SemRob: Towards Semantic Stream Reasoning for Robotic Operating Systems

01/27/2022
by   Manh Nguyen-Duc, et al.
0

Stream processing and reasoning is getting considerable attention in various application domains such as IoT, Industry IoT and Smart Cities. In parallel, reasoning and knowledge-based features have attracted research into many areas of robotics, such as robotic mapping, perception and interaction. To this end, the Semantic Stream Reasoning (SSR) framework can unify the representations of symbolic/semantic streams with deep neural networks, to integrate high-dimensional data streams, such as video streams and LiDAR point clouds, with traditional graph or relational stream data. As such, this positioning and system paper will outline our approach to build a platform to facilitate semantic stream reasoning capabilities on a robotic operating system called SemRob.

READ FULL TEXT

page 5

page 9

research
08/26/2022

A Formal Comparison between Datalog-based Languages for Stream Reasoning (extended version)

The paper investigates the relative expressiveness of two logic-based la...
research
06/15/2021

Faster than LASER – Towards Stream Reasoning with Deep Neural Networks

With the constant increase of available data in various domains, such as...
research
08/05/2021

I-DLV-sr: A Stream Reasoning System based on I-DLV

We introduce a novel logic-based system for reasoning over data streams,...
research
05/20/2015

Towards Ideal Semantics for Analyzing Stream Reasoning

The rise of smart applications has drawn interest to logical reasoning o...
research
02/15/2022

CQELS 2.0: Towards A Unified Framework for Semantic Stream Fusion

We present CQELS 2.0, the second version of Continuous Query Evaluation ...
research
11/09/2021

DataX: A system for Data eXchange and transformation of streams

The exponential growth in smart sensors and rapid progress in 5G network...
research
07/12/2020

Two-Stream Deep Feature Modelling for Automated Video Endoscopy Data Analysis

Automating the analysis of imagery of the Gastrointestinal (GI) tract ca...

Please sign up or login with your details

Forgot password? Click here to reset