Title :
Real-time data processing and visualization of a hydrocarbon sensor network for hydrocarbon environmental monitoring
Author :
Xiubin Qi ; Ross, Andrew S. ; Crooke, Emma ; Trefry, Christine ; Stalvies, Charlotte ; Viswanathan, Chitra
Author_Institution :
Earth Sci. & Resource Eng., CSIRO, Bentley, WA, Australia
Abstract :
The development of a graphical user interface for a hydrocarbon sensor network system is presented in this paper. The software introduces two mathematical algorithms for realtime data processing and visualization: The Kalman filter is employed to remove spikes from acquired data; PCA (Principal Component Analysis) is used to reduce the dimension of the multiple sensor dataset and project the dominating differences among measured water samples on a 2D scores plot. The software also offers easy interface for simultaneous monitoring of system health status and logging activities and observations. This design greatly facilitates fast identification of anomalies, detection of sensor failure and timely collection of representative samples. Performance of the software interface is evaluated by applying real-world data collected during the Gulf of Mexico survey.
Keywords :
environmental monitoring (geophysics); graphical user interfaces; hydrocarbon reservoirs; principal component analysis; real-time systems; signal processing; wireless sensor networks; Gulf of Mexico survey; graphical user interface; hydrocarbon environmental monitoring; hydrocarbon sensor network; multiple sensor dataset; principal component analysis; real-time data processing; real-time visualization; Hydrocarbons; Kalman filters; Monitoring; Principal component analysis; Real-time systems; Software; Kalman filter; hydrocarbon sensors; marine survey; oil spill monitoring; principal component analysis; sensor network; water sampling;
Conference_Titel :
OCEANS 2014 - TAIPEI
Conference_Location :
Taipei
Print_ISBN :
978-1-4799-3645-8
DOI :
10.1109/OCEANS-TAIPEI.2014.6964421