MIST Applications

Department of Biomedical Engineering (BME)

Aishwariya Dutta

Lecturer, Department of Biomedical Engineering (BME)

Contact Information

Google Scholar ||  ResearchGate || LinkedIn

3rd Floor, Tower-4, MIST, Mirpur Cantonment, Dhaka-1216, Bangladesh.

Email: aishwariya@bme.mist.ac.bd, aishwariyabme@gmail.com

Educational Background

Master of Science in Biomedical Engineering                                                                                     

CGPA: 4.00 out of 4.00 

Khulna University of Engineering and Technology (KUET) (2020 - 2022)

Thesis Title: Early Prediction of Diabetes Using an Ensemble of Machine Learning Models.   

Bachelor of Science in Biomedical Engineering                                                                                       

CGPA: 3.90 out of 4.00 (2nd in overall merit position)

Khulna University of Engineering and Technology (KUET) (2016 - 2020)

Thesis Title: Skin Lesion Classification Using Convolutional Neural Network for Melanoma Recognition. 

Professional Experience 

LECTURER, Department of BME, Military Institute of Science and Technology (MIST), Mirpur Cantonment, Dhaka-1216, Bangladesh.
Duration: April 2022 – Present

TEACHING ASSISTANT, Department of BME, Khulna University of Science & Technology (KUET), Khulna-9203, Bangladesh.
Duration: October 2020 – December 2021

Publications

Conference Book chapter:

1. Dutta A., Hasan M.K., and Ahmad M., “Skin lesion classification using convolutional neural network for melanoma recognition”, Proceedings of International Joint Conference on Advances in Computational Intelligence, 4th International Joint Conference on Advances in Computational Intelligence (IJCACI), Springer, 20-21 November, 2020. DOI: 10.1007/978-981-16-0586-4_5


Journal articles:

2. Dutta A., Hasan M.K., Ahmad M., Awal M.A., Islam M.A., Masud M., and Meshref H., "Early Prediction of Diabetes Using an Ensemble of Machine Learning Models", International Journal of Environmental Research and Public Health, MDPI, September, 2022. DOI: https://doi.org/10.3390/ijerph191912378
3. Hasan M.K., Roy S., Mondal C., Alam, M.A., Elahi, T., Dutta A., Raju T. U., Jawad M.T., and Ahmad M., “DermoDOCTOR: A framework for concurrent skin lesion detection and recognition using a deep convolutional neural network with end-to-end dual encoders”, Biomedical Signal Processing and Control, Elsevier, April, 2021. DOI: 10.1016/j.bspc.2021.102661
4. Hasan M.K., Jawad M.T., Dutta A., Awal M.A., Islam M.A., Masud M., Al-Amri J.F., “Associating measles vaccine uptake classification and its underlying factors using an ensemble of machine learning models”, IEEE Access, August 2021. DOI: 10.1109/ACCESS.2021.3108551

5. Mondal C., Hasan M.K., Ahmad M., Awal M.A., Jawad M.T., Dutta A., Islam M.R., Moni M.A., “Ensemble of convolutional neural networks to detect acute lymphoblastic leukemia from microscopic images”, Informatics in Medicine Unlocked, Elsevier, November 2021. DOI: 10.1016/j.imu.2021.100794

6. Hasan M.K., Alam M.A., Roy S., Dutta A., Jawad M.T., and Das S., “Missing value imputation affects the performance of machine learning: a review and analysis of the literature (2010–2021)”, Informatics in Medicine Unlocked, Elsevier, November 2021. DOI: 10.1016/j.imu.2021.100799

Project Experience

  • Smart Infant Incubator

-  A low-cost portable incubator (imitating the environment of the mother’s womb) for a premature newborn or an infant born with any disability in any rural area. It can ensure the safety of the newborn and will help to monitor its current condition during transportation from rural areas to the city hospital by placing it inside an ambulance. It can also be used for rural clinics.

  • Hospital Automation System

- An automated hospital room system facilities for patients.

  •  Electronic Stethoscope for E-Health Care

- The device can play heart sounds in real-time with a speaker or earphone after signal collection and power amplification, and this heart sound can transfer to the physicians by the worldwide sharing media available.

  • IoT-Based Baby Monitoring System in Household

- A baby monitoring system for working mothers who can monitor their babies from their offices or workplace.

  • Design & Implementation of Transformer Based Functional Electrical Stimulation (FES) for Transcutaneous Electrical Stimulation

- A portable functional electrical stimulator that is used in paralyzed patient’s muscle surface, after stimulation results in muscle activation.

Research  Interests

  • Artificial intelligence and machine learning with a focus on deep learning
  • Bio-nanotechnology
  • Stem cell and regenerative engineering
  • Medical devices and instrumentation
  • Biomedical signal and image processing

Extra-Curricular Activities

  • Student Operator, Fabrication Lab KUET, Khulna University of Engineering and Technology, June 2019 - Mar. 2020       
  • Media & Publication Secretary, Advanced Bio-Engineering Club KUET, Oct. 2018 - Mar. 2020                  
  • School Leader, Bakolia Adarsha Girls’ High School, 2012 - 2013
  • Girls Guide and Sports Leader, Bakolia Adarsha Girls’ High School, 2012 - 2013

Academic Awards and Honors

  • Erasmus Mundus Joint Master Degree in Medical Imaging and Applications, 2022, Not availed.                                                             
  • Dean's Award, Faculty of Electrical and Electronic Engineering, Khulna University of Engineering & Technology (KUET), 2018
  • Dean's Award, Faculty of Electrical and Electronic Engineering, Khulna University of Engineering & Technology (KUET), 2019
  • Dean's Award, Faculty of Electrical and Electronic Engineering, Khulna University of Engineering & Technology (KUET), 2020
  • Higher Secondary School Certificate National Board Scholarship, General Scholarship, 2015            
  • Secondary School Certificate National Board Scholarship, General Scholarship, 2013                              
  • Junior School Certificate National Board Scholarship, Talent pool Scholarship, 2010
  • Primary School National Board Scholarship, Talent pool Scholarship, 2007    

Achievements

  • Champion: Project Showcasing, Textile Fest – Khulna University of Engineering and Technology, 2019               
  • 1st Runner-Up: Project Showcasing, Ignition – Khulna University of Engineering and Technology, 2019     
  • 1st Runner-Up: Project Showcasing, University Day – Khulna University of Engineering and Technology, 2018         
  • 1st Runner-Up: Project Showcasing, Esonance - Islamic University of Technology, 2018                             
  • 2nd Runner-Up: Project Showcasing, Science for Mankind - Dhaka University, 2018                                                
  • 2nd Runner-Up: Chess, Inter Department Indoor Championships, Organization of KUET Sports, 2020                       
  • Champion: Ludo, Rokeya Hall Indoor Games, 2020                                                                                                         
  • 1st Runner-Up: Cricket, Rokeya Hall Indoor Games, (team captain & two man of the match), 2020                            
  • Champion: Dart & Ludo, Intra Department Indoor Championships, 2019                                                                
  • 1st Runner Up: Carrom, Rokeya Hall Indoor Games, 2019                                                                                      
  • Champion: Dart & Ludo, Intra Department Indoor Championships, 2018

Online Courses

  • AI for Medical Diagnosis – Coursera                                                                                                     [ Certificate ]
  • Programming for Everybody (Getting Started with Python) – Coursera                                          [ Certificate ]
  • Deep Learning Specialization - Coursera                                                                                              [ Certificate ]
    • Neural Networks & Deep Learning                                                                                               [ Certificate ]
    • Improving Deep Neural Networks: Hyperparameter tuning, Regularization, Optimization         [ Certificate ]
    • Structuring Machine Learning Projects                                                                                          [ Certificate ]
    • Convolutional Neural Networks                                                                                                     [ Certificate ]
    • Sequence Models                                                                                                                            [ Certificate ]
  • How to write and Publish a Scientific Paper (Project-Centered Course) – Coursera                        [ Certificate ]

Course Conducted

Theory

Sessional

BME 203: Biochemistry

EECE 192: Principles of Electrical Engineering Sessional

BME 308: Biomedical Engineering Design-I Sessional

BME 402: Physiological Control System Sessional

BME 406: Motion analysis and Rehabilitation Engineering Sessional

BME 104: CAD in Biomedical Engineering Sessional

BME 208: Biomedical Instrumentation and Measurements Sessional

BME 312: Medical Imaging Sessional

BME 412: Biomedical Engineering Design-II Sessional