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2019 | OriginalPaper | Chapter

Fuzzy-K: Energy Efficient Fuzzy Clustering Routing Protocol Based on Cross-Technology Communication in Wireless Sensor Network

Authors : Yue Yu, Fanrong Meng, Ming Li

Published in: Wireless Sensor Networks

Publisher: Springer Singapore

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Abstract

The rapid development of wireless sensor networks (WSN) in various fields has brought great convenience. Since most wireless sensor nodes are powered by batteries, energy efficiency is very important for WSN, and many existing routing protocols aim to reduce energy consumption. At present, the emergence of cross technology communication (CTC) enables direct communication between heterogeneous nodes at the physical layer. Therefore, new routing algorithms need to be designed for WSN based on CTC, which considers the heterogeneous characteristics of sensor nodes such as the energy heterogeneity, the mobility of LTE nodes, etc. In this paper, we propose an energy efficient fuzzy clustering routing protocol based on CTC, which is named as Fuzzy-K. Different from other protocols, Fuzzy-K first uses k-means algorithm to form balanced clusters and then select CH (cluster head). In the proposed protocol, the Mamdani fuzzy inference system (FIS) is used twice to select the initial cluster center and the final CH. The input parameters of these two systems are obviously different, which considers the differences in frame length, mobility and other heterogenous characters between nodes. Simulation results of three different network topologies show that compared with LEACH, EEHCCP, TEAR and DUCF, Fuzzy-K protocol has better performance in extending network life cycle, balancing network load and improving network throughput. And the average value of the rounds when first node dies could be 27% higher than the protocols mentioned above. What’s more, the proposed protocol is scalable across a range of situation by changing parameters of the FIS.

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Literature
1.
go back to reference Ye, W.: Research on the application of Internet of Things technology in intelligent home. In: 5th International Conference on Mechatronics, Materials, Chemistry and Computer Engineering (ICMMCCE) Location: Chongqing, Peoples Republic of China, 24–25 July 2017 Ye, W.: Research on the application of Internet of Things technology in intelligent home. In: 5th International Conference on Mechatronics, Materials, Chemistry and Computer Engineering (ICMMCCE) Location: Chongqing, Peoples Republic of China, 24–25 July 2017
2.
go back to reference Alphonsa, A., Ravi, G.: Earthquake early warning system by IOT using Wireless sensor networks. In: 2016 International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET), pp. 1201–1205. IEEE (2016) Alphonsa, A., Ravi, G.: Earthquake early warning system by IOT using Wireless sensor networks. In: 2016 International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET), pp. 1201–1205. IEEE (2016)
3.
go back to reference Badia-Melis, R., Garcia-Hierro, J., Ruiz-Garcia, L., Jiménez-Ariza, T., Villalba, J.I.R., Barreiro, P.: Assessing the dynamic behavior of WSN motes and RFID semi-passive tags for temperature monitoring. Comput. Electron. Agric. 103, 11–16 (2014)CrossRef Badia-Melis, R., Garcia-Hierro, J., Ruiz-Garcia, L., Jiménez-Ariza, T., Villalba, J.I.R., Barreiro, P.: Assessing the dynamic behavior of WSN motes and RFID semi-passive tags for temperature monitoring. Comput. Electron. Agric. 103, 11–16 (2014)CrossRef
4.
go back to reference Udaykumar, R.Y.: Development of WSN system for precision agriculture. In: 2015 International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS), pp. 1–5. IEEE (2015) Udaykumar, R.Y.: Development of WSN system for precision agriculture. In: 2015 International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS), pp. 1–5. IEEE (2015)
5.
go back to reference Kivelä, I., Hakala, I.: Area-based environmental noise measurements with a wireless sensor network. In: Proceedings of the Euronoise, pp. 218–220 (2015) Kivelä, I., Hakala, I.: Area-based environmental noise measurements with a wireless sensor network. In: Proceedings of the Euronoise, pp. 218–220 (2015)
6.
go back to reference Lavric, A., Popa, V., Sfichi, S.: Street lighting control system based on large-scale WSN: a step towards a smart city. In: 2014 International Conference and Exposition on Electrical and Power Engineering (EPE), pp. 673–676. IEEE (2014) Lavric, A., Popa, V., Sfichi, S.: Street lighting control system based on large-scale WSN: a step towards a smart city. In: 2014 International Conference and Exposition on Electrical and Power Engineering (EPE), pp. 673–676. IEEE (2014)
7.
go back to reference Saeed, H., Ali, S., Rashid, S., Qaisar, S., Felemban, E.: Reliable monitoring of oil and gas pipelines using wireless sensor network (WSN)—REMONG. In: 2014 9th International Conference on System of Systems Engineering (SOSE), pp. 230–235. IEEE (2014) Saeed, H., Ali, S., Rashid, S., Qaisar, S., Felemban, E.: Reliable monitoring of oil and gas pipelines using wireless sensor network (WSN)—REMONG. In: 2014 9th International Conference on System of Systems Engineering (SOSE), pp. 230–235. IEEE (2014)
8.
go back to reference Liang, T., Yuan, Y.J.: Wearable medical monitoring systems based on wireless networks: a review. IEEE Sens. J. 16(23), 8186–8199 (2016) Liang, T., Yuan, Y.J.: Wearable medical monitoring systems based on wireless networks: a review. IEEE Sens. J. 16(23), 8186–8199 (2016)
9.
go back to reference Thilagavathi, S., GeethaPriya, C.: Study on wireless sensor networks - a comprehensive approach. In: 7th IEEE International Conference on Communication and Signal Processing (IEEE ICCSP) Adhiparasakthi Engineering College, Melmaruvathur, India 03–05 April 2018 Thilagavathi, S., GeethaPriya, C.: Study on wireless sensor networks - a comprehensive approach. In: 7th IEEE International Conference on Communication and Signal Processing (IEEE ICCSP) Adhiparasakthi Engineering College, Melmaruvathur, India 03–05 April 2018
10.
go back to reference Li, Z., He, T.: WEBee: physical-layer cross-technology communication via emulation. In: 23rd Annual International Conference on Mobile Computing and Networking (MobiCom) Location: Snowbird, UT, 16–20 October 2017 Li, Z., He, T.: WEBee: physical-layer cross-technology communication via emulation. In: 23rd Annual International Conference on Mobile Computing and Networking (MobiCom) Location: Snowbird, UT, 16–20 October 2017
11.
go back to reference Yin, Z., Jiang, W., Kim, S.M., He, T.: C-morse: cross-technology communication with transparent morse coding. In: INFOCOM (2017) Yin, Z., Jiang, W., Kim, S.M., He, T.: C-morse: cross-technology communication with transparent morse coding. In: INFOCOM (2017)
12.
go back to reference Jiang, W., Yin, Z., Kim, S.M., He, T.: Transparent cross-technology communication over data traffic. In: INFOCOM (2017) Jiang, W., Yin, Z., Kim, S.M., He, T.: Transparent cross-technology communication over data traffic. In: INFOCOM (2017)
14.
go back to reference Gawłowicz, P., Zubow, A., Wolisz, A.: Enabling cross-technology communication between LTE unlicensed and WiFi. In: IEEE Conference on Computer Communications (IEEE INFOCOM) Location: Honolulu, HI, 15–19 April 2018 Gawłowicz, P., Zubow, A., Wolisz, A.: Enabling cross-technology communication between LTE unlicensed and WiFi. In: IEEE Conference on Computer Communications (IEEE INFOCOM) Location: Honolulu, HI, 15–19 April 2018
15.
go back to reference Wei, W., He, S., Sun, L.: Cross-technology communications for heterogeneous IoT devices through artificial doppler shifts. IEEE Trans. Wirel. Commun. 18, 796–806 (2019)CrossRef Wei, W., He, S., Sun, L.: Cross-technology communications for heterogeneous IoT devices through artificial doppler shifts. IEEE Trans. Wirel. Commun. 18, 796–806 (2019)CrossRef
16.
go back to reference Demin, G., Shuo, Z., Fuquan, Z.: RowBee: a routing protocol based on cross-technology communication for energy-harvesting wireless sensor networks. IEEE Access 7, 40663–40673 (2019)CrossRef Demin, G., Shuo, Z., Fuquan, Z.: RowBee: a routing protocol based on cross-technology communication for energy-harvesting wireless sensor networks. IEEE Access 7, 40663–40673 (2019)CrossRef
17.
go back to reference Singh, K.: WSN LEACH based protocols: a structural analysis. In: 2015 International Conference and Workshop on Computing and Communication (IEMCON), Vancouver, CANADA, 15–17 October 2015 Singh, K.: WSN LEACH based protocols: a structural analysis. In: 2015 International Conference and Workshop on Computing and Communication (IEMCON), Vancouver, CANADA, 15–17 October 2015
18.
go back to reference Ge, Y., Jie, K., Kun, T.: The improved LEACH-C protocol with the cuckoo search algorithm. In: International Academic Conference on Computer Networks and Communication Technology (CNCT), Xiamen, Peoples Republic of China, 16–18 December 2016 Ge, Y., Jie, K., Kun, T.: The improved LEACH-C protocol with the cuckoo search algorithm. In: International Academic Conference on Computer Networks and Communication Technology (CNCT), Xiamen, Peoples Republic of China, 16–18 December 2016
19.
go back to reference Baranidharan, B., Santhi, B.: DUCF: distributed load balancing unequal clustering in wireless sensor networks using fuzzy approach. Appl. Soft Comput. 40, 495–506 (2016)CrossRef Baranidharan, B., Santhi, B.: DUCF: distributed load balancing unequal clustering in wireless sensor networks using fuzzy approach. Appl. Soft Comput. 40, 495–506 (2016)CrossRef
20.
go back to reference Darabkh, K.A., Zomot, J.N.: An improved cluster head selection algorithm for wireless sensor networks. In: 14th IEEE International Wireless Communications and Mobile Computing Conference (IWCMC), Limassol, CYPRUS, 25–29 June 2018 Darabkh, K.A., Zomot, J.N.: An improved cluster head selection algorithm for wireless sensor networks. In: 14th IEEE International Wireless Communications and Mobile Computing Conference (IWCMC), Limassol, CYPRUS, 25–29 June 2018
21.
go back to reference Nayak, P., Vathasavai, B.: Energy efficient clustering algorithm for multi-hop wireless sensor network using type-2 fuzzy logic. IEEE Sens. J. 17(14), 4492–4499 (2017)CrossRef Nayak, P., Vathasavai, B.: Energy efficient clustering algorithm for multi-hop wireless sensor network using type-2 fuzzy logic. IEEE Sens. J. 17(14), 4492–4499 (2017)CrossRef
22.
go back to reference Zahedi, Z.M., Akbari, R., Shokouhifar, M., Safaei, F., Jalali, A.: Swarm intelligence based fuzzy routing protocol for clustered wireless sensor networks. Expert Syst. Appl. 55, 313–328 (2016)CrossRef Zahedi, Z.M., Akbari, R., Shokouhifar, M., Safaei, F., Jalali, A.: Swarm intelligence based fuzzy routing protocol for clustered wireless sensor networks. Expert Syst. Appl. 55, 313–328 (2016)CrossRef
23.
go back to reference Shokouhifar, M., Jalali, A.: A new evolutionary based application specific routing protocol for clustered wireless sensor networks. Int. J. Electr. Commun. (AEÜ) 69, 432–441 (2015)CrossRef Shokouhifar, M., Jalali, A.: A new evolutionary based application specific routing protocol for clustered wireless sensor networks. Int. J. Electr. Commun. (AEÜ) 69, 432–441 (2015)CrossRef
24.
go back to reference Fakhrosadat, F., Rafsanjani, M.K.: Memetic fuzzy clustering protocol for wireless sensor networks: shuffled frog leaping algorithm. Appl. Soft Comput. 71, 568–590 (2018)CrossRef Fakhrosadat, F., Rafsanjani, M.K.: Memetic fuzzy clustering protocol for wireless sensor networks: shuffled frog leaping algorithm. Appl. Soft Comput. 71, 568–590 (2018)CrossRef
25.
go back to reference Sharma, D., Bhondekar, A.P.: Traffic and energy aware routing for heterogeneous wireless sensor networks. IEEE Commun. Lett. 22, 1608–1611 (2018)CrossRef Sharma, D., Bhondekar, A.P.: Traffic and energy aware routing for heterogeneous wireless sensor networks. IEEE Commun. Lett. 22, 1608–1611 (2018)CrossRef
26.
go back to reference Chithra, A., Shantha Selva Kumari, R.: A new energy efficient clustering protocol for a novel concentric circular wireless sensor network. Wirel. Personal Commun. 103, 2455–2473 (2018)CrossRef Chithra, A., Shantha Selva Kumari, R.: A new energy efficient clustering protocol for a novel concentric circular wireless sensor network. Wirel. Personal Commun. 103, 2455–2473 (2018)CrossRef
27.
go back to reference Denkovski, D., Rakovic, V., Atanasovski, V.: Power and channel optimization for WiFi networks based on REM data. Wirel. Personal Commun. 97, 1753–1779 (2017)CrossRef Denkovski, D., Rakovic, V., Atanasovski, V.: Power and channel optimization for WiFi networks based on REM data. Wirel. Personal Commun. 97, 1753–1779 (2017)CrossRef
28.
go back to reference Pan, G., He, J., Wu, Q.: Automatic stabilization of zigbee network. In: International Conference on Artificial Intelligence and Big Data (ICAIBD), Chengdu, Peoples Republic of China, 26–28 May (2018) Pan, G., He, J., Wu, Q.: Automatic stabilization of zigbee network. In: International Conference on Artificial Intelligence and Big Data (ICAIBD), Chengdu, Peoples Republic of China, 26–28 May (2018)
29.
go back to reference Chen, S., Hu, J., Shi, Y.: LTE-V: a TD-LTE-based V2X solution for future vehicular network. IEEE IoT J. 3, 997–1005 (2016) Chen, S., Hu, J., Shi, Y.: LTE-V: a TD-LTE-based V2X solution for future vehicular network. IEEE IoT J. 3, 997–1005 (2016)
30.
go back to reference Yunas, S.F., Valkama, M., Niemelä, J.: Spectral and energy efficiency of ultra-dense networks under different deployment strategies. IEEE Commun. Mag. 53, 90–100 (2015)CrossRef Yunas, S.F., Valkama, M., Niemelä, J.: Spectral and energy efficiency of ultra-dense networks under different deployment strategies. IEEE Commun. Mag. 53, 90–100 (2015)CrossRef
31.
go back to reference Ming, L., Pengpeng, C., Shouwan, G.: Cooperative game-based energy efficiency management over ultra-dense wireless cellular networks, pp. 1424–8220. SEP, Sensors (2016) Ming, L., Pengpeng, C., Shouwan, G.: Cooperative game-based energy efficiency management over ultra-dense wireless cellular networks, pp. 1424–8220. SEP, Sensors (2016)
32.
go back to reference Wang, X., Bai, Y.: The global Minmax k-means algorithm. Springerplus 5, 1665 (2016) Wang, X., Bai, Y.: The global Minmax k-means algorithm. Springerplus 5, 1665 (2016)
33.
go back to reference Zhang, H., Yu, H., Li, Y.: Improved K-means algorithm based on the clustering reliability analysis. In: International Symposium on Computers and Informatics (ISCI), Beijing, Peoples Republic of China, 17–18 January 2015 Zhang, H., Yu, H., Li, Y.: Improved K-means algorithm based on the clustering reliability analysis. In: International Symposium on Computers and Informatics (ISCI), Beijing, Peoples Republic of China, 17–18 January 2015
Metadata
Title
Fuzzy-K: Energy Efficient Fuzzy Clustering Routing Protocol Based on Cross-Technology Communication in Wireless Sensor Network
Authors
Yue Yu
Fanrong Meng
Ming Li
Copyright Year
2019
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-1785-3_9

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