SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATION
In this paper, a clustering solution for periodic data gathering over WSNs using cognitive radio technology is proposed. The cluster heads (CHs) are selected according to the channel availability, residual energy, communication cost and node distribution parameters. Fuzzy logic and weight based tech...
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| Format: | Article |
| Language: | English |
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UiTM Press
2020-04-01
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| Series: | Malaysian Journal of Computing |
| Subjects: |
| _version_ | 1797450766250672128 |
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| author | Noorhayati Mohamed Noor, Norashidah Md Din, Zolidah Kasiran, Nor Azimah Khalid, Shapina Abdullah |
| author_facet | Noorhayati Mohamed Noor, Norashidah Md Din, Zolidah Kasiran, Nor Azimah Khalid, Shapina Abdullah |
| author_sort | Noorhayati Mohamed Noor, Norashidah Md Din, Zolidah Kasiran, Nor Azimah Khalid, Shapina Abdullah |
| collection | DOAJ |
| description | In this paper, a clustering solution for periodic data gathering over WSNs using cognitive radio technology is proposed. The cluster heads (CHs) are selected according to the channel availability, residual energy, communication cost and node distribution parameters. Fuzzy logic and weight based techniques combines the four parameters for the CH selection. The cluster formation is based on the relative channel availability between the cluster member (CM) and CH to ensure stable cluster connectivity from link failure. To evaluate the proposed clustering algorithm, the performance of sensor networks is compared with CogLEACH, LEACH and CHEF routing protocols. The simulation results show that the proposed clustering algorithm effectively has a significant improvement with respect to the network stability without reducing the network instability and network lifetime. In addition, the proposed clustering solution also has a low and almost consistent CH energy consumption during the stability period indicating an efficient cluster formation. |
| first_indexed | 2024-03-09T14:45:17Z |
| format | Article |
| id | doaj.art-45a5b74b39324f799011ca3915a0d017 |
| institution | Directory Open Access Journal |
| issn | 2600-8238 |
| language | English |
| last_indexed | 2024-03-09T14:45:17Z |
| publishDate | 2020-04-01 |
| publisher | UiTM Press |
| record_format | Article |
| series | Malaysian Journal of Computing |
| spelling | doaj.art-45a5b74b39324f799011ca3915a0d0172023-11-27T08:53:20ZengUiTM PressMalaysian Journal of Computing2600-82382020-04-015143344510.24191/mjoc.v5i1.7257SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATIONNoorhayati Mohamed Noor, Norashidah Md Din, Zolidah Kasiran, Nor Azimah Khalid, Shapina AbdullahIn this paper, a clustering solution for periodic data gathering over WSNs using cognitive radio technology is proposed. The cluster heads (CHs) are selected according to the channel availability, residual energy, communication cost and node distribution parameters. Fuzzy logic and weight based techniques combines the four parameters for the CH selection. The cluster formation is based on the relative channel availability between the cluster member (CM) and CH to ensure stable cluster connectivity from link failure. To evaluate the proposed clustering algorithm, the performance of sensor networks is compared with CogLEACH, LEACH and CHEF routing protocols. The simulation results show that the proposed clustering algorithm effectively has a significant improvement with respect to the network stability without reducing the network instability and network lifetime. In addition, the proposed clustering solution also has a low and almost consistent CH energy consumption during the stability period indicating an efficient cluster formation.cluster formationcluster headinstabilitylifetimestability |
| spellingShingle | Noorhayati Mohamed Noor, Norashidah Md Din, Zolidah Kasiran, Nor Azimah Khalid, Shapina Abdullah SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATION Malaysian Journal of Computing cluster formation cluster head instability lifetime stability |
| title | SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATION |
| title_full | SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATION |
| title_fullStr | SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATION |
| title_full_unstemmed | SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATION |
| title_short | SPECTRUM AWARE CLUSTERING ALGORITHM BASED ON FUZZY LOGIC FOR SENSOR BASED MONITORING APPLICATION |
| title_sort | spectrum aware clustering algorithm based on fuzzy logic for sensor based monitoring application |
| topic | cluster formation cluster head instability lifetime stability |
| work_keys_str_mv | AT noorhayatimohamednoornorashidahmddinzolidahkasirannorazimahkhalidshapinaabdullah spectrumawareclusteringalgorithmbasedonfuzzylogicforsensorbasedmonitoringapplication |