Project

General

Profile

Activity

From 02/19/2020 to 03/19/2020

03/16/2020

01:32 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: Out-of-Distribution Detection in Multi-Label Datasets using Latent Space of $\beta$-VAE

Learning Enabled Components (LECs) are widely being used in a variety of perceptions based autonomy tasks like image ...

Shreyas Ramakrishna
01:32 PM Assurance-based Learning-enabled Cyber-Physical Systems NuScenes_WAAS2020.pdf

Shreyas Ramakrishna
12:19 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: Case Study: Safety Verification of an Unmanned Underwater Vehicle

This manuscript evaluates the safety of a neural network controller that seeks to ensure that an Unmanned Underwater ...

Diego Manzanas

03/12/2020

08:24 PM Assurance-based Learning-enabled Cyber-Physical Systems ISORC2019-IEEE.pdf

IEEE version

Shreyas Ramakrishna
08:22 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: DeepNNCar: A Testbed for Deploying and Testing Middleware Frameworks for Autonomous Robots

This demo showcases the features of an adaptive middleware framework for resource constrained autonomous robots like ...

Shreyas Ramakrishna
08:22 PM Assurance-based Learning-enabled Cyber-Physical Systems DemoISORC2019.pdf

Shreyas Ramakrishna
08:19 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: A Methodology for Automating Assurance Case Generation

Safety Case has become an integral component for safety-certification in various Cyber Physical System domains includ...

Shreyas Ramakrishna
08:19 PM Assurance-based Learning-enabled Cyber-Physical Systems TMCE.pdf

Shreyas Ramakrishna

03/11/2020

09:01 AM Assurance-based Learning-enabled Cyber-Physical Systems Document: Dynamic-Weighted Simplex Strategy for Learning Enabled Cyber Physical Systems

Cyber Physical Systems (CPS) have increasingly started using Learning Enabled Components (LECs) for performing percep...

Shreyas Ramakrishna
09:01 AM Assurance-based Learning-enabled Cyber-Physical Systems DeepNNcar-Journal-arxiv.pdf

Shreyas Ramakrishna

03/09/2020

04:25 PM Assurance-based Learning-enabled Cyber-Physical Systems Document: Assurance Monitoring of Cyber-Physical Systems with Machine Learning Components

Machine learning components such as deep neural networks are used extensively in Cyber-physical Systems (CPS). Howeve...

Dimitrios Boursinos
04:25 PM Assurance-based Learning-enabled Cyber-Physical Systems TMCE2020(1).pdf

Dimitrios Boursinos
 

Also available in: Atom