processing”, UDRF-SI, $45,000, 09/2019-09/2020
`
`Early Warning
`Ex. 1034 - 7
`
`
`
`Gonzalo R. Arce
`
`• R. Vargas, G. R. Arce, “LINKS-GSP: Large Information and Knowledge of Soil respiration using
`Graph Signal Processing”, NASA EPSCoR RID, $19,909 , 8/1/2019 – 6/30/2020
`• D. Freeman, G. R. Arce, “Spectral CT,” National Science Foundation, $50,000, 08/2019-02/2021.
`• G. R. Arce, “University of Delaware Blue Hen Proof of Concept Grant,” $40,000, 07/2019-
`12/2020.
`• G. R. Arce, “Smart QR Codes,” B&W Tek Foundation, $25,000, 2018.
`• G. R. Arce, “Compressive Spectral Tomography,” National Science Foundation, $450,000, 09/2018-
`08/2021.
`• G. Poirer, G. R. Arce and K. Barner, “Advanced Dual Energy X-ray Imaging ,” UNIDEL Foun-
`dation and GoreTek Inc $1,200,000, 9/2018 - 8/2019.
`• D. Lau, G. R. Arce, and S. Cioba, “Blue Noise Sampling on Graphs,” NSF 16-578 Computing
`and Communications Foundations (CCF) Core programs, $500,000, July 2018 - June 2021.
`• D. Guilliot and G. R. Arce, “Efficient Design of Uniqueness Sets for Bandlimited Signals on
`Networks,” UDRF Strategic Initiative Award, $49,949, February 2018 - July 2019.
`• Institute for Financial Services Analytics and JPMorgan Chase, “JPMC Faculty Fellow,” $300,000,
`2015-2017.
`• National Science Foundation and Intel, “Collaborative Research: Joint Compressive Spectral
`Imaging and 3D Ranging Sensing using a commodity Time-Of-Flight Range Sensor,” $900,000
`from NSF; $25,000 from Intel, Co-PI Daniel Lau, 09/01/2015-08/31/2018.
`• Johns Hopkins University Applied Physics Laboratory, “Compressive Colored Raman Imaging
`(CCRI) of Optical Standoff Explosive Detection,” $100,000, 06/21/2016 -05/10/2017.
`• Army Research Laboratories, “A compressive sensing infrared camera for spinning munitions,”
`$329,500, 09/26/2014-09/25/2017.
`• Fulbright, Colfuturo, “Colombian PhD fellowships,” $900,000, 2013-2019.
`• Army Research Office, “A system for compressive spectral and polarimetric imaging,” $90,000,
`2014-2015.
`• Institute for Financial Services Analytics and JPMorgan Chase, “JPMC Faculty Scholar” $279,000,
`02/01/2014-01/31/2017.
`• Army Research Office, “Compressive Spectral Image Classification,” $150,000, 8/12-5/15.
`• Unidel Foundation, “Global Partnerships” $ 27,000, 8/11 -9/12.
`• Michelin Corporation, with J. Garcia-Frias and X.-G. Xia, “Anomaly pattern analysis and pre-
`diction using low-rank and sparse models,” $ 360,000, 5/11 - 6/14.
`• Army Research Office, “Compressed Sensing Imaging,” $50,000, 8/11-5/12.
`• Office of Naval Research, with D. Prather and J. Garcia-Frias, “Spectrally adaptive compressed
`imaging system,” $1,450,000, 7/10-7/13.
`• ARL through DSCI subcontract, with D. Sincoskie, and other ECE faculty, “Cybersecurity in
`tactical environments,” $ 706,999 , 10/10-8/12.
`• National Science Foundation, with J. Garcia-Frias, “Analog compressive sensing,” $500,000, 7/09-
`7/13.
`• National Science Foundation, with J. Garcia-Frias, “Compressed sensing using a-priori informa-
`tion,” $310,000, 9/07-8/13.
`• Army Research Office, “Network Intrusion Detection,” $50,000, 8/10-5/11.
`• Intel Corporation, “Inverse Lithography with partially coherent illumination,” $200,000, 1/08-
`08/10.
`• Army Research Laboratories, “Signals and Controls Laboratory,” $60,000, 12/08-12/09.
`• State of Delaware, with C.Ih, “Smart universal power inverter for reactive power generation and
`recuperation,” $100,000, 3/07-3/08.
`
`Early Warning
`Ex. 1034 - 8
`
`
`
`Gonzalo R. Arce
`
`• Telcordia Technology/Army Research Laboratory, with S. Bohacek, “Collaborative Technology
`Alliance Consortium Phase II,” $400,000 5/06-9/09.
`• Office of Naval Research, with D.Prather, “Compressed Sensing Imaging with Wide FOV and
`Dynamic Magnification,” $2,213,586, 12/06-6/10.
`• Army Research Laboratories, with D. Weile, “Nonlinear signal processing and EM modeling of
`attitude RF polarimetric sensors, $300,000, 12/06-12/08.
`• DuPont, “Authentication with visual cryptography,” $10,000, 12/07 - 12/08.
`• Unidel Foundation, “Sub-terahertz and Millimeter wave imaging and spectroscopy laboratory,”
`$320,000, 9/05-9/06.
`• Army Research Laboratories, “Digital Signal Processing Laboratory,” $50,000, 12/05-12/07.
`• Unidel Foundation, ”Spintronics laboratory in ECE,” $300,000, 9/04-9/05.
`• National Science Foundation, with D. Mills, “ITR: Optimal Diffusion Mechanisms for Fast and
`Robust TCP Congestion Control,” $349,978, 9/03-8/07.
`• Intel Corporation, “Wavelet Inverse Imaging for Sub Wavelength Lithography,” $200,000, 1/04-
`06/06.
`• Agere, “HVS Model-based halftoning,” $177,000, 2004-2005.
`• Army Research Laboratory, “Collaborative Technical Alliance in Networks and Communica-
`tions,” with 8 faculty in ECE and CIS, $6,000,000 , 2001 - 2006.
`• Unidel Foundation, “Undergraduate laboratories in ECE,” $300,000, 9/01-9/02.
`• Battelle, with F. Kiamilev, “Power-saving communication protocols for VCSEL arrays,” $24,000,
`9/01-9/02.
`• Raytheon Systems Co., with F. Kiamilev, “Raytheon A.C.N. Project,” $44,000, 5/00-9/01.
`• DE Research Partnership, “Delaware Research Partnership Program,” $54,000.00, 1/01-6/02.
`• PMC-Sierra, Inc., “Signal processing for internet technology,” $35,000, 3/00-2/02.
`• Lexmark International, Inc., “Advances in Color and green noise halftoning for electronic imag-
`ing,” $30,000, 6/00-5/02.
`• Direct Radiology Corporation (with K. Barner), “New methods for improved noise reduction,
`contrast enhancement, and volume rendering of directray images,” $46,000, 2000 - 2001.
`• Du Pont iTechnologies, “Digital Halftoning for Prepress Technologies,” $80,000, 6/01 - 6/03.
`• Lexmark International, “Advances in Color and Green Noise Halftoning for Electronic Imaging,”
`$30,000, 6/00-5/02.
`• Battelle, “Power-saving Communication Protocols for VCSEL Arrays,” $24,000, 9/01-9/02.
`• Direct Radiology Corporation (with K. Barner), “Digital processing of X-ray imagery” $5,000,
`1999.
`• AANETCOM, “Signal processing for gigabit Ethernet,” $90,000, 1999-2000.
`• Lexmark International, “Green noise halftoning masks,” $27,000, 1999.
`• Du Pont, “Digital image watermarking,” $25,000, 1998-1999.
`• National Science Foundation, “Parallel and distributed computing,” with 8 faculty in ECE and
`CIS, $900,000, 1997 - 2001.
`• National Science Foundation (with N. Gallagher), “Weighted myriad filters and their application
`to communications,” $310,000, 1996 - 2000.
`• Army Research Laboratories, “Robust Viterbi decoders,” $30,000, 1998-1999.
`• National Science Foundation, “Research Experiences for Undergraduates,” $10,000, 1997 -1998.
`• Army Research Laboratory, “Advanced Telecommunications/Information Distribution Research
`Federated Laboratory,” with 6 faculty in ECE and CIS, $ 4 million, 1996 - 2001.
`
`Early Warning
`Ex. 1034 - 9
`
`
`
`Gonzalo R. Arce
`
`• Silicon Graphics (with N. C. Gallagher, K. Barner, C. Boncelet), “Multimedia equipment for
`Instruction and research,” $420,000, 1995 - 1996.
`• National Science Foundation, “Video signal processing research,” with C. Boncelet, et al, $
`100,000, 1994 - 1995.
`• National Science Foundation, “Microstatistc signal decomposition and the optimal filtering prob-
`lem,” $130,000, 1991 - 1993.
`• ALCOA, “Three dimensional computerized tomography with truncated projections,” $95,000,
`1990 - 1992.
`• Sperry Corporation, “Multidimensional signal processing and computer vision,” $30,000, 1986 -
`1987.
`• Du Pont, “Data compression methods in process control,” $28,000, 1987 - 1988.
`• Du Pont and The Delaware Research Partnership, “Visual communications of computer net-
`works,” $57,000, 1989 - 1990.
`• Unidel Foundation, “A Computer Vision and Image Processing Laboratory,” $170,000, with P.
`Warter and C. Boncelet, 1986 -1987.
`• University of Delaware Research Foundation, “Analysis of Two Dimensional Median Filters,”
`$15,000, 1983 - 1984.
`• National Science Foundation, Research Initiation Grant, “Theoretical analysis of recursive me-
`dian filters,” $55,000, 1983 - 1985.
`
`Patents
`
`[1]. A. Cuadros and G. R. Arce. ”Pixelated K-edge coded aperture system for compressive
`spectral X-ray imaging.” U.S. Patent No. 10,874,361. 29 Dec. 2020.
`
`[2]. D. L. Lau, G. R. Arce, “Spectral imaging sensors and methods with time of flight sensing,”
`US Patent 10,151,629, March. 2018.
`
`[3]. G. R. Arce, G. J. Garateguy, S. X. Wang, and D. L. Lau, “Method to store a secret QR
`code into a colored secure QR code,” US Patent 10,152,663. Aug. 2018.
`
`[4]. G. R. Arce, G. Garateguy, S. X. Wang, “System and method of embedding a two dimensional
`code with concealed secure message,” US Patent 10,089,508. Oct. 2018.
`
`[5]. D. L. Lau, G. R. Arce, “Spectral imaging sensors and methods with time of flight sensing,”
`US Patent App. 15/559,228, March. 2018.
`
`[6]. G. R. Arce, G. J. Garateguy, D. L. Lau, “System and method for embedding of a two
`dimensional code with an image,” US Patent 9,865,027, Jan. 2018.
`
`[7]. G. R. Arce, G. J. Garateguy, S. X. Wang, and D. L. Lau, “System and Method for embedding
`a two-dimensional code in video images,” US Patent 10614540, Aug. 2020.
`
`[8]. G. R. Arce, and H. Arguello, “Spectral Imaging Sensors and Methods”, US Patent 9,343,491.
`May, 2016.
`
`[9]. D. Lau and G. R. Arce, “Image Quantization for Digital Printing”, US Patent 8,867,100B2,
`Oct. 2014.
`
`[10]. Z. Zhou, Y. T. Kim, and G. R. Arce, ”Method of motion compensated temporal noise
`reduction”, US Patent 7,535,517, June 19, 2009.
`
`[11]. S. Hoyos, B. Sadler, G. R. Arce, ”Analog to Digital Conversion with Signal Expansion,” US
`Patent 7,253,761, August 7, 2007.
`
`[12]. L. Russo, J. Paredes, G. R. Arce, ”Bijection Mapping for Compression/Denoising of Multi-
`Frame Images,” US Patent 7,224,845, May 29, 2007.
`
`[13]. C. Nino, and G. R. Arce, ”Method for Modeling Color Halftones,” US Patent 7,173,733,
`February 7, 2007.
`
`Early Warning
`Ex. 1034 - 10
`
`
`
`Gonzalo R. Arce
`
`[14]. D. Lau, G. R. Arce, and N. Gallagher, ”Digital color halftoning with generalized error
`diffusion vector green-noise masks” US Patent 6,798,537, September 28, 2004.
`
`[15]. K. Bloch and G. R. Arce, ”Method of Non-Linear Analysis of Biological Sequence Data,”
`US Patent 6,728,642, April 27, 2004.
`
`[16]. L. Xie, A. Lewis, E. Basch, G. R. Arce, ”Message Authentication Code with Improved Error
`Tolerance,” US Patent 6,665,420, December 16, 2003.
`
`[17]. L. Xie, A. Lewis, A. Michelson, E. Basch, G. R. Arce, ”Message Authentication Code Using
`Image Histograms,” US Patent 6,606,393, August 12, 2003.
`
`[18]. X. Xia, C. Boncelet, and G. R. Arce, ”Watermarking Methods for Digital Images and
`Videos,” US Patent 6,556,689, April 12, 2003.
`
`[19]. L. Xie, A. Lewis, E. Basch, G. R. Arce, ”Systems and Methods for Etching Digital Water-
`marks,” US Patent 6,512,836, January 28, 2003.
`
`[20]. G. R. Arce and D. Lau, ”Method and apparatus for producing halftone images using green-
`noise masks having adjustable coarseness” US Patent 6,493,112, December 10, 2002.
`
`[21]. M. Mueller, G. R. Arce, and R. Blake, ”Cone beam synthetic arrays in three-dimensional
`computerized tomography,” US Patent 5,740,224,593, April 14, 1998.
`
`[22]. M. Mueller and G. R. Arce, ”Tilted Detector Microscopy in Computerized Tomography,”
`US Patent 5,493,593, February 20, 1996.
`
`Keynote and
`Invited Talks
`
`[1]. “Fast Lithographic Source Optimization based on Compressive Sensing,” International Work-
`shop on Advanced Patterning Solutions (IWAPS). DoubleTree by Hilton Hotel Xiamen-
`Haicang, Xiamen, China, Oct, 2018.
`
`[2]. “Compressive Multimodal Imagining Systems,” Hyperspectral Imaging and Applications
`(HSI 2018), Ricoh Arena, Coventry, United Kingdom, Oct, 2018.
`
`[3]. “Compressive Coded-Aperture Multimodal Imaging Systems,” OSA Latin America Optics
`& Photonics Conference (LAOP), Colombia, Nov. 2017.
`
`[4]. “Hyperspectral, Multispectral, and Multimodal (HMM) Imaging: Acquisition, Algorithms,
`and Applications,” Dagstuhl Seminar, Schloss Dagstuhl, Germany, Oct. 2017.
`
`[5]. “Computational spectral imaging,” University of science and technology, Chengdu, China,
`Mar. 2017.
`
`[6]. “Robust Norms in Sparse Representations and Compressed Sensing,” 2016 Joint IEEE SPS
`and EURASIP Summer School on Robust Signal Processing, Rhein, Germany, Sept. 19-24,
`2016.
`
`[7]. “Coded Aperture Optimization for Compressive Spectral and Tomographic Image Sensing,”
`Distinguished Seminar Series, Johns Hopkins Applied Physics Laboratory. July 28, 2016.
`
`[8]. “Coded Aperture Optimization for Compressive Spectral and Tomographic Image Sensing,”
`Distinguished Speaker Talk, University of Sevilla, 2016.
`
`[9]. “Coded Aperture Optimization for Compressive Spectral and Tomographic Image Sensing,”
`Distinguished Speaker Talk, Tongji University, Shangai, 2016.
`
`[10]. “Coded Aperture Optimization for Compressive Spectral and Tomographic Image Sensing,”
`Distinguished Speaker Talk, Tsinghua University, Beijing, 2016.
`
`[11]. “Coded Aperture Optimization for Compressive Spectral and Tomographic Image Sensing,”
`Distin