34 citations · 67 across the 22 of their papers we have counts for
24 papers
Privacy-Aware Collaborative and Distributed Bayesian Optimization
Aditya Rane, Sathwik Yamana, Paritosh Ramanan +2
We propose a collaborative meta-learning framework for distributed Bayesian optimization matching centralized performance without raw-data exchange. We show gradient sharing leaks…
Decentralized Operations of Decarbonized Chemical Plants with Renewable-driven Transmission Systems
Richard Reed, Kazi Arman Ahmed, Saba Ghasemi +2
Electrification of ethane cracking offers a promising pathway to industrial decarbonization, provided that the electricity is sourced from renewable energy. However, integrating el…
Toward Decarbonization of Chemical Manufacturing: Joint Optimization of Unit Commitment and Microgrid Operations
Saba Ghasemi Naraghi, Richard Reed, Tylee Kareck +2
The electrification of chemical process heating is essential to industrial decarbonization and sustainable manufacturing of chemical products. Joint optimization of electrified che…
Learning Unknown Interdependencies for Decentralized Root Cause Analysis in Nonlinear Dynamical Systems
Ayush Mohanty, Paritosh Ramanan, Nagi Gebraeel
Root cause analysis (RCA) in networked industrial systems, such as supply chains and power networks, is notoriously difficult due to unknown and dynamically evolving interdependenc…
CoSMeTIC: Zero-Knowledge Computational Sparse Merkle Trees with Inclusion-Exclusion Proofs for Clinical Research
Mohammad Shahid, Paritosh Ramanan, Mohammad Fili +2
Analysis of clinical data is a cornerstone of biomedical research with applications in areas such as genomic testing and response characterization of therapeutic drugs. Maintaining…
Decarbonization of Steam Cracking for Clean Olefins Production: Optimal Microgrid Scheduling
Saba Ghasemi Naraghi, Tylee Kareck, Lingyun Xiao +3
Ethylene is one of the most ubiquitous chemicals and is predominantly produced through steam cracking. However, steam cracking is highly energy- and carbon-intensive, making its de…