Academic Experience
Design a Power Consumption ML Backdoor Attack in the Spirit of Mirai for IoT devices
The University of Texas at Arlington (UTA) · Aug 2023 – Present
Texas, USA
Responsibilities
- Pioneered a neural adversarial attack strategy targeting AI model vulnerabilities in Deep Learning power side channel classifiers for IoT devices.
- Utilized GANs to generate variations of dummy code in Mirai-infected IoT devices, altering power consumption patterns to cause misclassification and enable a 96% efficient model hijacking process.
- Conducted time series analysis using deep learning models like autoencoders and AI explainability tools to recognize patterns and subsequently trained RNN models for anomaly detection in power consumption data.
Beamforming oriented topology control for mm-Wave networks
Old Dominion University · Jan 2022 – June 2023
Virginia, USA
Responsibilities
- Developed predictive models for RX throughput in mm-wave systems using supervised learning, simulating 64 Beamforming channels with advanced feature engineering techniques.
- Optimized base station power, reduced beam interference, and improved user grouping strategies, resulting in an 89% performance improvement compared to BOON topology control schemes.
Cooperative spectrum sensing technique CR-VANET
University of Isfahan May 2018 – Sep 2019
Isfahan, Iran
Responsibilities
- Designed a data-driven consensus algorithm leveraging advanced statistics and machine learning to enhance spectrum sensing accuracy by 98%, optimizing band detection and reducing spectrum handoffs.
- Implemented a consensus-based approach that considered neighboring nodes to further improve spectrum sensing accuracy, minimizing disruptions and enhancing network stability.
Professional Experience
Data Science Developer- Online Registration (ideal for camps, and classes)
Jumbula · Jul 2019 – Sep 2021
California, USA
Responsibilities
- Designed a data-driven online registration system using ASP.NET Core and SQL Server, applying machine learning to analyze user behavior and forecast enrollment trends, enhancing reporting accuracy and resource planning.
- Developed a comprehensive registration system with an intuitive admin dashboard, managing classroom capacities, student rosters, and financial data through ASP.NET Core, integrated with SQL Server.
Software Developer- High-Speed Internet and Communication
Panaone · Mar 2017 – Jul 2019
Isfahan, Iran
Responsibilities
- Established customer internet service processes using Process Maker and Magento Deployment. Integrated these systems by 92% with a central C# and SQL Server-driven server.
- Developed a C# web application server using Asp.net 3 and SQL Server DB 2018 for an automated telephony system, executing diverse functions.