About

PhD Student & Graduate Research Assistant

Performance and Resource Optimization in Networks (PROTON) Lab, Arizona State University

Interests

Integrated Sensing and Communication Artificial Intelligence Deep Learning Deep Reinforcement Learning Wireless Networks Energy-Aware Edge Computing

City

Tempe, Arizona, United States

Email

krumman@asu.edu

I am a Ph.D. student in the School of Electrical, Computer and Energy Engineering at Arizona State University and a member of the Performance and Resource Optimization in Networks (PROTON Lab), advised by Dr. Eirini Eleni Tsiropoulou. I received my M.Sc. in Applied Statistics and Data Science in 2024 from Jahangirnagar University (JU), Bangladesh, and B.Sc. in Electrical and Electronic Engineering in 2016 from Islamic University of Technology (IUT), Bangladesh.

My research focuses on the integration of deep learning with integrated sensing and communications.

Education

PhD in Electrical Engineering

Arizona State University | Aug 2025 - Present

Expected graduation: Spring 2029

M.Sc. in Statistics and Data Science

Jahangirbagar University | Dec 2022 - Apr 2024

GPA: 3.67/4.00

B.Sc. in Electrical and Electronic Engineering

Islamic University of Technology | Dec 2012 - Dec 2016

GPA: 3.88/4.00

Professional Experience

Graduate Research Assistant

PROTON Lab, Arizona State University | Aug 2025 - Present

Supervisor: Dr. Eirini Eleni Tsiropoulou, Associate Professor

Executive, Validation and Calibration Department

Square Pharmaceuticals PLC, Gazipur, Bangladesh | Jan 2022 - Dec 2023

  • Successfully completed equipment and systems qualification activities, ensuring industry standards and regulatory compliance.
  • Achieved 50+ successful validations by consistently following the cGMP guidelines and Validation Master Plan and actively participated in QMS activities, including 15 internal audits, document control, and continuous improvement initiatives.
  • Served as the main point of contact for auditors, confidently presenting validation and calibration activities.

Lecturer, Electrical and Electronic Engineering Department

European University of Bangladesh, Dhaka, Bangladesh | Sep 2018 - Dec 2021

  • Prepared and delivered courses and lab manuals, creating clear and concise instructions for students to follow.
  • Conducted theory and lab courses, facilitating hands-on learning experiences and ensuring adherence to safety protocols.
  • Supervised students and provided guidance on assignments and projects, contributing to successful academic outcomes.

Executive, Engineering Department

Square Toiletries Limited, Narayanganj, Bangladesh | Aug 2017 - Sep 2018

  • Optimized machinery performance through calibration and repairs, contributing to increased productivity and reduced waste.
  • Planned and directed projects focused on improving manufacturing processes and reducing costs, delivering successful outcomes on time and within budget.
  • Determined the necessary steps to bring systems into compliance with industry regulations and company standards, ensuring safety and quality in all operations.

Publications

Intelligent Drone Pickup Scheduling via Deep Reinforcement Learning in Low Altitude Economy Networks

Authors: K M Rumman, Dimitrios Kaltsogiannis, Eirini Eleni Tsiropoulou

December 2025

Journal: Elsevier, Internet of Things

Under review

A Multimodal Deep Learning Framework for Emergency Drone Landing Zone Detection

Authors: K M Rumman, Andre Riker, Eirini Eleni Tsiropoulou

November 2025

Journal: IEEE Access

Under review

Shrink: Reducing MIMO Feedback Overhead in Wi-Fi with Dynamic Data-Driven Channel Sounding

Authors: K M Rumman, Francesca Meneghello, Khandaker Foysal Haque, Francesco Gringoli, Francesco Restuccia

October 2025

Conference: Proceedings of the Twenty-sixth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing, pages 11-20

DOI: 10.1145/3704413.3764421

Magic: Meta-Learning Adaptive Gesture Recognition with mmwave MIMO CSI

Authors: Khandaker Foysal Haque, K M Rumman, Arman Elyasi, Francesca Meneghello, Francesco Restuccia

May 2025

Conference: IEEE 26th International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM), pages 131-140

DOI: 10.1109/WoWMoM65615.2025.00030

m3mimo: An 8×8 mmwave Multi-User MIMO Testbed for Wireless Research

Authors: Khandaker Foysal Haque, Francesca Meneghello, K M Rumman, Francesco Restuccia

November 2024

Conference: Proceedings of the 30th Annual International Conference on Mobile Computing and Networking, pages 1922-1929

DOI: 10.1145/3636534.3697321

Fingerprint based biometric attendance system

Authors: Md Saidur Rahman, K M Rumman, Rubab Ahmed, Abdur Rahman, Md Asaduzzaman Sarker

March 2023

Journal: European Chemical Bulletin, volume 12, pages 184-190

DOI: 10.31838/ecb/2023.12.s3.026

Design and implementation of intelligent railway system

Authors: Md Saidur Rahman, Md Abdullah Kawser, K M Rumman, Fahrin Rahman, Rubab Ahmed

September 2022

Journal: Journal of Image Processing and Intelligent Remote Sensing, volume 2, pages 53-62

DOI: 10.55529/jipirs.25.53.62

Skills

Programming Languages

Python C/C++ MATLAB

Frameworks & Libraries

PyTorch TensorFlow Scikit-learn Gymnasium Stable-Baselines3

Tools & Technologies

Git & GitHub Linux (Ubuntu) LaTeX Jupyter Notebooks