System-Aware Smart Network Management for Nano-Enriched Water Quality Monitoring
Joint Authors
Shehata, N.
Mokhtar, B.
Azab, M.
Rizk, M.
Source
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-08-29
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
This paper presents a comprehensive water quality monitoring system that employs a smart network management, nano-enriched sensing framework, and intelligent and efficient data analysis and forwarding protocols for smart and system-aware decision making.
The presented system comprises two main subsystems, a data sensing and forwarding subsystem (DSFS), and Operation Management Subsystem (OMS).
The OMS operates based on real-time learned patterns and rules of system operations projected from the DSFS to manage the entire network of sensors.
The main tasks of OMS are to enable real-time data visualization, managed system control, and secure system operation.
The DSFS employs a Hybrid Intelligence (HI) scheme which is proposed through integrating an association rule learning algorithm with fuzzy logic and weighted decision trees.
The DSFS operation is based on profiling and registering raw data readings, generated from a set of optical nanosensors, as profiles of attribute-value pairs.
As a case study, we evaluate our implemented test bed via simulation scenarios in a water quality monitoring framework.
The monitoring processes are simulated based on measuring the percentage of dissolved oxygen and potential hydrogen (PH) in fresh water.
Simulation results show the efficiency of the proposed HI-based methodology at learning different water quality classes.
American Psychological Association (APA)
Mokhtar, B.& Azab, M.& Shehata, N.& Rizk, M.. 2016. System-Aware Smart Network Management for Nano-Enriched Water Quality Monitoring. Journal of Sensors،Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1110406
Modern Language Association (MLA)
Mokhtar, B.…[et al.]. System-Aware Smart Network Management for Nano-Enriched Water Quality Monitoring. Journal of Sensors No. 2016 (2016), pp.1-13.
https://search.emarefa.net/detail/BIM-1110406
American Medical Association (AMA)
Mokhtar, B.& Azab, M.& Shehata, N.& Rizk, M.. System-Aware Smart Network Management for Nano-Enriched Water Quality Monitoring. Journal of Sensors. 2016. Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1110406
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1110406