3 papers
cs.LG2025
Identifying Slug Formation in Oil Well Pipelines: A Use Case from Industrial Analytics
Abhishek Patange, Sharat Chidambaran, Prabhat Shankar +2
Slug formation in oil and gas pipelines poses significant challenges to operational safety and efficiency, yet existing detection approaches are often offline, require domain exper…
cs.NE2019
Adaptive Genomic Evolution of Neural Network Topologies (AGENT) for State-to-Action Mapping in Autonomous Agents
Amir Behjat, Sharat Chidambaran, Souma Chowdhury
Neuroevolution is a process of training neural networks (NN) through an evolutionary algorithm, usually to serve as a state-to-action mapping model in control or reinforcement lear…
cs.NE2018
Multi-criteria Evolution of Neural Network Topologies: Balancing Experience and Performance in Autonomous Systems
Sharat Chidambaran, Amir Behjat, Souma Chowdhury
Majority of Artificial Neural Network (ANN) implementations in autonomous systems use a fixed/user-prescribed network topology, leading to sub-optimal performance and low portabili…