Publications
2026
Power Circuit AI: Designing Power Electronic Circuits for Motor Drives with Generative Artificial Intelligence Link
Problem: Accelerating the design of power electronic circuits for motor drives
Solution: Multi-agent workflow from NL specifications to logically valid netlists and routed PCBs.
Novelty: Autonomous constrained orchestration between AI agents and deterministic EDA tools
MiRAGE: A Multiagent Framework for Generating Multimodal Multihop Question-Answer Dataset for RAG Evaluation Link
Problem: Evaluation of proprietary information retrieval systems
Solution: Multi-agent framework to generate QA datasets from multimodal corpora
Novelty: Corpus-specific multi-hop QA datasets
2025
ReqNet and ReqSim: A Network and Semantic Similarity Dataset of Requirements from the Tree Structure of System Requirement Specifications PDF
Problem: Lack of structured requirement engineering datasets
Solution: Requirement list, requirement network, and requirement similarity dataset
Novelty: Graph theoretic similarity estimation for requirements
2024
Well-Formed Quality of System Requirements for Verifying to ISO 29148-2018: A Natural Language Processing (NLP) Based Framework and Quantitative Metric PDF
Problem: Verify requirements to conform to ISO/IEC/IEEE 29148:2018
Solution: NLP-based requirement verification framework
Novelty: Proposed the well-formed requirement quality (wRQ) index
2023
Machine Learning Based Prediction of Melt Pool Morphology in a Laser-Based Powder Bed Fusion Additive Manufacturing Process PDF
Problem: Predicting the size and shape of the melt pool
Solution: An LSTM network predicting the area and a cGAN for synthesizing melt pool image
Novelty: First to predict with practical accuracy
Security in Modern Manufacturing Systems: Integrating Blockchain in Artificial Intelligence-Assisted Manufacturing PDF
Problem: Integrating BC to secure AI integrated manufacturing systems
Solution: Proposed a framework to integrate BC in AI-assisted manufacturing
Novelty: First to propose the framework
2020
Artificial Intelligence (AI) in Augmented Reality (AR)-Assisted Manufacturing Applications: A Review PDF
Problem: Assess AR-assisted manufacturing applications for improvement
Solution: Identified gaps in AR-assisted manufacturing to integrate AI and proposed solutions
Novelty: First comprehensive review of AI in AR-assisted manufacturing
Driven by Data or Derived Through Physics? A Review of Hybrid Physics Guided Machine Learning Techniques with Cyber-Physical System (CPS) Focus PDF
Problem: Modeling CPS with first principles or data-driven approaches
Solution: Physics-guided ML techniques for CPS applications
Novelty:Modes of combining physics and data-driven approaches
Theses
Computational Representation, Analysis and Verification of Requirements in Engineering Design and Systems Engineering PDF
Problem: Accelerating the requirement engineering process while developing complex systems
Solution: Representation, analysis, and verification of requirements
Novelty: NLP, graph theory, and deep learning approaches for requirements engineering
Boon of Hybrid Approaches over the Bane of Model Based and Machine Learning Approaches in Modelling Cyber-physical Systems PDF
Problem: Traditional modeling approaches fail to capture CPS complexity.
Solution: Hybrid modeling methodology integrating continuous and discrete system dynamics.
Novelty: Novel physics-guided machine learning framework for CPS modeling