CMAS Lab

Indian Institute Of Technology Roorkee

Recent Publications


Impact of Scaling on Large Crossbar Arrays for Neuromorphic Applications


Suyash Kushwaha, Chintu Bhaskara Rao, Shamini P R, Sourajeet Roy, Rohit Sharma

Workshop on Signal Propagation on Interconnects, 2025


Combining Prior Knowledge With Transfer Learning (PKID-TL) for Fast Neural Network Enabled Uncertainty Quantification of Graphene On-Chip Interconnects


Surila Guglani, Asha Kumari Jakhar, A. Dasgupta, Sourajeet Roy

IEEE Transactions on Components, Packaging, and Manufacturing Technology, 2025


Metalearning Based Adaptive Compact Modeling Framework for Advanced Transistors across Technology Nodes


Srishti Parandiyal, Abhishek Kumar, M. Ehteshamuddin, Anamika Singh, Kumar Sheelvardhan, Samrat Ray, Abhishek Somani, Sourajeet Roy, Avirup Dasgupta

IEEE Transactions on Artificial Intelligence, 2025


Machine Learning Based Inverse Model for Identifying Transmission Line Network Parameters from Tabulated Frequency-Domain Data


Mohd. Yusuf, Avirup Dasgupta, Sourajeet Roy

Electrical Design of Advanced Packaging and Systems Symposium, 2024


Artificial Neural Networks With Fast Transfer Learning for Statistical Signal Integrity Analysis of MWCNT and MLGNR Interconnect Networks


Surila Guglani, Asha Kumari Jakhar, K. Dimple, Ankit Sukhija, A. Dasgupta, Rohit Sharma, Brajesh Kumar Kaushik, Sourajeet Roy

IEEE transactions on electromagnetic compatibility (Print), 2024


Machine Learning-Assisted Multiobjective Optimization of Advanced Node Gate-All-Around Transistor for Logic and RF Applications


M. Ehteshamuddin, Kumar Sheelvardhan, Abhishek Kumar, Surila Guglani, Sourajeet Roy, A. Dasgupta

IEEE Transactions on Electron Devices, 2024


Signal Integrity Analysis of Ultra-scaled Copper-Graphene Heterogeneous Interconnect Structure


Suyash Kushwaha, D. Das, Sourajeet Roy, Rohit Sharma

Electrical Design of Advanced Packaging and Systems Symposium, 2024


Machine Learning Assisted Evolutionary Algorithm for Device-Circuit Multi-Objective Co-optimization of Actively Shielded MWCNT Interconnects


K. Dimple, M. Ehteshamuddin, Avirup Dasgupta, Sourajeet Roy

Electrical Design of Advanced Packaging and Systems Symposium, 2024


Impact of Advanced STDP Variability in Spiking Neural Network using Unsupervised Learning


Anubha Sehgal, G. Verma, Sourajeet Roy, Brajesh Kumar Kaushik

Nanotechnology Materials and Devices Conference, 2024


On-Chip Learning of Neural Network Using Spin-Based Activation Function Nodes


Anubha Sehgal, A. Shukla, Sourajeet Roy, Brajesh Kumar Kaushik

IEEE Transactions on Electron Devices, 2024


Spacer Optimization using a Neuro-Pso Approach for Improving FinFET Repeater Performance in On-Chip Global MLGNR Interconnects


Asha Kumari Jakhar, Avirup Dasgupta, Rohit Sharma, Sourajeet Roy

Electrical Design of Advanced Packaging and Systems Symposium, 2024


Machine Learning Augmented Compact Modeling for Simultaneous Improvement in Computational Speed and Accuracy


Kumar Sheelvardhan, Surila Guglani, M. Ehteshamuddin, Sourajeet Roy, A. Dasgupta

IEEE Transactions on Electron Devices, 2024


A Fast Metalearning Algorithm for Neural Network Enabled Uncertainty Quantification of Graphene Based Interconnects with Passive Shielding


Asha Kumari Jakhar, Dyuti Basu, K. Dimple, Surila Guglani, Avirup Dasgupta, Sourajeet Roy

2024 IEEE International Symposium on Electromagnetic Compatibility, Signal & Power Integrity (EMC+SIPI), 2024


A Space Mapping Augmented Compact Model for Uncertainty Quantification of GaN HEMT Devices and Circuits in the Presence of Trap Effects


Mohd. Yusuf, Smriti Singh, Avirup Dasgupta, Biplab Sarkar, Sourajeet Roy

IEEE Transactions on Electron Devices, 2024


Impact of Electric Field on the Perpendicular Magnetic Anisotropy of CrMnS₂I₂ Monolayer- A DFT Perspective


Neha Mishra, Prabhat Ranjan, Avirup Dasgupta, Sourajeet Roy

IEEE Electron Devices Technology and Manufacturing Conference, 2024


Theoretical Insights of the Photocatalytic and Hydrogen Storage Ability of Two-Dimensional (2-D) MoSe (MX) and MoSSe (MXY) ( = Se, = S) ML Using DFT Study


N. Mishra, Prabhat Ranjan, A. Dasgupta, B. P. Pandey, Santosh Kumar, Sourajeet Roy

IEEE Sensors Journal, 2024


Advancements in memory technologies for artificial synapses


Anubha Sehgal, Seema Dhull, Sourajeet Roy, Brajesh Kumar Kaushik

Journal of Materials Chemistry C, 2024


Study of Enhanced Ferromagnetic Behavior of Mn-Doped 2D Janus Cr2S2I2 Monolayer


Neha Mishra, Abhishek Kumar, Avirup Dasgupta, Sourajeet Roy

IEEE Journal of the Electron Devices Society, 2024


Multitask Learning for Estimation of Magnetic Parameters Using Pattern Recognition


Anubha Sehgal, Shipra Saini, Hemkant Nehete, Kunal Kranti Das, Sourajeet Roy, Brajesh Kumar Kaushik

IEEE Open Journal of Nanotechnology, 2024


Image Edge Extraction Using SOT-MRAM Based In-Memory Computing


Neelathi Venkata Naga Aravind, G. Verma, Sandeep Soni, Alok Kumar Shukla, Anubha Sehgal, Sourajeet Roy, Brajesh Kumar Kaushik

Nanotechnology Materials and Devices Conference, 2024


Noise-Aware Uncertainty Quantification of MLGNR Interconnects using Fast Trained Artificial Neural Networks


Asha Kumari Jakhar, Surila Guglani, Avirup Dasgupta, Sourajeet Roy

Electrical Design of Advanced Packaging and Systems Symposium, 2023


Variability Analysis of Multilevel Spin-Orbit Torque MRAMs using Machine Learning


Anubha Sehgal, K. Das, Seema Dhull, Sourajeet Roy, Brajesh Kumar Kaushik

2023 IEEE 23rd International Conference on Nanotechnology (NANO), 2023