اعضای هیئت علمی

Roozbeh Rajabi

Assistant Professor of ECE

Qom University of Technology (QUT)

Qom, Iran

rajabi at qut.ac.ir

rajabi at ieee.org

www.roozbehrajabi.net

Education

2009 - 2014

Ph.D. in Electrical Engineering (Communications)

Tarbiat Modares University (TMU), Tehran, Iran

GPA: 18.14/20

Thesis title: “Mixed Pixel Analysis in Hyperspectral Imagery”

Supervisor: Prof. Hassan Ghassemian

2007 - 2009

M.Sc. in Electrical Engineering (Biomedical Engineering)

Tarbiat Modares University (TMU), Tehran, Iran

GPA: 18.40/20

Thesis title: “T-wave Alternans Analysis in the ECG signal”

Supervisor: Prof. Hassan Ghassemian

2002 - 2007

B.Sc. in Electrical Engineering (Communications)

GPA: 16.55/20

Iran University of Science & Technology (IUST), Tehran, Iran

Thesis title: “Nonsystematic Turbo codes”

Advisor: Prof. Vahid Tabatabavakili

Work
Experience

2014 – Present

Assistant Professor of Electrical and Computer Engineering

Faculty of ECE

Communications and Electronics Department

Qom University of Technology (QUT), Qom, Iran

Main Duties: Teaching, Research, Administrative Duties

2012 - 2014

Senior Software Developer

Geoinformatics Research Institute, University of Tehran, Tehran, Iran

Main Duties: Developing Dust Detection Software Using Satellite Images

2010 - 2012

Senior Software Developer

Shetab Aresh Consulting Engineers, Tehran, Iran

Main Duties: Developing PLC and Fiber Optics Management Software

2006 - 2010

Communications Engineer and Software Developer

Monenco Iran Consulting Engineers, Tehran, Iran

Main Duties: Developing Power Line Carrier (PLC) Management Software

Administrative
Experience

Qom University of Technology, Qom, Iran

Director of Central Library and University Press (May 2020 – Present)

Director of Industrial Relations and Entrepreneurship (May 2019 – May 2020)

Head of Communications and Electronics Department (September 2016 – January 2019)

Head of Central Laboratory (May 2016 - September 2018)

Research

Interests

Machine Learning

Deep Learning

Natural Language Processing (NLP)

Generative Adversarial Network (GAN)

Geoscience & Remote Sensing

Unmixing of Hyperspectral Data

Classification of Hyperspectral Images

Intelligent Transportation Systems

License Plate Recognition

Traffic Sign Recognition

Biomedical Signal and Image Processing

T-wave Alternans Detection in the ECG Signal

Medical Image Analysis (MRI, CT, Ophthalmic)

Genomic Signal Processing

Statistical Signal Processing

Blind Source Separation (BSS)

Teaching
Experience

Assistant Professor, Qom University of Technology, Qom, Iran (2014 - Present)

Graduate Courses Taught: Pattern Recognition, Digital Image Processing, Advanced DSP, Research Methods.

Undergraduate Courses Taught: Digital Signal Processing (DSP), Fundamentals of Communications Systems, Signals and Systems, Communication Circuits Lab, DSP Lab, MATLAB Workshop, Raspberry Pi Workshop.

Sadra Institute of Higher Education (2016 - 2020)

Graduate Courses Taught: Neural Networks, Digital Image Processing, Advanced DSP.

Undergraduate Courses Taught: Digital Signal Processing (DSP), Digital Communications, Fundamentals of Communications Systems.

Azad University, South Tehran Branch, Tehran, Iran (2012 - 2014)

Courses Taught: Digital Communications, Signals and Systems, Communication Circuits Lab.

Qom University of Technology, Qom, Iran (2011 - 2012)

Courses Taught: Fundamentals of Communication Systems, Microelectronics II, Circuits I

Azad University, Shahr-e-Rey Branch, Tehran, Iran (2010 - 2012)

Courses Taught: Microelectronics I, Digital Design, Microelectronics II & III Lab., Computer Programming C++, Circuits I & II

Projects

Design and implementation of traffic sign recognition system

Stakeholder: Qom University of Technology, Qom, Iran, 2018

Design and implementation of dust detection system

Stakeholder: Atmospheric Science & Meteorological Research Center, Tehran, Iran, 2016

Design and implementation of JOSHAN risk management software

Stakeholder: Risk Management Research Center, Tehran, Iran, 2013

Design and implementation of privatization laws and regulations system

Stakeholder: Iranian Privatization Organization, Tehran, Iran, 2015

Design and implementation of PLC and fiber optics management software

Stakeholder: Iran Grid Management Company, Tehran, Iran, 2012

Design and implementation of PLC management software

Stakeholder: Mazandaran Regional Electric Company, Mazandaran, Iran, 2011

Design and implementation of PLC management software

Stakeholder: Yazd Regional Electric Company, Yazd, Iran, 2010

Professional Membership

IEEE Member (since 2014)

Advisor of IEEE QUT Student Branch (since 2014)

IEEE Geoscience and Remote Sensing Society (since 2010)

IEEE Engineering in Medicine & Biology Society (2008 - 2012)

IEEE Signal Processing Society (Since 2009)

IEEE Communications Society (2008)

IEEE Graduate Student Member (2008-2014)

Member of IT Committee of Iranian Society of Smart Grid (2018-present)

Scientific Committee Member and Technical Session Chair of Machine Vision and Image Processing (MVIP 2020) Conference

Active Reviewer of ISI Journals:

IEEE Geoscience and Remote Sensing Letters (GRSL)

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)

IEEE Transactions on Geoscience and Remote Sensing (TGRS)

IEEE Transactions on Image Processing (TIP)

SPIE Journal of Applied Remote Sensing (JARS)

Journal of Intelligent and Fuzzy System (JIFS)

T and F International Journal of Remote Sensing

T and F Remote Sensing Letters

Programming

&

Computer Skills

Python

scikit-learn, Keras, TensorFlow, OpenCV

MATLAB & Simulink

Toolboxes: Signal Processing, Image Processing, Computer Vision, Deep learning, Communications, Control Systems, Symbolic Math, Wavelet

Microsoft Visual Studio .NET

C++, C#, VB

Circuit Design Software

OrCAD, Altium Designer, Proteus, Multisim

Web Programming

ASP.NET, PHP, SQL Server, Django

Document Preparation System

LaTeX, Microsoft Office Collection

Language Skills

Fluent in English (TOEFL IBT Score: 105/120 (Exam Year: 2009))

Native in Persian

Publications

A. Estebsari and R. Rajabi, "Single Residential Load Forecasting Using Deep Learning and Image Encoding Techniques," Electronics, vol. 9, no. 1, Jan. 2020.

M. Shamsesalehi, Y. Attarizi, and R. Rajabi, "Power allocation and subchannel pairing for BER minimization in MIMO-OFDM AF relay systems," Annals of Telecommunications, vol. 75, pp. 175-184, Jan. 2020.

M. H. Safi, R. Rajabi, "Traffic Sign Recognition Using MobileNet Neural Network," 11^th Iranian Conference on Machine Vision and Image Processing (MVIP 2020), Qom, Iran, Feb. 2020. (in Persian)

H. Moosavi, R. Rajabi, "Spectral Unmixing of Hyperspectral Images Using Block Sparse Structure," Iranian Conference on Signal Processing and Intelligent Systems (ICSIPS 2019), Shahrood, Iran, Dec. 2019. (in Persian)

S. Attari, R. Rajabi, "Data Fusion Algorithm for Cooperative Spectrum Sensing Based on LSTM Networks," Iranian Conference on Signal Processing and Intelligent Systems (ICSIPS 2019), Shahrood, Iran, Dec. 2019. (in Persian)

R. Rajabi and A. Estebsari, "Deep Learning Based Forecasting of Individual Residential Loads Using Recurrence Plots," 2019 IEEE Milan Power Tech, Milan, Italy, 2019.

M. Yazdani, A. Estebsari, M. Estebsari and R. Rajabi, "Markov Chain Modelling-Based Approach to Reserve Electric Vehicles in Parking Lots for Distribution System Energy Management," 2019 IEEE International Conference on Environment (EEEIC 2019), Genova, Italy, 2019.

S. Khoshsokhan, R. Rajabi and H. Zayyani, "Clustered multitask non-negative matrix factorization for spectral unmixing of hyperspectral data," Journal of Applied Remote Sensing, vol. 12, no. 4, pp. May 2019.

S. Khoshsokhan, R. Rajabi and H. Zayyani, "Sparsity-Constrained Distributed Unmixing of Hyperspectral Data," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 12, no. 4, April 2019.

S. Khoshsokhan, R. Rajabi, H. Zayyani, "Hyperspectral Unmixing Based on Clustered Multitask Networks", Iranian Conference on Signal Processing and Intelligent Systems (ICSPIS 2018), Tehran, Iran, 2018.

Z. Rostami, R. Rajabi, "Performance Evaluation of SVM and FFNN Classifier for Cardiac Arrhythmias Classification using Wavelet Features", Electronics Industries, vol. 9, no. 1 pp. 47-54. (in Persian)

V. Abdollahi, H. Zayyani, R. Rajabi, "Phase Based Arrival Angle Estimation in Linear Arrays", National Conference on New Technologies in Electrical and Computer Engineering, Isfahan, Iran, 2018. (in Persian)

S. Khoshsokhan, R. Rajabi, H. Zayyani, "Distributed Unmixing of Hyperspectral Data with Sparsity Constraint", International Conference on Sensors and Models in Photogrammetry and Remote Sensing (SMPR 2017), Tehran, Iran, 2017.

A. H. Alirezaei, R. Rajabi, "Iranian Traffic Signs Recognition using Image Processing on Raspberry PI", The 16th International Conference on Traffic and Transportation Engineering (ICTTE 2017), Tehran, Iran, 2017. (in Persian)

H. Moosavi Azarang, R. Rajabi, "Smart Traffic Light using Image Processing on Raspberry PI", The 2nd Iran Intelligent Transportation Systems Congress (ITS Congress 2017), Tehran, Iran, 2017. (in Persian)

Z. Rostami, R. Rajabi, "ECG Beats Classification based on Wavelet Features using SVM and FFNN Classifiers", 18th Iranian Student Conference on Electrical Engineering (ISCEE 2015), Mashhad, Iran, 2015. (in Persian)

R. Rajabi, H. Ghassemian, "Spectral Unmixing of Hyperspectral Imagery using Multilayer NMF", IEEE Geoscience and Remote Sensing Letters, vol. 12, pp. 38-42, 2015.

R. Rajabi, H. Ghassemian, "Sparsity Constrained Graph Regularized NMF for Spectral Unmixing of Hyperspectral Data", Springer Journal of the Indian Society of Remote Sensing, vol. 43, pp. 269-278, 2015.

A. Jamshidi, A. Alidoosti, S. Givehchi, R. Rajabi, "A model for Security Vulnerability Assessment in the Oil Industry, Case study: Marine Oil Industry", Journal of Emergency Management, vol. 1, no. 1, pp. 61-67, Spring & Summer 2012. (in Persian)

R. Rajabi, H. Ghassemian, "Multilayer Structured NMF For Spectral Unmixing of Hyperspectral Images”, IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS 2014), Lausanne, Switzerland, 2014.

R. Rajabi, H. Ghassemian, "Fusion of Hyperspectral and Panchromatic Images using Spectral Unmixing Results", International Conference on Sensors and Models in Photogrammetry and Remote Sensing (SMPR 2013), Tehran, Iran, 2013.

R. Rajabi, H. Ghassemian, "Hyperspectral data unmixing using GNMF method and sparseness constraint", IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2013), Melbourne, Australia, 2013.

R. Rajabi, H. Ghassemian, "Unmixing of Hyperspectral Data using Robust Statistics-based NMF", The 6th International Symposium on Telecommunications (IST 2012), Tehran, Iran, 2012.

R. Rajabi, M. Khodadadzadeh, H. Ghassemian, "Graph Regularized Nonnegative Matrix Factorization for Hyperspectral Data Unmixing", 7th Iranian Machine Vision and Image Processing (MVIP 2011), Tehran, Iran, 2011.

M. Khodadadzadeh, R. Rajabi, H. Ghassemian, "A novel approach for spectral-spatial classification of hyperspectral data based on SVM-MRF method", IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2011), Vancouver, Canada, 2011.

M. Khodadadzadeh, R. Rajabi, H. Ghassemian, “Combination of region-based and pixel-based hyperspectral image classification using erosion technique and MRF model”, The 18th Iranian Conference on Electrical Engineering (ICEE 2010), Isfahan, Iran, 2010.

R. Rajabi, H. Ghassemian, “T-Wave Alternans Analysis using Lyapunov Exponents”, 2009 IEEE Symposium on Industrial Electronics & Applications (ISIEA09), Kuala Lumpur, Malaysia, 2009.

R. Rajabi, H. Ghassemian, “Body surface potentials estimation in electrocardiographic imaging”, 17th Iranian Conference on Electrical Engineering (ICEE 2009), Tehran, Iran, 2009. (in Persian)

MSc Theses Supervised

Sara Khoshsokhan, Thesis Title: “Distributed Spectral Unmixing of Hyperspectral Images”, Oct. 2017.

Mahdi Alipour Masoumabad, Thesis Title: “Design, analyze and simulation of a novel Leaky Wave Antenna with the ability of 50 degrees beam-scan angle and the gain of 10 dB”, Feb. 2019.

Hossein Moosavi Azarang, Thesis Title: “Spectral Unmixing of Hyperspectral Images Based on Block Sparse Structure”, Nov. 2019.

Sobhan Attari, Thesis Title: “Data Fusion Algorithm for Cooperative Spectrum Sensing Based on Long Short-Term Memory”, Feb. 2020.

Mohamad Hadi Safi, Thesis Title: “Traffic Signs Recognition Using Deep Learning”, Under Supervision.

Mojtaba Shahidi Zandi, Thesis Title: “Iranian License Plate Recognition Using Deep Learning”, Under Supervision.

Abbas Naghavian, Thesis Title: “Design and simulation of flat lens using theory of transformation optics method”, Under Supervision.

Elahe Khoshbakhti, Thesis Title: “Load Forecasting in Smart Grid Networks using Deep Pooling RNN”, Under Supervision.

Farzaneh Fayegh, Thesis Title: “Iris recognition using deep learning based on capsule network architecture”, Under Supervision.

Masoumeh Momeni, Thesis Title: “No-Reference Hyperspectral Image Quality Assessment Using Deep Learning”, Under Supervision.

Nafiseh Rezaei, Thesis Title: “Electricity price forecasting in smart grids using recurrent neural networks”, Under Supervision.

Zahra Montazeri, Thesis Title: “Channel estimation in massive MIMO systems using LSTM networks”, Under Supervision.

MSc Theses Advised

Vahid Abdollahi, “Phase-Based DOA Estimation”, Jan. 2018.

Nasrin Sadeghi, “Linear Agebra and Numerical Analysis for Image Cryptography”, Jan. 2018.

Mohamad Shams Salehi, “Simulation and Optimization of Relay Matrix in MIMO-OFDM AF Relay Systems”, Feb. 2019.

Awards

&

Honors

Outstanding Paper Award for the paper “Hyperspectral Unmixing Based on Clustered Multitask Networks”, ICSPIS 2018

Ph.D. Scholarship

Iran Ministry of Science, Research and Technology, 2012

IEEE Student Travel Support to Attend IGARSS 2013 in Melbourne, Australia, July 2013

Ranked 1st among participants of Ph.D. entrance examination

Tarbiat Modares University, 2009

Ranked 1st among M.Sc. students of Biomedical Engineering

Tarbiat Modares University, Entrance 2007

Between Top 10 B.Sc. students of Electrical Engineering

Iran University of Science and Technology, Entrance 2002

General

Interests

Climbing

Photography

My Photoblog: http://www.roozbehrajabi.net/photography

Playing Chess

Member of Tarbiat Modares University Chess Team (2008-2010)

Web Design & Programming

A. Estebsari and R. Rajabi, "Single Residential Load Forecasting Using Deep Learning and Image Encoding Techniques," Electronics, vol. 9, no. 1, Jan. 2020.

M. Shamsesalehi, Y. Attarizi, and R. Rajabi, "Power allocation and subchannel pairing for BER minimization in MIMO-OFDM AF relay systems," Annals of Telecommunications, vol. 75, pp. 175-184, Jan. 2020.

M. H. Safi, R. Rajabi, "Traffic Sign Recognition Using MobileNet Neural Network," 11^th Iranian Conference on Machine Vision and Image Processing (MVIP 2020), Qom, Iran, Feb. 2020. (in Persian)

H. Moosavi, R. Rajabi, "Spectral Unmixing of Hyperspectral Images Using Block Sparse Structure," Iranian Conference on Signal Processing and Intelligent Systems (ICSIPS 2019), Shahrood, Iran, Dec. 2019. (in Persian)

S. Attari, R. Rajabi, "Data Fusion Algorithm for Cooperative Spectrum Sensing Based on LSTM Networks," Iranian Conference on Signal Processing and Intelligent Systems (ICSIPS 2019), Shahrood, Iran, Dec. 2019. (in Persian)

R. Rajabi and A. Estebsari, "Deep Learning Based Forecasting of Individual Residential Loads Using Recurrence Plots," 2019 IEEE Milan Power Tech, Milan, Italy, 2019.

M. Yazdani, A. Estebsari, M. Estebsari and R. Rajabi, "Markov Chain Modelling-Based Approach to Reserve Electric Vehicles in Parking Lots for Distribution System Energy Management," 2019 IEEE International Conference on Environment (EEEIC 2019), Genova, Italy, 2019.

S. Khoshsokhan, R. Rajabi and H. Zayyani, "Clustered multitask non-negative matrix factorization for spectral unmixing of hyperspectral data," Journal of Applied Remote Sensing, vol. 12, no. 4, pp. May 2019.

S. Khoshsokhan, R. Rajabi and H. Zayyani, "Sparsity-Constrained Distributed Unmixing of Hyperspectral Data," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 12, no. 4, April 2019.

S. Khoshsokhan, R. Rajabi, H. Zayyani, "Hyperspectral Unmixing Based on Clustered Multitask Networks", Iranian Conference on Signal Processing and Intelligent Systems (ICSPIS 2018), Tehran, Iran, 2018.

Z. Rostami, R. Rajabi, "Performance Evaluation of SVM and FFNN Classifier for Cardiac Arrhythmias Classification using Wavelet Features", Electronics Industries, vol. 9, no. 1 pp. 47-54. (in Persian)

V. Abdollahi, H. Zayyani, R. Rajabi, "Phase Based Arrival Angle Estimation in Linear Arrays", National Conference on New Technologies in Electrical and Computer Engineering, Isfahan, Iran, 2018. (in Persian)

S. Khoshsokhan, R. Rajabi, H. Zayyani, "Distributed Unmixing of Hyperspectral Data with Sparsity Constraint", International Conference on Sensors and Models in Photogrammetry and Remote Sensing (SMPR 2017), Tehran, Iran, 2017.

A. H. Alirezaei, R. Rajabi, "Iranian Traffic Signs Recognition using Image Processing on Raspberry PI", The 16th International Conference on Traffic and Transportation Engineering (ICTTE 2017), Tehran, Iran, 2017. (in Persian)

H. Moosavi Azarang, R. Rajabi, "Smart Traffic Light using Image Processing on Raspberry PI", The 2nd Iran Intelligent Transportation Systems Congress (ITS Congress 2017), Tehran, Iran, 2017. (in Persian)

Z. Rostami, R. Rajabi, "ECG Beats Classification based on Wavelet Features using SVM and FFNN Classifiers", 18th Iranian Student Conference on Electrical Engineering (ISCEE 2015), Mashhad, Iran, 2015. (in Persian)

R. Rajabi, H. Ghassemian, "Spectral Unmixing of Hyperspectral Imagery using Multilayer NMF", IEEE Geoscience and Remote Sensing Letters, vol. 12, pp. 38-42, 2015.

R. Rajabi, H. Ghassemian, "Sparsity Constrained Graph Regularized NMF for Spectral Unmixing of Hyperspectral Data", Springer Journal of the Indian Society of Remote Sensing, vol. 43, pp. 269-278, 2015.

A. Jamshidi, A. Alidoosti, S. Givehchi, R. Rajabi, "A model for Security Vulnerability Assessment in the Oil Industry, Case study: Marine Oil Industry", Journal of Emergency Management, vol. 1, no. 1, pp. 61-67, Spring & Summer 2012. (in Persian)

R. Rajabi, H. Ghassemian, "Multilayer Structured NMF For Spectral Unmixing of Hyperspectral Images”, IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS 2014), Lausanne, Switzerland, 2014.

R. Rajabi, H. Ghassemian, "Fusion of Hyperspectral and Panchromatic Images using Spectral Unmixing Results", International Conference on Sensors and Models in Photogrammetry and Remote Sensing (SMPR 2013), Tehran, Iran, 2013.

R. Rajabi, H. Ghassemian, "Hyperspectral data unmixing using GNMF method and sparseness constraint", IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2013), Melbourne, Australia, 2013.

R. Rajabi, H. Ghassemian, "Unmixing of Hyperspectral Data using Robust Statistics-based NMF", The 6th International Symposium on Telecommunications (IST 2012), Tehran, Iran, 2012.

R. Rajabi, M. Khodadadzadeh, H. Ghassemian, "Graph Regularized Nonnegative Matrix Factorization for Hyperspectral Data Unmixing", 7th Iranian Machine Vision and Image Processing (MVIP 2011), Tehran, Iran, 2011.

M. Khodadadzadeh, R. Rajabi, H. Ghassemian, "A novel approach for spectral-spatial classification of hyperspectral data based on SVM-MRF method", IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2011), Vancouver, Canada, 2011.

M. Khodadadzadeh, R. Rajabi, H. Ghassemian, “Combination of region-based and pixel-based hyperspectral image classification using erosion technique and MRF model”, The 18th Iranian Conference on Electrical Engineering (ICEE 2010), Isfahan, Iran, 2010.

R. Rajabi, H. Ghassemian, “T-Wave Alternans Analysis using Lyapunov Exponents”, 2009 IEEE Symposium on Industrial Electronics & Applications (ISIEA09), Kuala Lumpur, Malaysia, 2009.

R. Rajabi, H. Ghassemian, “Body surface potentials estimation in electrocardiographic imaging”, 17th Iranian Conference on Electrical Engineering (ICEE 2009), Tehran, Iran, 2009. (in Persian)