Machine learning for real-time event monitoring at industrial sites

Sponsors



Date: 09:00:00 - May 22 2019
Speakers: Patrick O'Driscoll

Recent advances in Machine Learning (ML), especially deep learning, have demonstrated superior to human performance for a variety of decision and recognition tasks. Together with advances in computational hardware and hyperspectral optics, affordable real-time ML based hazard event detection has become a reality. By providing the state-of-the art Artificial intelligence(AI) and ML based solutions for event detection, Rebellion Photonics embarks on a journey to revolutionize hazard and safety monitoring at all points of the petrochemical industry and beyond.

In this talk I will cover recent ML research efforts at Rebellion Photonics, with a focus on gas, fire and intrusion detection. Though comparative studies, advantages of data-driven algorithms are presented. Results from various field studies are also presented. It is demonstrated that ML based algorithms can adapt well to different environmental conditions, while improving its performance by learning over time.

Free to watch

Sessions are free to watch. Please login to view this session or create an account.



Speakers


Patrick O'Driscoll
Patrick O'Driscoll (Rebellion Photonics)

Dr. Patrick O'Driscoll is a Machine Learning Algorithm Development Engineer for Rebellion Photonics Houston, Texas. His research background is in machine learning methods for pattern recognition in large, complex, functional and temporal datasets. He currently research and develops real-time gas, fire, and intrusion detection methods for Rebellion Photonic's Gas Cloud Imaging safety system. He holds a B.S. in Chemical and Biomolecular Engineering, and Applied Mathematics and Statistics from Johns Hopkins University, USA, and an M.S. & Ph.D. in Applied Physics from Rice University, USA.


Digital Edition

Petro Industry News 23.3 - July 2022

July 2022

In This Edition Fuel for Thought - Roper Technologies to sell majority stake in its industrial businesses to CD&R - analytica 2022 wows the laboratory industry Analytical Instrumentation...

View all digital editions

Events

ACS National Meeting & Expo, Fall 2022

Aug 21 2022 Chicago, IL, USA & Online

ACHEMA 2022 - NEW DATES

Aug 22 2022 Frankfurt, Germany

Oil & Gas Asia

Aug 24 2022 Karachi, Pakistan

ONS Norway

Aug 29 2022 Stavanger, Norway

View all events