Abrar Hossain

Abrar Hossain

Research Graduate Assistant

The University of Toledo

Biography

I am a Graduate Research Assistant at The University of Toledo, pursuing a Master’s in Computer Science with a focus on High-Performance and Distributed Computing (HPC/DC). My research centers on developing system software solutions to improve the efficiency, reliability, and cost-effectiveness of distributed and HPC systems, leveraging techniques such as stochastic modeling, control, and optimization. Alongside my work at UToledo, I have contributed to HPC network infrastructure improvements at NCSA and community data solutions at NCAR.

Interests
  • High Performance Computing (HPC)
  • Stochastic Modeling & Optimization
  • Parallel and Distributed Computing
  • Cloud Computing
Education
  • MSc in Computer Science, 2025 (Expected)

    The University of Toledo

  • BSc in Electrical and Electronic Engineering, 2019

    Chittagong University of Engineering & Technology

Experience

Intern

National Center for Supercomputing Applications
June 2025 - August 2025 · Urbana, IL

  • Improved CONECTnet reliability across 50+ resource providers using Layer 3 VPN on Internet2
  • Deployed and optimized Globus and perfSONAR, boosting data throughput by 30% in tests environments
  • Conducted network performance analysis and connectivity optimization for 10+ RPs, reducing latency and loss

Graduate Research Assistant

The University of Toledo
August 2023 - Present · Toledo, OH

  • Developed TARDIS, a power-aware HPC scheduler using GNNs, cost reduction: 18% (temporal), 10-20% (spatial)
  • Developed LASP, a multi-armed bandit-based tuning strategy for HPC on edge devices, achieving 2.5% average performance gain over default settings.
  • Developed a SST-based scalable job scheduler, ensuring high accuracy in wait times, node usage, parallelization

Visitor

NSF National Center for Atmospheric Research
August 2024 - December 2024 · Remote

  • Set up CouchDB, Chords, and Streampipes on ACCESS Jetstreams for community weather data storage
  • Built data orchestrator for efficient data routing, achieving 30% transmission efficiency gain
  • Reduced deployment costs by 25% for communities implementing the project

Intern

NSF National Center for Atmospheric Research
May 2024 - August 2024 · Boulder, CO

  • Designed private LoRa network for 6+ data types with Raspberry Pi gateways and central server
  • Improved wind forecasting with edge-ML, achieving 20% accuracy gain on Raspberry Pi
  • Image analysis with TensorFlow, 25% accuracy gain, 3x faster training, and 95% precision on 10,000+ images

Publications

2025

  1. Power-Aware Scheduling for Multi-Center HPC Electricity Cost Optimization
    Abrar Hossain, Abubeker Abdurahman, Mohammad Atiqul Islam, Kishwar Ahmed
    International Parallel and Distributed Processing Symposium (IPDPS 2025)

  2. Enhanced Intrusion Detection in IIoT Networks: A Lightweight Approach with Autoencoder-Based Feature Learning
    Tasnimul Hasan, Abrar Hossain, Mufakir Qamar Ansari, Talha Hussain Syed
    International Conference on Internet of Things, Big Data and Security (IoTBDS 2025)

2024

  1. HPC Application Parameter Autotuning on Edge Devices: A Bandit Learning Approach
    Abrar Hossain, Abdel-Hameed Badawy, Mohammad Atiqul Islam, Tapasya Patki, Kishwar Ahmed
    IEEE International Conference on High Performance Computing, Data, and Analytics (HiPC'24)

  2. Scalable HPC Job Scheduling and Resource Management in SST
    Abubeker Abdurahman, Abrar Hossain, Kevin A Brown, Kazutomo Yoshii, Kishwar Ahmed
    Winter Simulation Conference (WSC'24)

  3. Environmental Data Sensing and Monitoring System Using Community-based Private LoRa Network
    Abrar Hossain, Keith Maull, Agbeli Ameko American Geophysical Union (AGU'24)

2023

  1. Automating HPC Model Selection on Edge Devices
    Abrar Hossain, Kishwar Ahmed
    International Conference for High Performance Computing, Networking, Storage and Analysis (SC'23)

Review and Volunteer Activity

Reviewer

  • PEARC'25 Tutorials and Workshops

Student Volunteer

  • HiPC'24
  • AGU'24

News

[June'25] Started Internship at NCSA. Will be working with the NDTS team

[May'25] Received UToledo Graduate Research Assistant Recognition Award

[April'25] Attended Midwest RCD Workshop in Cleveland, OH

[March'25] Our paper got accepted to IPDPS JSSPP'25

[March'25] Received 2025 Midwest Research Computing and Data Travel Grant

[March'25] Received 2024 Bangladesh Sweden Trust Fund Scholarship

[February'25] Served as Reviewer for PEARC'25

[February'25] Our paper got accepted to IoTBDS'24

[December'24] Presented my NSF NCAR openIoTwx project at AGU'25

[December'24] Received 2024 IEEE HiPC TCPP Travel Grant

[November'24] Received 2024 Friends Education Fund Travel Grant

[November'24] Received 2024 AGU Student Travel Grant

[October'24] Our paper got accepted to HiPC'24

[October'24] Received 2024 SIParCS Student Travel Grant

[June'24] Our paper got accepted to WSC'24

[August'24] Started Internship at NCSA. Will be working the NDTS team

[May'24] Extended my tenure at NSF NCAR as a visitior

[March'24] Started Internship at NSF NCAR. Will be working the openIoTwx team

[September'23] Our poster got accepted to SC'23

Recorded Talks

Internship Presentations

Environmental Data Sensing and Monitoring System Using Community-based Private LoRa Network

Venue: NCAR Mesa Lab, Boulder, CO

Date: August 2024

Abstract: Talk on my summer research with Dr Keith Maull and Agbeli Ameko

Watch Presentation