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رزومه آموزشی و پژوهشی

5140 بازدید
دسته بندی: دسته‌بندی نشده منتشر شده در 09 اکتبر 2019 نویسنده: modir زمان مطالعه: 12 دقیقه 0 نظر به روز شده در 13 دسامبر 2022
Update:07.06.2002 

Dr Mohammad Karimi Moridani

Google Scholar Link:

https://scholar.google.com/citations?user=a7N6LKIAAAAJ&hl=en

Researchgate Link:

https://www.researchgate.net/profile/Mohammad_Moridani

Dean’s Office: Faculty Health and Biomedical Engineering, Tehran Medical Sciences, IAU, Tehran, IRAN:

https://tms.iau.ir/en/page/2209/school-of-health-and-biomedical-engineering

Postdoctoral Research Associate at UNSW:

https://research.unsw.edu.au/people/dr-mohammad-karimi-moridani

I completed a Bachelor degree in Electrical Engineering-Electronic with distinction in 2006. I further completed MSc in Biomedical Engineering-Bioelectric in 2008. I received my PhD in Biomedical Engineering-Bioelectric in 2015, which focused on the development a novel method for mortality prediction of Cardiovascular and Cerebrovascular patients admitted in ICU. Before joining UNSW Australia in 2022, I worked as assistant professor in the ‎Biomedical Engineering Department at ‎TMSIAU, Iran.

I am interested in Biomedical Signal and Image Processing, Artificial Neural Networks (ANNs), Machine Learning, Deep Learning, Nonlinear Time-Series Analysis, and Cognitive Science. I have experience in ECG, EMG, PPG, and EEG Signal Processing in Detecting and Predicting diseases and disorders such as Epilepsy, Apnea, Parkinson, and Cardiac Diseases. Moreover, in recent years, I completed several projects on Image processing such as Pattern Recognition, Breast Cancer, Face Beauty Detection, and etc.
I have strong background to use MATLAB and Python programming languages. I am proficient in many Python environments such as Google Colab, Spider, Pytorch, IDLE, and so on. Furthermore, I could easily write MATLAB code and design various models in SIMULINK. Additionally, I am capable of designing different Deep Learning models in MATLAB and Python.

I am currently working as Postdoctoral Associate Researcher at the UNSW Australia. Ultimately, I hope to harness this information to improve various disease detection ‎and model development for different fields, especially biomedical and ‎biological‏.‏

INFORMATICS and TECHNICAL SKILLS

  • Statistical Software (SPSS, Excel) – High level
  • SIMULINK and MATLAB Programming – High level
  • Other Programming Languages: AVR Micro-Controller, Proteus, Codevision, Multisim, Porotel, Circuit Maker – High level
  • Python/ PyTorch/Tensorflow Programming Languages – Medium level
  • Machine Learning, Artificial Intelligence (MLP, SOM, SVM, KNN), Deep Learning (GgoogleNet,ResNet,VGGNet, …)
  • Specialized EEG analyzing software (EEGLab, Brain Products) – Medium level
Areas of Interest
1)    Image Processing

Medical Image Processing

Computer Vision

Image enhancement methods

Noise reduction methods

Edge Detection Methods

 2)    Signal Processing

Medical Signal Processing

Noise Cancellation Methods

Time-Frequency Methods

Non-linear Feature Extraction

Optimization Methods
3)    Machine Learning

Artificial Networks

 4)    Data acquisition and management

ECG, EEG, ERG Recordings
      5) Fuzzy Theory       6) Statistical Analysis
      7) Bioengineering       8) Modeling

 

Education
2011-2015

Ph.D. Biomedical Engineering-Bio-Electric

Dissertation: Mortality Prediction of Cardiovascular and Cerebrovascular Patient Admitted in ICU Using Nonlinear Methods and Clinical Rules

Supervisors: Prof. S. Kamaledin Setaredan; Prof. Ali Motie Nasrabadi, Prof. E. Hajinasrollah
2006-2008

M.Sc.: Biomedical Engineering-Bio-Electric

Dissertation: ECG Imaging to Ischemic Episode Detection

Supervisors: Dr. Majid Pouladian
2002-2006

B. Sc.: Electrical Engineering-Electronic

Dissertation: DC Motor Control with PD&PID Controller in MATLAB Environment

Supervisor: Dr. Fereydoon Javashi

 

Honored abd Awards
****** Iran’s top researcher elite forum
****** Teaching Awards of Islamic Azad Tehran Medical Sciences,  Islamic Azad University, Tehran, Iran
****** Ranked first among graduating students

In Ph.D. of Biomedical Engineering.
****** Ranked first in national Ph.D. Entrance Exam

In Biomedical Engineering, Iran
****** Full-Fund Ph.D. Acceptances

Pompeu Fabra University, Spain
****** Ranked 10th among 450 competitors

In Azad Universities attendance exam, Iran

  

SIENTIFIC PEER-REVIEWED PUBLICATIONS
2022
M Karimi Moridani, An automated method for sleep apnoea detection using HRV, Journal of Medical Engineering & Technology, 46(2), 1-16, 2022.
F Zahedi, M Karimi Moridani, Classification of Breast Cancer Tumors Using Mammography Images Processing Based on Machine Learning, International Journal of Online and Biomedical Engineering (iJOE),18(2), 31-42, 2022.
M Karimi Moridani, A Hajiali, Nonlinear Dynamics Measures of EEG signal Based on Recurrence Quantification Analysis for Automated Sleep Stage Detection, Journal of Applied Research on Industrial Engineering, 9(1), 2022.
M Karimi Moridani, Z Khandaghi khameneh, M Shahipour shamsabad, Designing an Intelligent System to Detect Stress Levels during Driving, 19(1), 81-89, 2022.
M Karimi Moridani, A Novel Clinical Method for Detecting Obstructive Sleep Apnea Using of Nonlinear Mapping, Journal of Biomedical Physics and Engineering, 12(1), 2022.
Hoda Edris Abadi, M Karimi Moridani, Mahshid Mirzakhani, Mental arithmetic task detection using geometric features extraction of EEG signal based on machine learning, Bratislavske lekarske listy, 123(6), 408-421,2022.
2021
F Sajadi Moghadam, M Karimi Moridani, Y Jalilvand, Analysis of Heart Rate Dynamics Based on Nonlinear Lagged Returned Map for Sudden Cardiac Death Prediction in Cardiovascular Patients, Multidimensional Systems and Signal Processing 32 (2), 693–714, 2021.
A Saeedi, M Karimi Moridani, A Azizi, An Innovative Method for Cardiovascular Disease Detection Based on Nonlinear Geometric Features and feature reduction combination, Intelligent Decision Technologies: An International Journal 15 (1), 45-57, 2021.
M Karimi Moridani, P Yuosefi, A Safavi Sohi, The Effect of Meditation on Regulation of Heart Rate, American Journal of Biomedical Science & Research 12 (2), 164-167, 2021.
N Hamedani, M Karimi Moridani, Design and manufacturing of gloves for intelligent quantification of hand vibration, Karafan Quarterly Scientific Journal, 18(3), 2021.
Soroor Behbahani, M Karimi Moridani, Alireza Ramezani, Hamideh Sabbaghi, Investigating the frequency characteristics of the electroretinogram signal in patients with central retinal vein occlusion, Medical Science Journal of Islamic Azad Univesity-Tehran Medical Branch, 31(2), 2021.
M Karimi Moridani, T Habikazemi, N Khoramabadi, Analysis of Heart Rate Dynamics Before and During Meditation, International Journal of Online & Biomedical Engineering, 17(5), 2021.
M Karimi Moridani, SS Jabbari Behnam, M Heydar, Automatic Epileptic Seizure Detection Based on EEG Signals Using Deep Learning, Artificial Intelligence Evolution 2 (2), 2021.
S Ahmadimehr, M Karimi Moridani, Identify Attractive and Unattractive Individuals Based on Geometric Features Using Neural Network, Traitement du Signal 38 (4), 2021.
N Naghashzargar, M Karimi Moridani, H Mahmoudi, Intelligent diagnosis of actinic keratosis and squamous cell carcinoma of the skin using linear and nonlinear features based on image processing techniques, Journal of Health and Biomedical Informatics, 8(1), 2021.
Neda Mahmoudi, M Karimi Moridani, Melika Khosroshahi, Seyedali Tabatabai Moghadam, Epileptic Seizure Prediction Using Geometrical Features Extracted From HRV Signal, Evolutionary Computing and Mobile Sustainable Networks, Springer, 2021.
2020
M Karimi Moridani, S Marjani A Review of the Methods for Sudden Cardiac Death Detection, International Journal of Online & Biomedical Engineering 16 (9): 137-158, 2020.
M Karimi Moridani, Z Mahabadi, N Javadi, Heart rate variability features for different stress classification, Bratislava Medical Journal, 121(9),2020.
M Karimi Moridani, AK Moridani, M Gholipour, Powerful Processing to Three-Dimensional Facial Recognition Using Triple Information, International Journal of Advances in Applied Sciences, 9(4), 2020.
S Behbahani, A Ramezani, M Karimi Moridani, H Sabbaghi, Time-Frequency Analysis of Photopic Negative Response in CRVO Patients, Semin Ophthalmol, 35(3):187-193, 2020.
M Karimi Moridani, S Behbahani, S Asadikia, Motor Signal Intelligent Processing in Huntington Disease Diagnosis, Signal Processing and Renewable Energy Journal, 4(1):51-62, 2020.
S Ahmadimehr, M Karimi Moridani Evaluating Facial Attractiveness through Proportions Analysis Based on Geometric Features, Journal of Image Processing & Pattern Recognition Progress 7 (2), 2020.
M Karimi Moridani, S Behbahani, E Ebadi, F Choopani, Design and implementation of an online test system to evaluate the students more precisely and improve the quality of education, Bi-quarterly Journal of Educational Studies NAMA, 16, 2020.
M Karimi Moridani, NGN Shahrestani, Gait Motor Signal Processing for Parkinson’s Disease Detection Based on Artificial Intelligence, International Journal of Tomography and Simulation 33 (1), 2020.
2019
M Karimi Moridani, M Abdi Zadeh, ZS Mazraeh, An Efficient Automated Algorithm for Distinguishing Normal and Abnormal ECG Signal, IRBM 40 (6), 2019.
M Karimi Moridani, M Pouladian, A Novel Method to Ischemic Heart Disease Detection Based on Non-Invasive ECG Imaging, Journal of Mechanics in Medicine and Biology 19 (03), 1950002
M Karimi Moridani, F Choopani, M Kia, Recognition of lung volume condition based on phase space mapping using electrical impedance tomography, Journal of Electrical Bioimpedance 10, 2019.
2018
M Karimi Moridani, YH Bardineh, Presenting an efficient approach based on novel mapping for mortality prediction in intensive care unit cardiovascular patients, MethodsX 5, 2018.
M Karimi Moridani, SK Setarehdan, AM Nasrabadi, E Hajinasrollah, A novel approach to mortality prediction of ICU cardiovascular patient based on fuzzy logic method, Biomedical Signal Processing and Control 45, 2018.
2017
M Karimi Moridani, H Farhadi, Heart rate variability as a biomarker for epilepsy seizure prediction, Bratislava Medical Journal 118 (1):3–8, 2017.
M Karimi Moridani, Shabnam Ghahari, Implementation of Edge Detection as an Efficient Algorithm to the Evaluation of the Dental Caries, Advances in Bioresearch, 8(2):233-241.
2016
M Karimi Moridani, SK Setarehdan, AM Nasrabadi, E Hajinasrollah, Non Linear Feature Extraction from HRV Signal for Mortality Prediction of ICU Cardiovascular Patient, Journal of Medical Engineering & Technology, 40 (3), 87-98, 2016.
2015
M Karimi Moridani, SK Setarehdan, AM Nasrabadi, E Hajinasrollah, New algorithm of mortality risk prediction for cardiovascular patients admitted in intensive care unit, International journal of clinical and experimental medicine 8 (6), 8916, 2015.
M Karimi Moridani, SK Setarehdan, AM Nasrabadi, E Hajinasrollah, Analysis of heart rate variability as a predictor of mortality in cardiovascular patients of intensive care unit, Biocybernetics and Biomedical Engineering 35 (4), 217-226, 2015.
S Behbahani, M Karimi Moridani, Non-linear Poincaré analysis of respiratory efforts in sleep apnea, Bratislavske lekarske listy, 426-432, 2015.
v  A K Moridani, S H Fakhrmoosavy, M Karimi Moridani, Vehicle detection and tracking in roadway traffic analysis using kalman filter and features, International Journal of Imaging and Robotics 15(2):47-52, 2015.
2013

M Karimi Moridani, SK Setarehdan, AM Nasrabadi, E Hajinasrollah, Mortality risk assessment of ICU cardiovascular patients using physiological variables, Universal Journal of Biomedical Engineering 1, 6-9, 2013.
2012
M Karimi Moridani, Detection and Quantification of Coronary Atherosclerotic Plaque Using Different Imaging Modalities, American Journal of Biomedical Engineering 2 (2), 1-6, 2012.
2009
M Karimi Moridani, Functional brain imaging with use of a new and powerful neuroimaging technique, Journal of Biomedical Science and Engineering 2 (3), 173-176, 2009.
M Karimi Moridani, M Pouladian, Detection ischemic episodes from electrocardiogram signal using wavelet transform, Journal of Biomedical Science and Engineering 2 (4), 239, 2009.
 
CONFERENCES
2021
M Karimi Moridani, The role of the Internet of Things in the Educational System during the Corona Pandemic, 5th International Conference on Internet of Things and Applications (IoT), IEEE, 2021.
2019
A Azizi, M Karimi Moridani, A Saeedi, A Novel Geometrical Method for Depression Diagnosis Based on EEG Signals, 4th Conference on Technology In Electrical and Computer Engineering, 2019.
M Karimi Moridani, M Heydar, SS Jabbari Behnam, A Reliable Algorithm Based on Combination of EMG, ECG and EEG Signals for Sleep Apnea Detection, 5th Conference on Knowledge Based Engineering and Innovation (KBEI), IEEE, 2019.
S Behbahani, M Karimi Moridani, N Kianfar, Cardiac Signal Processing to discriminate Normal and Atrial Fibrillation Signals, 7rd National Symposium on Electrical Engineering (06/2019) Majlesi, Isfahan, Iran (Persian).
2018
v  M Karimi Moridani, M Kia, F Choopani, Development of Computer- Aided Diagnosis System to Evaluate the Lung Efficiency Using Electrical Impedance Tomography, 3rd International Conference on Electrical Engineering, 1-9, 2018.
 
 
2017
M Karimi Moridani, Mahdiyar Heydar, Sleep Apnea Detection by Real-time Heart Rate Variability Analysis, 24th national and 2nd International Iranian Conference on Biomedical Engineering (ICBME), Amirkabir University of Technology, Tehran, Iran. (Persian)
2016
M Karini Moridani, Golnaz Abadi, Neuromuscular Skeletal Arm Modeling to Analysis of Stability and Movement Control, International Conference on Researches in Science & Engineering (06/2016) – Istanbul, Turkey. (Persian)
2015
M Karini Moridani, Negin Mahani, Prediction of mortality in patients admitted to intensive care unit, 18st Iran Student Conference on Electrical Engineering, Sharif University of Technology, Mashhad, Iran. (Persian)
M Karini Moridani, N Anisi, AH Eslami, Presenting a New Method to Obstructive Sleep Apnea Prediction Using Electrocardiogram Signal, The International Conference in New Research of Electrical Engineering and Computer Science, Tehran, Iran. (Persian)
M Karini Moridani, Shabnam Ghahari, Early Caries Detection in Tooth-Based on Histogram and Power Spectral Analysis, 1st Langaroud Conference on Electrical Engineering (05/2015) – Langaroud, Gilan, Iran. (Persian)
M Karini Moridani, F Gholami, S Ghahari, D Gholami, Face Tracking for Diagnosis and Treatment Plan in Orthodontic Patients, 1st Langaroud Conference on Electrical Engineering (05/2015) – Langaroud, Gilan, Iran. (Persian)
2013
M Karini Moridani, Soroor Behbahani, Improvement of the Storage Capacity for Hopfield Network Associative Memory, 1th National Conference on Computer Engineering and Information Retrieval (04/2013) – Roudsar, Gilan, Iran. (Persian)
2010
M Karini Moridani, Visualization of Coronary Atherosclerotic Plaques in Patients Using Different Imaging Modalities, 17th Iranian Conference on Biomedical Engineering (ICBME) (10/2010) -IEEE, Isfahan, Iran
2009
M Karini Moridani, M Pouladian, ECG Imaging to Ischemic Episode Detection, 17th Conference on Electrical Engineering (ICEE) (08/2009) – Tehran, Iran. (Persian)

M Karini Moridani, A H Jafari, Investigating the performance of the neuromuscular skeletal arm movement using a non-linear model, 16th Iranian Conference on Biomedical Engineering (ICBME) (10/2009) – Tehran, Iran. (Persian)
Membership
Member of Construction Engineering Organization

Member of the Association of Medical Engineering

Member of Young Researcher Club

 

Professional Experience
Teaching Experience: 2016-Present:

Tehran Medical Sciences,  Islamic Azad University, Tehran, Iran

·       Artificial Neural Networks

·       Microprocessor
2012-Present:

Islamic Azad University, Tehran Medical Branch, Tehran, Iran

·       Medical Informatics

·       Systemic Programming

·       Microprocessor

·       MATLAB Software Programming
2011-2017:

Islamic Azad University of Islamshahr, Islamshahr, Iran.

·       Electronic

·       Electrical Circuits

·       Microprocessor
2009-2015:

Islamic Azad University of Garmsar, Garmsar, Iran.

·       Electronic

·       Integrated Circuits

·       Discrete-Time Signal Processing

·      Computer Networks
2007-2008:

Islamic Azad University of Lahijan, Guilan, Iran

·       Electrical Circuit

·       Linear Control Systems

·       MATLAB Programming,

·       SPICE Programming

 

Workshop Holdings:
2018-2019    Matlab Professional Programmering (Islamic Azad University, South Branch, Tehran, Iran)

2018-2019    Introduction to MATLAB programming Islamic Azad University, South Branch, Tehran, Iran

2017-2018    Matlab Professional Programmering (Tehran Medical Sciences,  Islamic Azad University, Tehran, Iran)

2016-2017    Matlab Professional Programmer (Tehran Medical Sciences,  Islamic Azad University, Tehran, Iran)

 

Advisory and SuperAdvisory of Projects:
Supervisory of Ph.D. Project:

·       Heart rate monitoring in pregnant women with preeclampsia
Supervisory of M.Sc. Projects:

·       Predicting of bradycardia in preterm infants using linear and nonlinear analysis of heart rate variability

·       Provides an intelligent method to detect the stress of drivers

·       Detection of age-related macular degeneration by neural networks

·       Dynamic analysis of hand movement signals to quantify the vibrations

·       A New Method for Predicting Sudden Cardiac Death Using Geometric Phase Spatial Mapping

·       Providing a Reversible and Compression-Resistant Method for Watermarking Digital Medical Imaging
Supervisory of B.Sc. Projects:

·        Implementation of a stress detection system using physiological signals

·       Design of artificial neural network to identify seizures using time-frequency analysis

·       Investigating the dynamics of Electrophysiological signals in individuals at different stages of sleep

·       Design of a CAD System for the Identification and Classification of Breast Cancer Tumors

·       Face image processing to identify people’s facial expressions

·       Influence of digital games on spine condition and body posture

·       An Algorithm for Depression Detection Using Electroencephalogram Signal

·       Meditation is a new approach to promoting community health

·       Parkinson’s disease diagnosis using the RQA algorithm

·       Behavioral assessment of neonatal bradycardia

 

Professional Affiliations and Services:
Ad-hoc Reviewer

IEEE transaction on Neural systems and rehabilitation Engineering

Anatolian Journal of Cardiology

Alliance for engineering in Biology and Medicine (IRBM)

Biocybernetics and Biomedical Engineering

Biomedical Signal Processing and Control

Computer Methods and Programs in Biomedicine (CMPB)

Digital Signal Processing (DSP Elsevier)

Archives of the Turkish Society of Cardiology

Journal of Medical Signals and Sensors (JMSS)

Medical Image Analysis (MEDIA Elsevier)

Neural Computing and Applications

 

Computer Skills:
Matlab Professional Programmer

 Simulink

 Fuzzy Logic

 EEGLab

 Graphical User Interface (GUI)

Programming Languages: C++

Software Packages: PSPICE, ORCAD, Proteus, Codvision

 

Other Skills
Language: Advanced English

 

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