Hossein Raeis

University of Isfahan, Isfahan ,Iran

M.Sc. student in Electrical and Electronics Engineering
Email:
LinkedIn: Hossein Raeis
ResearchGate: Hossein Raeis
Birth Date: 10th of June 1997

Research Interest:
  • Signal and Image Processing
  • Applied Artificial Intelligence (AI)
  • Sensing Systems
  • Healthcare System Engineering
  • CV (pdf)


    Education

    Sep 2019 /
    Sep 2022

    MSc in Electrical Engineering - Digital Electronic Systems

    University of Isfahan, Isfahan, Iran

    • GPA: 18.63/20
    • Thesis Project: Human Activity Recognition (HAR) in multi-subject environments based on device-free sensor (FMCW microwave radar) by utilizing deep convolutional autoencoder neural network and morphological image processing.
    • Supervisor: Prof. Mohammad Kazemi
    • Co-Supervisor: Prof. Shervin Shirmohammadi

    Sep 2015 /
    Sep 2019

    BSc in Electrical and Electronics Engineering

    University of Isfahan, Isfahan, Iran

    • GPA: 18.05/20
    • Thesis Project: Designing an interface circuit, including various peripherals and sensors, for ZYNQ device to apply in UAVs flight controller.
    • Supervisor: Prof. Mohammad Kazemi

    Selected Publications All Publications

    Citations: 5  

    • IEEE IMM'21 H. Raeis, M. Kazemi, and S. Shirmohammadi, "Human activity recognition with device-free sensors for well-being assessment in smart homes," IEEE Instrumentation & Measurement Magazine, vol. 24, no. 6, pp. 46-57, 2021.(Published) Link to IEEE Xplore
    • IEEE I2MTC'22 H. Raeis, M. Kazemi, and S. Shirmohammadi, "InARMS: Individual Activity Recognition of Multiple Subjects with FMCW radar," in 2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2022: IEEE, pp. 1-5.(Published) Link to IEEE Xplore
    • H. Raeis, M. Kazemi, and S. Shirmohammadi, "Real-Time Individual Activity Recognition in MultiSubject Environments with FMCW Radar," IEEE Transactions on Instrumentation and Measurement.(Under Revision)
    • H. Raeis, M. Kazemi, and S. Shirmohammadi, "Deep Convolutional Autoencoder Individual Activity Recognition of Multiple Subjects with FMCW Microwave Radar,".(Under Preparation)

    Awards and Honors

    • Ranked 1st GPA (18.63 out of 20) among all majors of M.Sc. Electrical Engineering students at the University of Isfahan
    • Exceptional talented entrance for master’s degree at the University of Isfahan
    • Ranked 5th GPA (18.05 out of 20) among all graduated B.Sc. Electrical Engineering students at the University of Isfahan

    Experiences

    Teaching Assistant

    • Logic Circuits courses at University of Isfahan, Iran

    Work Experience

    • Part-time robotic teacher for elementary students at Robotic School, Iran
    • Part-time robotic teacher for elementary students at Saeb Institute, Iran
    • Part-time robotic teacher for elementary students at Pendar Institute, Iran

    Volunteer Experience

    • Referee of Junior Fighter league at 2017-2018 BarmanCup Competition, Isfahan, Iran

    Selected Projects

    • Deep Learning Projects

      Implementing CNN, RNN, VAE and GAN deep neural networks with the aim of handwritten digit recognition and text and image generation

    • Denoising FMCW Radar Data

      Implementing morphology operations (Erosion and Opening), PCA and CAE to denoise RangeDoppler maps extracted by FMCW radar

    • Computational Intelligence Projects

      Applying genetic algorithm to achieve optimization points in single-objective and multi-objective optimization problems.

    • Image Processing Projects

      In the senior UAV-indoor league of Iran Open RoboCup competition, there is a mission which UAV should be able to detect doors and windows with red and blue frames, respectively. An image processing based program has been developed which was able to detect frames correctly using algorithms including Hough Line, morphological operations and masking in HSV color space.

    • Sobel Edge Detection

      Has implemented systolic array architecture, as a parallel system architecture, with FPGA in order to apply Sobel edge detection. A VHDL code has been developed and after applying the sample picture to the simulation, the output picture was correct.

    • Download and Display Data with FPGA

      Downloading data from a USB flash drive and displaying it on a monitor. Xilinx Spartan 6 was used for controlling a USB host IC and displaying contents on a monitor screen.

    • Interfacing FPGA to Sensor for Data Collection

      Three VHDL code has been developed with the aim of raw data collection from GPS, accelerometer and pressure sensors by the programmable logic (PL) part of ZYNQ device. Our intended sensors were ADXL345 as accelerometer sensor, BMP180 as barometric pressure sensor and GARMIN as GPS that their correspondent serial protocols are SPI, I2C and UART. The raw data is collected by the PL part and is sent to the processing system (PS) part for measurement. The code was synthesized and programmed by Xilinx Vivado software.

    • Designing High Accuracy Tilt Angle Measurement

      Designing high accuracy tilt angle measurement with MPU6050 sensor and ARM microcontroller.

    • Designing High Power Oven Temperature Controller

      Has designed, implemented and manufactured a high-power, digital temperature control system. PI controller has been adjusted and programmed to function on AVR Microcontroller which received commands from a Windows-based application. A high-power thyristor was used which allowed an output power to up to 20KW.

    • Industrial Electronics Project

      Has designed and implemented a voltage booster switching regulator. A PI controller was adjusted and established on an AVR Microcontroller to stabilize the output voltage. the overall output power is 12W.

    • Designing a Line Follower Robot

      Has designed and fabricated a line follower robot using IR transceiver sensors and ATMEGA32 microcontroller. The DC motors were driven by L6203, a full bridge driver.

    • Designing an Emotional Touch Sensitive Robot

      Designing an emotional touch sensitive robot utilizing AVR microcontroller

    • Driving Stepper Motors of 3D Printer

      The desirable printer is comprised of 2 stepper motors for moving the printer bed and one another to discharge resin in the printer extruder which NEMA 17 and NEMA 23 were used, respectively. Also, TB6600 and Adafruit motor shield were set up to drive NEMA 17 and NEMA 23, respectively.

    • RF Circuits Project

      Has designed and implemented a superheterodyne radio receiver using Tuner IC-KA2297. RF and IF passive filters were implemented in the system. The circuit was tested by spectrum analyzer

    • Microcomputers and Microcontrollers Project

      Has designed and implemented a temperature and barometric pressure measurement using BMP180. The raw data of BMP180 is received by an AVR microcontroller with I2C serial protocol. After processing, the precise temperature and barometric pressure are sent to a phone or laptop by HC05 Bluetooth module.

    • Internship Project

      Filling the tank with well water and controlling the level of water with PLC S7 simulator. When the level of water inside the tank is low, PLC turns on the pump to transfer water into the tank. Also, when the level of tank water is high, the pump should be turned off. The other project is controlling two-step traffic light with PLC S7 simulator.


    Certificates

    • Machine Learning certificate from Coursera by Stanford University
    • Participate in Senior UAV-Indoor league at National Drone Racing 2018 Competitions
    • Participate in Senior UAV-Indoor league at RoboCup Iran Open 2018 Competitions
    • Participate in Senior UAV-Indoor league at RoboCup Iran Open 2017 Competitions
    • Robotics Workshop certificate from IEEE by Iran section - Isfahan branch
    • Participate in Junior Rescue B league at RoboCup Iran Open 2013 Competitions

    Selected Courses

    Graduate

    Course Name Score Professor
    Image Processing 19.75/20 Payman Moallem
    Advanced Digital Image Processing 17.50/20 Payman Moallem
    Advanced Microprocessors 18.95/20 Payman Moallem
    Computational Intelligence 19.70/20 Payman Moallem
    Behzad Mirzaeian
    Advanced Digital Electronics 18.75/20 Mehdi Habibi
    Digital Signal Processing 17.75/20 Farzad Parvaresh

    Undergraduate

    Course Name Score Professor
    Analog Electronics I 18.70/20 Mohammad Kazemi
    Analog Electronics II 17.60/20 Mehdi Habibi
    Logic Circuits and Digital Systems 19.70/20 Mohammad Kazemi
    Microcomputers and Microcontrollers 20.00/20 Payman Moallem
    Advanced Digital Electronics 18.75/20 Mehdi Habibi
    Pulse Technique 17.70/20 Mehdi Habibi
    RF Circuits 20.00/20 Mohsen Mivehchy
    VHDL 18.40/20 Mohammad Kazemi
    Computer Architecture 17.70/20 Mohammad Kazemi
    Solid State Devices 17.70/20 Hamidreza Karimi

    Professional Courses

    • Machine Learning by Standford University - Coursera
    • HTML, CSS, and Javascript for Web Developers by John Hopkings University - Coursera
    • Altium Designer - Metaco
    • Robotics Workshop - IEEE by Iran section, Isfahan branch

    Internship

    • Siemens PLC (STEP7 & WinCC) - IRISA

    Language

    Persian (native)

    English

    Ielts (Academic)
    • Listening: 7.5
    • Reading: 7.0
    • Writing: 6.0
    • Speaking: 7.0
    • Overall Band Score: 7.0