{"id":16,"date":"2017-07-07T20:21:08","date_gmt":"2017-07-07T20:21:08","guid":{"rendered":"http:\/\/utsaengineer.wpengine.com\/faculty-page-example\/?page_id=16"},"modified":"2025-12-16T17:24:04","modified_gmt":"2025-12-16T23:24:04","slug":"teaching","status":"publish","type":"page","link":"https:\/\/ceid.utsa.edu\/agrigoryan\/teaching\/","title":{"rendered":"Teaching"},"content":{"rendered":"<h1 style=\"text-align: center\"><span style=\"color: #993366\"><strong><span style=\"font-family: times new roman,times,serif\">Classes and Students\u00a0<\/span><\/strong><\/span><\/h1>\n<ul>\n<li><span style=\"font-family: 'times new roman', times, serif;font-size: 14pt\"><strong>Independent Study-REU Quantum Computation in Imaging: &#8211; EE 4913<\/strong>\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-family: times new roman,times,serif\"><i>The Text-Book: <a href=\"https:\/\/www.wiley.com\/en-us\/Quantum+Image+Processing+in+Practice%3A+A+Mathematical+Toolbox-p-9781394265152\"><strong>Quantum Image Processing in Practice: A Mathematical Toolbox<\/strong><\/a>, A.M. Grigoryan and S.S. Agaian<\/i>\u00a0 (1st Edition, p. 320, WILEY, 2025).\u00a0<\/span><\/p>\n<ul>\n<li><span style=\"font-family: 'times new roman', times, serif;font-size: 14pt\"><strong>Probability and Stochastic Processes &#8211; EE 3533<\/strong> (in summer 2024, 2025)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-family: times new roman,times,serif\"><i>Required Text-Book: 1. <strong>My Notes<\/strong> and <span style=\"font-family: 'times new roman', times, serif;font-size: 12pt\">2.\u00a0<\/span><\/i><\/span><span style=\"font-size: 12pt;font-family: 'times new roman', times, serif\"><em><strong>Probability and Stochastic Processes: A Friendly Introduction for Electrical and Computer Engineers<\/strong>,<\/em> 3rd Edition by Roy D. Yates, David J. Goodman, Wiley (Chapters 1-5,9,10,12,13).<\/span><\/p>\n<ul>\n<li><span style=\"font-family: 'times new roman', times, serif;font-size: 14pt\"><strong>Mathematics in Signals and Systems &#8211; EE 3423<\/strong>\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-family: times new roman,times,serif\"><i>Required Text-Book:<br \/>\n<strong>Signals, Systems, and Transforms<\/strong>, <\/i>Charles L. Philips, John M. Park, and Eve A. Riskin\u00a0 (Prentice Hall, 5th edit. 2014).<\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif;color: #008000\"><span style=\"color: #000000\"><em><span style=\"background-color: #ffffff\">Summer 2021 Attendance:\u00a0<\/span> <\/em>The required Zoom-online sessions will occur on the following days\/times:\u00a0 Thursday 10:00-11:55 am.<\/span><\/span><\/p>\n<ul>\n<li><span style=\"font-family: 'times new roman', times, serif;font-size: 14pt\"><strong>Discrete Signals and Systems &#8211; EE 3523<\/strong>\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-family: times new roman,times,serif\"><i>Required Text-Book:<br \/>\n<strong>Signals, Systems, and Transforms<\/strong>, <\/i>Charles L. Philips, John M. Park, and Eve A. Riskin\u00a0 (Prentice Hall, 5th edit. 2014), Chapters 9-12.<\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif;font-size: inherit\">My brief notes of lectures can be downloaded:<\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif\">\u00a0 \u00a0 <strong>\u00a0 \u00a0<a href=\"https:\/\/ceid.utsa.edu\/agrigoryan\/wp-content\/uploads\/sites\/23\/2019\/01\/Art_lectures_inMaathSS.pdf\">15 Lectures:<\/a><\/strong> <strong>Math in Signals and Systems<\/strong> (formerly\u00a0<em>Signals and Systems I<\/em><b>)<\/b><\/span><br \/>\n<span style=\"font-family: 'times new roman', times, serif\">\u00a0 \u00a0 \u00a0 \u00a0<a href=\"https:\/\/ceid.utsa.edu\/agrigoryan\/wp-content\/uploads\/sites\/23\/2023\/11\/Art_notes3523.pdf\"><strong>10 Lectures: <\/strong><\/a><strong>Discrete Signals and Systems<\/strong> (formerly <em>Signals and Systems II<\/em><b>)<\/b><\/span><span style=\"font-size: 12pt\"><span style=\"font-family: times new roman,times,serif\"><b><span style=\"color: #000000\">\u00a0<\/span><\/b><\/span><\/span><\/p>\n<ul>\n<li><span style=\"font-size: 12pt;color: #800000\"><span style=\"font-size: 14pt\"><span style=\"font-family: times new roman,times,serif\"><b>4663: Digital Image Processing \/<\/b><\/span><span style=\"font-family: 'times new roman', times, serif\">\u00a0<\/span><\/span><span style=\"font-family: 'times new roman', times, serif\"><b><span style=\"font-size: 14pt\">EE 5353: Topic 1: Digital Image Processing<\/span> <\/b><\/span><\/span><br \/>\n<span style=\"color: #800000\"><b> <\/b><span style=\"font-family: 'times new roman', times, serif\"><b><em>Books<\/em>:<\/b> <\/span><\/span><br \/>\n<span style=\"font-family: 'times new roman', times, serif;color: #000080\"> 1. <i> Rafael C. Gonzalez and Richard E. Woods, Digital Image Processing, Second or Third Edition Prentice Hall, 2002, &#8230; . (<strong>Required<\/strong>).<br \/>\n2. R.C. Gonzalez, R.E. Woods, S.L. Eddins, Digital Image Processing Using MATLAB, Prentice Hall; 1st edition, 2003. (Recommended).<br \/>\n3. A.M. Grigoryan. My notes for DIP with all topics and MATLAB codes discussed in the class will be posted in BB.<\/i><\/span><\/li>\n<\/ul>\n<p><span style=\"font-size: 10pt;color: #000080\"><span style=\"font-family: 'times new roman', times, serif;font-size: 12pt\">* My lectures and many codes in Digital Signal Processing (DSP) and Digital Image Processing (DIP) will be available on the UTSA CANVAS.\u00a0<\/span><\/span><\/p>\n<ul>\n<li><span style=\"font-family: 'times new roman', times, serif;font-size: 14pt\"><strong>EE 4913-3 Independent Study: <\/strong><\/span><span style=\"font-family: 'times new roman', times, serif;font-size: 14pt\">Quantum Computation in Imaging, Computed Tomography (CT), Programming in Facial Imaging, Image Processing for Computer Graphics, Discrete Signal Processing<br \/>\n<\/span><\/li>\n<\/ul>\n<ul>\n<li><span style=\"font-family: 'times new roman', times, serif;font-size: 14pt;color: #008000\"><strong><span style=\"color: #008000\">ERG 2213 \u2013 Statics and Dynamics:<\/span><\/strong><\/span><span style=\"font-family: 'times new roman', times, serif;color: #008000\"><i><br \/>\n<\/i><\/span><span style=\"font-family: 'times new roman', times, serif;color: #000000\"><i><strong><span style=\"font-family: 'times new roman', times, serif;color: #008000\">Required Text-Book<\/span>:<\/strong> Engineering Mechanics Statics and Dynamics, 14th Edition (or \u2026 10th Edition), R.C. Hibbeler, Prentice Hall, 2016.<\/i><\/span><\/li>\n<\/ul>\n<p><span style=\"font-size: 18pt;color: #993366\"><em><span style=\"font-family: times new roman,times,serif\"><b>Supervision of Students (38)<\/b><\/span><\/em><\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif;color: #000000;font-size: 14pt\"><em><b> PhD in EE (9):<\/b><\/em><\/span><\/p>\n<p><span style=\"font-size: 12pt;font-family: 'times new roman', times, serif\">1. PhD in EE, Ayman Dodin, \u201c<em>Recognition System in Python Programming Language for English Optical Character Recognition.<\/em>\u201d\u00a0<\/span><\/p>\n<p><span style=\"font-family: times new roman,times,serif\"><span style=\"color: #1100aa\"><span style=\"color: #000000\">2. <\/span><\/span><\/span><span style=\"font-family: times new roman,times,serif\"><span style=\"color: #1100aa\"><span style=\"color: #000000\">Aparna John, &#8220;<em>2-D Quaternion Discrete Fourier Transform in Color Image Enhancement<\/em><i>,\u201d<\/i> Graduated in December 2017.<br \/>\n3. John Jenkinson, \u201cEnhancement of galaxy images,&#8221; 2014-2017.<br \/>\n4. <\/span><\/span><\/span><span style=\"font-family: times new roman,times,serif\"><span style=\"color: #1100aa\"><span style=\"color: #000000\">Nan Du, <i>\u201cTensor Transform Based Method of Image Reconstruction by Projections,\u201d<\/i> Graduated in August 2013.<br \/>\n5. Sree Phani Kishore Devineni, <i>\u201cMethods of Paired Representation in Signal Denoising,\u201d<\/i> Graduated in Fall 2013.<br \/>\n6. Khalil Naghdali, <i>\u201cDiscrete Signal-Induced Fast Transforms and Their Applications Image Processing,\u201d<\/i> Graduated in Fall 2013.<br \/>\n7. Tilak Nagaraju, <i>\u201cDesign and Architectural Implementation of the Fast Fourier Transform in FPGA\u201d<\/i><br \/>\n8. Serkan Dursun, <i>\u201cPeak-to-Average Power Ratio Reduction in Multi-Carrier Communication Systems,\u201d<\/i> Graduated in May 2010. <\/span><\/span><\/span><span style=\"font-family: times new roman,times,serif\"><span style=\"color: #1100aa\"><span style=\"color: #000000\"><br \/>\n9. Fatma Arslan, <i>\u201cImage Enhancement and Directional Denoising by Paired Transform,\u201d<\/i> Graduated in March 2007. <\/span><\/span><\/span><\/p>\n<p><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-size: 14pt\"><em><span style=\"font-family: times new roman,times,serif\"><b>BS with Honor in EE:<\/b> <\/span><\/em><\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">Joao, Nsingui, <i>\u201cElliptic Discrete Fourier Transforms and Their application,\u201d<\/i> Graduated in May 2012.<\/span> <\/span><\/span><\/p>\n<p><span style=\"color: #1100aa\"><span style=\"font-size: 14pt;color: #000000\"><em><span style=\"font-family: times new roman,times,serif\"><b> MS in EE (28):<\/b><\/span><\/em><\/span><span style=\"color: #1100bb\"><br \/>\n<\/span><\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif\">1. MS in EE, Alexis Garcia, is working on \u201c<strong><em>QR-method of Multi-Qubit Operation in Quantum Computation<\/em><\/strong>\u201d\u00a0<\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif\">2. MS in EE, Jorge Garcia, \u201c<strong><em>1-D Quantum Convolution for Phase Filters<\/em><\/strong>,\u201d (Graduated, May 2024)<br \/>\n3. MS in EE, AJ Carnall,\u00a0 \u201c<strong><em>Detecting Target Images from Video Games<\/em><\/strong>\u201d (Graduated, Dec. 2024)<br \/>\n<\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif\">4. <\/span><span style=\"font-family: 'times new roman', times, serif\">MS in EE, Hemangini Patel, <em>\u201c<strong>Low Light Image Enhancement Focusing- Underwater Images<\/strong>,\u201d<\/em> <span style=\"color: #1100aa\"><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-family: times new roman,times,serif\">Graduated in <\/span><\/span><\/span><\/span>August 2023.<\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif\">5. MS in EE, Emmanuel Oluga, \u201c<em><strong>Alpha-Rooting Color Image Enhancement for Neural Light Field Rendering<\/strong>,<\/em>\u201d <span style=\"color: #1100aa\"><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-family: times new roman,times,serif\">Graduated in <\/span><\/span><\/span><\/span>May 2023.<\/span><br \/>\n<span style=\"font-family: 'times new roman', times, serif\">6. MS in EE, Stange Jason, \u201c<strong>Facial Recognition<\/strong><em>,\u201d<\/em> <span style=\"color: #1100aa\"><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-family: times new roman,times,serif\">Graduated in <\/span><\/span><\/span><\/span>Spring 2020.<\/span><br \/>\n<span style=\"font-family: 'times new roman', times, serif\">7. MS in EE, Isaac Trevino, \u201c<em><strong>Face Image Recognition<\/strong>,\u201d<\/em> <span style=\"color: #1100aa\"><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-family: times new roman,times,serif\">Graduated in <\/span><\/span><\/span><\/span>Spring 2020.<\/span><\/p>\n<p><span style=\"color: #1100aa\"><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-family: times new roman,times,serif\">8. Richard Down, \u201c<em><strong>Intersection Monitoring Tool Using Computer Vision and Machine Learning Techniques<\/strong><\/em>,\u201d Graduated in December 2018.<\/span><\/span><\/span><\/span><\/p>\n<p><span style=\"color: #1100aa\"><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-family: times new roman,times,serif\">9. Anusha <\/span><\/span><\/span><\/span><span style=\"color: #1100aa\"><span style=\"color: #1100bb\"><span style=\"color: #000000\"><span style=\"font-family: times new roman,times,serif\">Cherukuri (\/ Dr. Sos Agaian), \u201c<em>To Develop a Financial Data Analytics and Prediction System by Combining Multiple data Sources<\/em>,\u201d Graduated in December 2017.<br \/>\n10. Venkata Parameswada R. Boddu (\/ Dr. Sos Agaian) , \u201cParametric Transfer Learning Analysis wuth Prostate and Breast Cancer,\u201d Graduated in December 2017.<br \/>\n11. Venkata Parameswada R. Boddu, <i>\u201cA Novel Reversible Watermarking Method based on Adaptive Thresholding and Companding Technique,\u201d<\/i> Graduated in May 2016. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">12. Sai Krishna Papineni, <i>\u201cFacial Expression Recognition System using Hog Features and Cross Validation,\u201d<\/i> Graduated in May 2016. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">13. Pranita B. Panta, <i>\u201cRetinex Using Fast Fourier Transform,\u201d<\/i> Graduated in May 2016. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">14. Ramya Y. Kavuda <i>\u201c Mineral Image Enhancement,\u201d<\/i> Graduated in May 2016.\u00a0<\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">15. Bryan A. Wiatrek, <i>\u201cImage Encryption by Redirection and Cyclic Shift,\u201d<\/i> Graduated in May 2015.\u00a0<\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">16. Analysa M. Gonzales, <i>\u201cFast Multiscale RETINEX and a-Rooting, Fusion for Post Processing,\u201d<\/i> Graduated in May 2015.\u00a0<\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">17. John Jenkinson, <i>\u201cEnhancement Classification of Galaxy Images,\u201d<\/i> Graduated in December 2014.\u00a0<\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">18. Mehdi Hajinoroozi, <i>\u201cImage and Signal Processing with Discrete Signal-Induced Heap Transform,\u201d<\/i> Graduated in May 2014.\u00a0<\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">19. Hassan Alshwaf, <i>\u201cSeismic Signal Processing Techniques and algorithms,\u201d<\/i> Graduated in August 2013.\u00a0<\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">20. Ahmad Turki, <i>\u201cOverview on Different Medical Image Enhancement Algorithms,\u201d<\/i> Graduated in August 2013. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">21. Julian, Anugom, <i>\u201cMultiresolution Signal Processing by Fourier Transform Time-Frequency Correlation Analysis,\u201d<\/i> Graduated in May 2006. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">22. Alla Srikrishna, <i>\u201cNovel Method of Image Reconstruction Using Tensor Representation &#8211; Its Applications in Positron Emission Tomography,\u201d<\/i> Graduated in Dec. 2005. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">23. Shih-Chia Liu, <i>\u201cMethod of Tensor Representation for Reconstruction of Image from Projections,\u201d<\/i> Graduated in May 2005. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">24. Jung-Hua Liao, <i>\u201cNew Methods of Filtering for 1-D Signals by the Paired Transform,\u201d<\/i> Graduated in May 2005. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">25. Veerabhadrasam S. Bhamidipati, <i>\u201cNew Methods of Calculation of Reversible Integer Discrete Cosine Transform,\u201d<\/i> Graduated in Dec. 2004. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">26. Ranganadh Narayaham, ( \/ Dr. Patel Parimal) <i>\u201cImplementation and Performance Evaluation of the fast DFT by Using Radix-2 and the Paired Transform Algorithms,\u201d<\/i> Graduated in August 2004. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">27. Larry Stephen Lamoureux, ( \/ Dr. Sos Agaian) <i>\u201cImage De-noising via Local Information Based Fuzzy Filters,\u201d<\/i> Graduated in May 2002. <\/span><br \/>\n<span style=\"font-family: times new roman,times,serif\">28. Ashish Dinanath, Graduated in May 2002.<\/span> <\/span><\/span><\/span><\/p>\n<ul>\n<li><span style=\"font-size: 12pt\"><span style=\"font-family: times new roman,times,serif\"><span style=\"font-size: 14pt\"><b>Other Classes (from 2001-2018):<\/b><\/span>\u00a0<\/span><span style=\"font-family: times new roman,times,serif\">\u00a0\u00a0<i><br \/>\n<span style=\"color: #000000\"> Topics in DSP: Biomedical Imaging &#8211; BME 6703-01 <\/span><br \/>\n<span style=\"color: #000000\"> Advanced Topics in Signal Processing &#8211; EE 6363 001\u00a0<\/span><br \/>\n<span style=\"color: #000000\"> Topics in DSP: Biomedical Image Processing &#8211; EE 5263-01<\/span><br \/>\n<span style=\"color: #000000\"><strong> Topics in DSP: Digital Image Processing &#8211; EE 5263<\/strong>-01<\/span><br \/>\n<span style=\"color: #000000\"><strong> Digital Signal Processing &#8211; EE 5163<\/strong>\u00a0<\/span><br \/>\n<span style=\"color: #000000\"><strong>Discrete Signals and Systems<\/strong> (Signals and Systems II)<strong> &#8211;<\/strong> <strong>EE 3523<\/strong>\u00a0<\/span><br \/>\n<span style=\"color: #000000\"><strong> Math in Signals and Systems &#8211; EE 3424<\/strong>, EE 3423 (Signals and Systems I)<\/span><br \/>\n<span style=\"color: #000000\"> Network Theory &#8211; EE 2423<\/span><br \/>\n<span style=\"color: #000000\"> Statics and Dynamics &#8211; ERG 2213\u00a0<\/span><br \/>\n<span style=\"color: #000000\"><strong> Digital Image Processing &#8211; EE 4663<\/strong>\u00a0<\/span><br \/>\n<span style=\"color: #000000\"><strong> Topics: Digital Image Processing &#8211; EE 5353\u00a0<\/strong><\/span><br \/>\n<strong><span style=\"color: #000000\"> Digital Signal Processing &#8211; EE 4643\u00a0<\/span><\/strong><br \/>\n<span style=\"color: #000000\"> Topics in Multimedia Signal Processing &#8211; EE 5353\u00a0<\/span><br \/>\n<span style=\"color: #000000\"> Topics in DSP &#8211; EE 4453\u00a0<\/span><br \/>\n<span style=\"color: #000000\">Applied Engineering Analysis I &#8211; EGR 2323\u00a0<\/span><br \/>\n<span style=\"color: #000000\">Applied Engineering Analysis II &#8211; EGR 3323\u00a0<\/span><br \/>\n<\/i><\/span><\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Classes and Students\u00a0 Independent Study-REU Quantum Computation in Imaging: &#8211; EE 4913\u00a0 The Text-Book: Quantum Image Processing in Practice: A Mathematical Toolbox, A.M. Grigoryan and S.S. Agaian\u00a0 (1st Edition, p. 320, WILEY, 2025).\u00a0 Probability and Stochastic Processes &#8211; EE 3533 (in summer 2024, 2025) Required Text-Book: 1. My Notes and 2.\u00a0Probability and Stochastic Processes: A &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ceid.utsa.edu\/agrigoryan\/teaching\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Teaching&#8221;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-16","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Teaching - Artyom (Art) Grigoryan<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ceid.utsa.edu\/agrigoryan\/teaching\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Teaching - Artyom (Art) Grigoryan\" \/>\n<meta property=\"og:description\" content=\"Classes and Students\u00a0 Independent Study-REU Quantum Computation in Imaging: &#8211; EE 4913\u00a0 The Text-Book: Quantum Image Processing in Practice: A Mathematical Toolbox, A.M. Grigoryan and S.S. Agaian\u00a0 (1st Edition, p. 320, WILEY, 2025).\u00a0 Probability and Stochastic Processes &#8211; EE 3533 (in summer 2024, 2025) Required Text-Book: 1. 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