Enhanced priority-based adaptive energy-aware mechanisms for wireless sensor networks

dc.contributor.authorUzougbo, Onwuegbuzie Innocent
dc.date.accessioned2024-03-14T00:40:49Z
dc.date.available2024-03-14T00:40:49Z
dc.date.issued2021
dc.descriptionThesis (PhD. (Computer Science))
dc.description.abstractWireless Sensor Networks (WSN) continues to find its use in our lives. However, research has shown that it has barely attained an optimal performance, particularly in the aspects of data heterogeneity, data prioritization, data routing, and energy efficiency, all of which affects its operational lifetime. The IEEE 802.15.4 protocol standard, which manages data forwarding across the Data Link Layer (DLL) does not address the impact of heterogeneous data and node Battery-Level (BL) which is an indicator for node battery life. Likewise, mechanisms proposed in the literature – TCP-CSMA/CA, QWL-RPL and SSRA have not proffered optimal solution as they encourage excessive computational overhead which results in shortened operational lifetime. These problems are inherited on the Network Layer (NL) where data routing is implemented. Mitigating these challenges, this research presents an Enhanced Priority-based Adaptive Energy-Aware Mechanisms (EPAEAM) for Wireless Sensor Networks. The first mechanism is the Optimized Backoff Mechanism for Prioritized Data (OBMPD) in Wireless Sensor Networks. This mechanism proposed the Class of Service Traffic Priority-based Medium Access Control (CSTP-MAC). The CSTP-MAC is implemented on the DLL. In this mechanism, unique backoff period expressions compute backoff periods according to the class and priority of the heterogeneous data. This approach improved network performances which enhanced network lifetime. The second mechanism is the Shortest Path Priority-Based Objective Function (SPPB-OF) for Wireless Sensor Networks. SPPB-OF is implemented across the NL. SPPB-OF implements a unique shortest path computation algorithm to generate energy-efficient shortest path between the source and destination nodes. The third mechanism is the Cross-Layer Energy-Efficient Priority-based Data Path (CL-EEPDP) for Wireless Sensor Networks. CL-EEPDP is implemented across the DLL and NL with considerations for node battery-level. A unique mathematical expression, Node Battery-Level Estimator (NBLE) is used to estimate the BL of neighbouring nodes. The knowledge of the BL together with the priority of data are used to decide an energy-efficient next-hop node. Benchmarking the EPAEAM with related mechanisms - TCP-CSMA/CA, QWL-RPL and SSRA, results show that EPAEAM achieved improved network performance with a packet delivery ratio (PDR) of 95.4%, and power-saving of 90.4%. In conclusion, the EPAEAM mechanism proved to be a viable energy-efficient solution for a multi-hop heterogeneous data WSN deployment with support for extended operational lifetime. The limitations and scope of these mechanisms are that their application is restricted to the data-link and network layers, moreover, only two classes of data are considered, that is; High Priority Data (HPD) and Low Priority Data (LPD).
dc.description.sponsorshipFaculty of Engineering - School of Computing
dc.identifier.urihttp://openscience.utm.my/handle/123456789/1026
dc.language.isoen
dc.publisherUniversiti Teknologi Malaysia
dc.subjectWireless sensor networks—Research
dc.subjectWireless sensor networks—Energy conservation
dc.titleEnhanced priority-based adaptive energy-aware mechanisms for wireless sensor networks
dc.typeThesis
dc.typeDataset
Files
Original bundle
Now showing 1 - 5 of 8
Loading...
Thumbnail Image
Name:
OnwuegbuzieInnocentUzougboPSC2021_A.pdf
Size:
39.94 KB
Format:
Adobe Portable Document Format
Description:
Dataset for CSTP-MAC Mechanism
Loading...
Thumbnail Image
Name:
OnwuegbuzieInnocentUzougboPSC2021_B.pdf
Size:
18.95 KB
Format:
Adobe Portable Document Format
Description:
Dataset for SPPB-OF Mechanism
Loading...
Thumbnail Image
Name:
OnwuegbuzieInnocentUzougboPSC2021_C.pdf
Size:
13.39 KB
Format:
Adobe Portable Document Format
Description:
Dataset for CL-EEPDP Mechanism
Loading...
Thumbnail Image
Name:
OnwuegbuzieInnocentUzougboPSC2021_D.pdf
Size:
178.69 KB
Format:
Adobe Portable Document Format
Description:
CSTP-MAC HPD vs LPD Simulation Screenshot with 101 Nodes
Loading...
Thumbnail Image
Name:
OnwuegbuzieInnocentUzougboPSC2021_E.pdf
Size:
121.69 KB
Format:
Adobe Portable Document Format
Description:
CSTP-MAC vs PLA-MAC, eMC-MAC, PG-MAC and TCP-CSMA/CA Mechanisms Simulation Screenshot with 15 Nodes
License bundle
Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.71 KB
Format:
Item-specific license agreed to upon submission
Description: