Department of Computer Science and Engineering

Faculty name

Dr. Md. Rashedul Islam

Designation

Associate Professor

Contact info

Mobile: +88 01712 501772

E-Mail: rashed.cse@uap-bd.edu

            rashed.cse@gmail.com


Web: www.rashedul .info

Academic Qualification

Ph.D. in Computer engineering, Embedded System Lab, University of Ulsan, South Korea
M.Sc in Informatics, University of Borås,, Sweden
B.Sc(Hons.) in CSE, University of Rajshahi, Bangladesh

Research Interest

Signal & Image processing | Feature selection schemes | Supervised and Unsupervised Machine learning | Data Clustering | Data-driven bearing fault diagnosis and prognostics | parallel algorithm/processing | and GPS positioning

Ongoing research

  • Fault detection and diagnosis of induction motor using signal analysis and machine learning
  • Feature selection for supervised and unsupervised learning
  • Supervised and Unsupervised machine learning
  • Enhancing supervised classification algorithm
  • Smoke and fire detection
  • Parallel algorithm for Signal processing
  • GPS Positioning Accura

Publications

International Journals (19), International Conferences (14), Korean Conferences (3)

International Journal:

  1. 2016: Rashedul Islam, Jong-Myon Kim, “Online fault diagnosis of bearings by detecting an optimal number of clusters”, IEEE Transaction of Power Electronics (TPE), Submitted.
  2. 2016: Md. Sharif Uddin, Rashedul Islam, Sheraz Ali Khan, Jaeyoung Kim, Jong-Myon Kim, Seok-Man Sohn and ByeongKeun Choi, “Distance and Density Similarity Based Enhanced k-NN Classifier for Improving Fault Diagnosis Performance of Bearings”, Shock and Vibration, Submitted
  3. 2016: Dileep Appana, Rashedul Islam, Sheraz Khan, Cheol-Hong Kim, Jong-Myon Kim, “Smoke Detection using Optical Flow Characteristics for Alarm Systems”, Optical Engineering, Submitted
  4. 2016: Md. Rashedul Islam, Md. Sharif Uddin, Sheraz Khan, Jong-Myon Kim, and Cheol-Hong Kim, “Multi-core Accelerated Discriminant Feature Selection for Real-time Bearing Fault Diagnosis”, Trends in Applied Knowledge-Based Systems and Data Science, LNCS, vol. 9799, pp 645-656.
  5. 2016: Myeongsu Kang, Rashedul Islam, JaeYoung Kim, Jong-Myon Kim, Michael Pecht, “A Hybrid Feature Selection Scheme for Reducing Diagnostic Performance Deterioration Caused by Outliers in Data-Driven Diagnostics”, IEEE Transaction of Industrial Electronics (TIE), VOL. 63, NO. 5, MAY 2016, (ISI-SCI, IF: 6.498, JCR=0.8%)
  6. 2016: Rashedul Islam, Jia Uddin, Jongmyon Kim, "Acoustic Emission Sensor based Fault Diagnosis of Induction Motors using a Gabor Filter and Multiclass Support Vector Machines," accepted for Ad Hoc & Sensor Wireless Networks, Jan. 2016. (SCIE)
  7. 2016: Rashedul Islam, Jia Uddin, Jong-Myon Kim, “Texture Analysis Based Feature Extraction Using Gabor Filter and SVD for Reliable Fault diagnosis of an Induction Motor”, International Journal of Information Technology and Management, In press, (SCOPUS)
  8. 2016: Jia Uddin, Md. Rashedul Islam, Jong-Myon Kim, “A New Two Dimensional Fault Diagnosis Model of Induction Motors using Gabor Filter on Segmented Images”, International Journal of Control and Automation, Vol. 9, No. 1, January 2016, (SCOPUS)
  9. 2016: Rashedul Islam, Sheraz Ali Khan, and Jongmyon Kim, “Discriminant feature distribution analysis-based hybrid feature selection for online bearing fault diagnosis in induction motors”, Journal of Sensors, vol. 2016, pp. 1-16, 2016, Article ID 7145715, (IF: 1.128, ISI-SCIE)
  10. 2015: Md. Rashedul Islam, Sheraz A. Khan, and Jong-Myon Kim, " Maximum class separability-based discriminant feature selection using a GA for reliable fault diagnosis of induction motors", Lecture Notes in Artificial Intelligence LNAI, vol 9227, pp 526-537, (SCOPUS)
  11. 2015: Md. Rashedul Islam, Jong-Myon Kim, A Centroid-GPS Model to Improving Positioning Accuracy for a Sensitive Location-Based System, Lecture Notes in Electrical Engineering Volume 331, 2015, pp 187-196, Mar 05 2015. (SCOPUS)
  12. 2014: Myeongsu Kang, Shohidul Islam, Rashedul Islam, and Jong-Myon Kim, “Accelerating the formant synthesis of haegeum sounds using a general-purpose graphics processing unit”, Multimedia Tools and Applications, Springer, October, 2014, DOI 10.1007/s11042-014-2297-3. (IF: 1.058, ISI-SCIE)
  13. 2014: Jia Uddin, Rashedul Islam, and Jong-Myon Kim, “Texture Feature Extraction Techniques for Fault Diagnosis of Induction Motors”, Journal of Convergence, vol. 5, no. 2, pp. 15-20 June 2014
  14. 2014: Md. Rashedul Islam, Jong-Myon Kim, “An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real Time Navigation”, The Scientific World Journal,, vol-2014 pp-1-8, June 2014, Article ID 671494, doi:10.1155/2014/671494 (IF: 1.73 (2014), ISI-SCIE)
  15. 2012: Md. Rashedul Islam, Aloke Kumar Shah, Md. Rofiqul Islam, “Experimental Evaluation of parallelism in real time execution”, Research Notes in Information Science (ISSN: 2093-1956). Vol.10, October 2012
  16. 2011: Md. Shafiul Azam, Md. Rashedul Islam, Md. Omar Faruqe, “Determination of the Traveling Speed of a Moving Object of a Video Using Background Extraction and Region Based Segmentation”, International Journal of Computer Science and Information Security(IJCSIS), Vol. 9, No. 4, April 2011, ISSN 1947-5500, USA
  17. 2011: Md. Rashedul Islam, Md. Rofiqul Islam, Md. Shariful Alam, Md. Shafiul Azam “Experiences and comparison study of EPC & UML for Business Process & IS Modeling ”, International Journal of Computer Science and Information Security (IJCSIS) Volume 9 No. 3, March 2011, page-125-133, ISSN: 1947-5500, USA
  18. 2011: Md. Shariful Alam , Md. Rashedul Islam , Md. Rofiqul Islam “Organizational improvement using Organizational paradigms with the support of people paradigms”, International Journal on Computer Science and Engineering (IJCSE), Vol. 3, Issue 2, 2011, ISSN : 0975-3397, India.
  19. 2010: Md. Rashedul Islam, Md. Rofiqul Islam, Tohidul Arafhin Mazumder “Mobile Application and Its Global Impact”, International Journal of Engineering & Technology”, International Journal of Engineering & Technology IJET-IJENS Vol. 10 Issue. 06, December 2010, ISSN: 2077-1185, Pakisthan.

International Conference:

  1. 2016: Md Rashedul Islam, M M Manjurul Islam and Jong–myon Kim, “Feature Selection Techniques for Increasing Reliability of Fault Diagnosis of Bearings”, ICECE2016, Dhaka, Submitted
  2. 2015: Md. Sharif Uddin, Rashedul Islam, Jong-Myon Kim, Cheol-Hong Kim, “Many-core Accelerated Local Outlier Factor (LOF) based Classifier in Bearing Fault Diagnosis”, 18th International Conference on Computer and Information Technology (ICCIT), pp. 445-449, 21-23 December 2015.
  3. 2015: Md. Rashedul Islam, Jia Uddin, Jong-Myon Kim, “Fault Diagnosis of an Induction Motor Using a Gabor Filter and Singular Value Decomposition Based Feature Extraction Method”, 2015 International Conference on Platform Technology and Service (PlatCon-15), pp 150-151, Jan 27, Jeju 2015
  4. 2014: Jia Uddin, Md Rashedul Islam, Jong-Myon Kim, “Reliable Fault Diagnosis of Induction Motors using 2D Signal Processing Techniques”, 8th International Conference on Electrical and Computer Engineering (ICECE 2014), Dhaka, 20-22 December 2014.
  5. 2014: Md Rashedul Islam, Jong-Myon Kim, “A New Cooperative-GPS Approach to Improve GPS Positioning Accuracy for Location Based System”, The 2nd FTRA International Conference on Ubiquitous Computing Application and Wireless Sensor Network (UCAWSN-14), July 7-10, Jeju, 2014
  6. 2014: Rashedul Islam, Jia Uddin, Jong-Myon Kim, “Reliable Fault Diagnosis of Induction Motors using an Acoustic Emission Sensor and Signal Processing Techniques”, The 2nd FTRA International Conference on Ubiquitous Computing Application and Wireless Sensor Network (UCAWSN-14), July 7-10, Jeju, 2014
  7. 2014: Rashedul Islam, Jong-Myon Kim, "Reliable RGB color image watermarking using DWT and SVD," International Conference on  Informatics, Electronics & Vision (ICIEV), 2014, pp.1,4, 23-24 May 2014.
  8. 2014: Rashedul Islam, Jong-Myon Kim, “Direction Averaging Method for Improving GPS Positioning Accuracy in Real-Time Navigation”, The 6th FTRA International Symposium on Advances in Computing, Communications, Security, and Applications (ACSA-14), April 2014
  9. 2014: Md Shohidul Islam, Md Rashedul Islam, Jong-Myon Kim, “A accelerating Haegeum’s Sound Synthesis System using Graphics Processing Unit” The 6th FTRA International Symposium on Advances in Computing, Communications, Security, and Applications (ACSA-14), April 2014
  10. 2009: Saleh Ahmed, Md. Rashedul lslam, Md. Shafiul Azam “Bangla Hand Written Digit Recognition Using Supervised Locally Linear Embedding Algorithm and Support Vector Machine”, 12th International Conference on Computers and Information Technology, 2009. ICCIT '09. Print ISBN: 978-1-4244-6281-0, Index By IEEE Explore. Download Link: http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=5407269
  11. 2009: Saleh Ahmed, Shamim Ahmad, Md. Omar Faruqe, Md. Rashedul Islam “EMG Signal Decomposition Using Wavelet Transformation with Respect to Different Wavelet and a Comparative Study”, 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human, Korea, ACM New York, NY, USA ©2009, ISBN: 978-1-60558-710-3. Download Link: http://portal.acm.org/citation.cfm?doid=1655925.165605z
  12. 2009: Md. Rashedul lslam, Md. Shafiul Azam, Saleh Ahmed “Speaker Identification System Using PCA & Eigenface”, 12th International Conference on Computers and Information Technology, 2009. ICCIT '09. Print ISBN: 978-1-4244-6281-0, Index By IEEE Explore. Download Link: http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=5407129
  13. 2006: Md. Rashedul Islam, A.N.K. Zaman, Shamim Ahmad, Md. Khademul Islam Molla “Speaker Identification System Using Eigenface Classification Engine” 9th International Conference of Computer and Information Technology (ICCIT 2006), ISBN: 984-23-3828-1
  14. 2006: Sangeeta Biswas, Md. Rashedul Islam, Shamim Ahmed, Md. Khademul Islam Molla “Text-Dependent Speaker Identification System Using MFCC and HMM” 9th International Conference of Computer and Information Technology (ICCIT 2006), ISBN: 984-23-3828-1

Korean Conference:

  1. 2014: Md. Rashedul Islam, Jong-Myon Kim, “Texture Feature Analysis based Fault Diagnosis of Induction Motors”, KISPS Summer Conference 2014, pp 153-157, 20-21 June 2014, Degu, South Korea.
  2. 2014: Md Shohidul Islam, Md Rashedul Islam, Fahmid Al Farid, Jong-Myon Kim, “Spectral Modeling Synthesis of Haegeum Using GPU” Winter Conference of the Korea Society of Computer and Information No. 22, Issue 1, 2014
  3. 2013: Rashedul Islam,Jong-Myon Kim, “Direction Averaging Method for Improving GPS Positioning Accuracy inReal Time Navigation”, 2013 Korea Engineering Arts Society Conference Vol. 11 no. 1, 2013

Thesis works

Ph.D. Thesis
Title: Discriminant Fault Feature Selection and Reliable Online Bearing Fault Diagnosis System using Signal Processing and Machine Learning Techniques

M.Sc Thesis:
Title: Evaluations of the parallel extensions in .NET 4.0

Undergraduate (B.Sc) Thesis:
Title: Speaker Identification System Using Eigenface Classification Engine

Thesis Supervisions

  1. Enhance k-NN Classification algorithm for improving classification performance (Ph.D. student at University of Ulsan).
  2. Human face detection for multi faced CCTV footage (Ph.D. student at University of Ulsan)
  3. Performance evaluation on Data partitioning and task partitioning in parallelism (M.Sc. student at UAP).
  4. Present Impact and future growth of E-commerce and e-business in developing country (M.Sc. student at UAP)
  5. Memory Efficient adaptive Distributed database management system using cost function (B.Sc. student at UAP)
  6. A New approach of space efficient and secure data storage mechanism using steganography(B.Sc. student at UAP).

Project Supervisions

  1. Online doctor appointment and patient queue control system
  2. Online home automation system for controlling 48 devices from remote place.
  3. Web-portal for Bangladesh.
  4. Microcontroller based Service Counter Queue Management for multiple counters.
  5. Automated Student and Teacher attendance using punch card and reader.

Course Conducted

At UAP

  1. CSE 321: Database System

  2. CSE 300: Software Development

  3. MCSE 6003: Advance Database Management System (MCSE)

  4. MCSE 6012: Parallel Algorithm (MCSE)

In previous University

  1. Data Structure

  2. Structured Programming (C)

  3. Object Oriented Programming(C++)

  4. Compiler Design

  5. Data Communication

  6. Computer Network

  7. Web Development

  8. Graphics Design

  9. Internet & Ecommerce

  10. Microprocessor

  11. MIS

  12. DSP

Teaching Experience

  1. Associate Professor
    Dept. of Computer Science & Engineering
    University of Asia Pacific, Dhaka, Bangladesh
    Joining date: 16-10-2016 to Now

  2. Assistant Professor
    Dept. of Computer Science & Engineering
    University of Asia Pacific, Dhaka, Bangladesh
    Joining date: 09-10-2011 to 15-10-2016

  3. Graduate Research Assistant
    Embedded System Lab
    University of Ulsan, South Korea.
    http://eucs.ulsan.ac.kr
    Date: 01-09-2013 to 22-08-2016

  4. Senior Lecturer
    Dept. of Computer Science & Engineering
    Leading University, Sylhet, Bangladesh
    Joining date: 17-09-2009 to 01-10-2011

  5. Lecturer
    Dept. of Computer Science & Engineering
    Leading University, Sylhet, Bangladesh
    Joining date: 17-09-2007 to 16-09-2009

Professional Experience

  1. IT Consultant (Part time)

Firm: Orbit Solutions Ltd (Complete IT Solution Firm)
Niloy-60(2nd Floor), Dorga gate, Sylhet.
Duration: 01-01-2008 To 15-08-2011

  1. Chief Technical Officer

Firm: Orbit Solutions Ltd (Complete IT Solution Firm)
Niloy-60(2nd Floor), Dorga gate, Sylhet.
Duration: 01-03-2007 To 15-09-2007

  1. Senior Developer

Firm: Orbit Solutions Ltd (Complete IT Solution Firm),
Niloy-60(2nd Floor), Dorga gate, Sylhet.
Duration date: 01-09-2006 To 28-02-2007

Other Experience

  1. Coordinator, Master of Science in Computer Science and Engineering (MCSE), University of Asia, Pacific
    Duration: 01-11-2011 to 23-08-2013
  1. Head (Acting), Leading University
    Duration: 01-06-2008 to 19-04-2009
  1. Adviser, Computer Club, Leading University, Sylhet
    Duration: 15-06-2009 to 28-09-2011
  1. Convener, Research and Publication Unit, Dept of CSE, University of Asia Pacific
    Duration: 01-11-2011 to 31-03-2013
  1. Convener, Software and Hardware club, Dept of CSE, University of Asia Pacific
    Duration: 01-04-2013 to 23-08-2013
Admission Office: House No. 73, Road No. 5A, Dhanmondi, Dhaka 1209, Bangladesh, Tel : (880-2) 9664952, PABX : (880-2) 9664953, 8629368 Ext: 107, Fax. : (880-2) 966-4950, Email: admission@uap-bd.edu
Copyright © 2012 All rights reserved by University of Asia Pacific
Last Update: 26 June 2012