29 citations · 62 across the 10 of their papers we have counts for
12 papers
Dimensionality Reduction for Cyberattack Classification: A Comparative Evaluation of PCA and Linear Predictive Coding
Nelly Elsayed, Zag ElSayed, Navid Asadizanjani
High-dimensional feature representations are widely used in machine learning-based cyberattack detection systems. However, they increase computational complexity and may hinder dep…
TemporalAugmenter: An Ensemble Recurrent Based Deep Learning Approach for Signal Classification
Nelly Elsayed, Constantinos L. Zekios, Navid Asadizanjani +1
Ensemble modeling has been widely used to solve complex problems as it helps to improve overall performance and generalization. In this paper, we propose a novel TemporalAugmenter…
Framework for Automatic PCB Marking Detection and Recognition for Hardware Assurance
Olivia P. Dizon-Paradis, Daniel E. Capecci, Nathan T. Jessurun +3
A Bill of Materials (BoM) is a list of all components on a printed circuit board (PCB). Since BoMs are useful for hardware assurance, automatic BoM extraction (AutoBoM) is of great…
Speech Emotion Recognition using Supervised Deep Recurrent System for Mental Health Monitoring
Nelly Elsayed, Zag ElSayed, Navid Asadizanjani +3
Understanding human behavior and monitoring mental health are essential to maintaining the community and society's safety. As there has been an increase in mental health problems d…
EVHA: Explainable Vision System for Hardware Testing and Assurance -- An Overview
Md Mahfuz Al Hasan, Mohammad Tahsin Mostafiz, Thomas An Le +4
Due to the ever-growing demands for electronic chips in different sectors the semiconductor companies have been mandated to offshore their manufacturing processes. This unwanted ma…
AFIA: ATPG-Guided Fault Injection Attack on Secure Logic Locking
Yadi Zhong, Ayush Jain, M. Tanjidur Rahman +3
The outsourcing of the design and manufacturing of integrated circuits has raised severe concerns about the piracy of Intellectual Properties and illegal overproduction. Logic lock…
Digital Twin for Secure Semiconductor Lifecycle Management: Prospects and Applications
Hasan Al Shaikh, Mohammad Bin Monjil, Shigang Chen +4
The expansive globalization of the semiconductor supply chain has introduced numerous untrusted entities into different stages of a device's lifecycle. To make matters worse, the i…
PCB Component Detection using Computer Vision for Hardware Assurance
Wenwei Zhao, Suprith Gurudu, Shayan Taheri +3
Printed Circuit Board (PCB) assurance in the optical domain is a crucial field of study. Though there are many existing PCB assurance methods using image processing, computer visio…
FPIC: A Novel Semantic Dataset for Optical PCB Assurance
Nathan Jessurun, Olivia P. Dizon-Paradis, Jacob Harrison +4
Outsourced printed circuit board (PCB) fabrication necessitates increased hardware assurance capabilities. Several assurance techniques based on automated optical inspection (AOI)…
Histogram-based Auto Segmentation: A Novel Approach to Segmenting Integrated Circuit Structures from SEM Images
Ronald Wilson, Navid Asadizanjani, Domenic Forte +1
In the Reverse Engineering and Hardware Assurance domain, a majority of the data acquisition is done through electron microscopy techniques such as Scanning Electron Microscopy (SE…
Hardware Trust and Assurance through Reverse Engineering: A Survey and Outlook from Image Analysis and Machine Learning Perspectives
Ulbert J. Botero, Ronald Wilson, Hangwei Lu +7
In the context of hardware trust and assurance, reverse engineering has been often considered as an illegal action. Generally speaking, reverse engineering aims to retrieve informa…
Defense-in-Depth: A Recipe for Logic Locking to Prevail
M Tanjidur Rahman, M Sazadur Rahman, Huanyu Wang +6
Logic locking has emerged as a promising solution for protecting the semiconductor intellectual Property (IP) from the untrusted entities in the design and fabrication process. Log…