Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas

Introducción— Los sistemas de riego inteligente requieren una comunicación fiable y energéticamente eficiente entre los sensores de una Red Inalámbrica de Sensores (WSN) y el sistema de control. Objetivo— Para hacer frente a este reto, este trabajo presenta varios protocolos de selección basados en...

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Autores:: Hassan, Emad
S. Oshaba, Ahmed
El-Emary, Atef

Tipo de recurso:: Article of journal

Fecha de publicación:: 2023

Institución:: Corporación Universidad de la Costa

Repositorio:: REDICUC - Repositorio CUC

Idioma:: eng

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dc.title.spa.fl_str_mv	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas
dc.title.translated.eng.fl_str_mv	Improving Smart Irrigation Systems through Energy Efficient Cluster-Head Selection in Heterogeneous WSNs
title	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas
spellingShingle	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas WSNs Smart irrigation routing protocols energy efficiency riego inteligente WSNs protocolos de encaminamiento eficiencia energética
title_short	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas
title_full	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas
title_fullStr	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas
title_full_unstemmed	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas
title_sort	Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas
dc.creator.fl_str_mv	Hassan, Emad S. Oshaba, Ahmed El-Emary, Atef
dc.contributor.author.spa.fl_str_mv	Hassan, Emad S. Oshaba, Ahmed El-Emary, Atef
dc.subject.eng.fl_str_mv	WSNs Smart irrigation routing protocols energy efficiency
topic	WSNs Smart irrigation routing protocols energy efficiency riego inteligente WSNs protocolos de encaminamiento eficiencia energética
dc.subject.spa.fl_str_mv	riego inteligente WSNs protocolos de encaminamiento eficiencia energética
description	Introducción— Los sistemas de riego inteligente requieren una comunicación fiable y energéticamente eficiente entre los sensores de una Red Inalámbrica de Sensores (WSN) y el sistema de control. Objetivo— Para hacer frente a este reto, este trabajo presenta varios protocolos de selección basados en clusters, basados en el Protocolo de Elección Estable (SEP) y en la Agrupación Distribuida de Eficiencia Energética (DEEC). Metodología— Los protocolos presentados dividen el campo agrícola en subcampos para reducir el consumo de energía entre los sensores lejanos y la Estación Base (EB). Resultados— La comparación con los protocolos tradicionales utilizando métricas de evaluación como el rendimiento de la red, la estabilidad, el periodo de inestabilidad y la vida útil, muestra que los protocolos presentados superan en términos de todas las métricas. Conclusiones— Los resultados indican la eficacia de los protocolos propuestos para prolongar la vida útil de la red y mejorar la eficiencia energética en WSN heterogéneas, apoyando así el rendimiento de los sistemas de riego inteligentes. Numéricamente, utilizando los protocolos propuestos, la vida útil de la red aumenta un 23% en comparación con el SEP convencional.
publishDate	2023
dc.date.accessioned.none.fl_str_mv	2023-04-23 00:00:00 2024-04-09T20:22:07Z
dc.date.available.none.fl_str_mv	2023-04-23 00:00:00 2024-04-09T20:22:07Z
dc.date.issued.none.fl_str_mv	2023-04-23
dc.type.spa.fl_str_mv	Artículo de revista
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dc.relation.references.eng.fl_str_mv	A. Aldegheishem, N. Alrajeh, L. García & J. Lloret, “SWAP: Smart WAter Protocol for the Irrigation of Urban Gardens in Smart Cities,” IEEE Access, vol. 10, pp. 39239–39247, Mar. 2022. https://doi.org/10.1109/ACCESS.2022.3165579 M. Edodi, O. Ogidan & A. Amusan, “Smart Irrigation System: A Water and Power Management Approach,” presented at 4th International Conference on Disruptive Technologies for Sustainable Development, NIGERCON, LA, NG, 5-7 Apr. 2022. https://doi.org/10.1109/NIGERCON54645.2022.9803183 L. Samaniego Campoverde, M. Tropea & F. De Rango, “An IoT based Smart Irrigation Management System using Reinforcement Learning modeled through a Markov Decision Process,” presented at IEEE/ACM 25th International Symposium on Distributed Simulation and Real Time Applications, DS-RT, VAL, ES, 27-29 Sept. 2021. https://doi.org/10.1109/DS-RT52167.2021.9576130 S. Patel, S. Parikh & S. Patel, “Irrigation to Smart Irrigation and Tube Well Users,” presented at International Conference on Computing, Communication and Green Engineering, CCGE, PUN, IN, 23-25 Sept. 2021. https://doi.org/10.1109/CCGE50943.2021.9776479 J. Zhang, R. Tao, J. Du & L. Dai, “Energy-Efficient Sparsity-Driven Speech Enhancement in Wireless Acoustic Sensor Networks,” IEEE/ACM Trans Audio Speech Lang Process, vol. 31, pp. 215–228, Nov. 2023. https://doi.org/10.1109/TASLP.2022.3221013 D. Lee, J. Oh, T. Ha, J. Lee, Y. Jeon & S. Cho, “A survey of Energy-saving routing protocol for Wireless Sensor Networks,” presented at 13th International Conference on Information and Communication Technology Convergence, ICTC, JJ ISL, KOR, 19-21 Oct. 2022. https://doi.org/10.1109/ICTC55196.2022.9952621 A. Yumuşak & A. Demirtaş, “Analysis of the Effect of Delay from Source Node to Sink on Lifetime in Wireless Sensor Networks,” presented at 30th Signal Processing and Communications Applications Conference, SIU, SFB, TR, 15-18 May. 2022. https://doi.org/10.1109/SIU55565.2022.9864972 Z. Nurlan, T. Zhukabayeva, M. Othman, A. Adamova & N. Zhakiyev, “Wireless Sensor Network as a Mesh: Vision and Challenges,” IEEE Access, vol. 10, pp. 46–67, Dec. 2021. https://doi.org/10.1109/ACCESS.2021.3137341 V. Chaturvedi, S. Choubey & S. Tripathi, “Cluster-based routing protocols in wireless sensor networks”, IRJET, vol. 5, no. 12, pp. 61–67, Dec. 2018. Available from https://www.irjet.net/archives/V5/i12/IRJET-V5I1213.pdf A. Hassan, W. Shah , M. Iskandar & A. Mohammed, “Clustering Methods for Cluster-based Routing Protocols in Wireless Sensor Networks: Comparative Study”, Int J Appl Eng Res, vol. 12, no. 21, pp. 11350–11360, Jan. 2017. Available from https://www.ripublication.com/ijaer17/ijaerv12n21_116.pdf A. Chatap & S. Sirsikar, “Review on Various Routing Protocols for Heterogeneous Wireless Sensor Network”, presented at International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud), I-SMAC, PALL, IN, 10-11 Feb. 2017. https://doi.org/10.1109/I-SMAC.2017.8058388 S. Singla & K. Kaur, “Comparative Analysis of Homogeneous N Heterogeneous Protocols in WSN”, IIJSR, vol. 5, no. 6, pp. 1300–1305, Jun. 2016. Available from https://www.ijsr.net/archive/v5i6/13061601.pdf M. Ayoob, Q. Zhen, S. Adnan & B. Gull, “Research of Improvement on LEACH and SEP Routing Protocols in Wireless Sensor Networks”, presented at International Conference on Control and Robotics Engineering, ICCRE, SGP, SG, 02-04 Apr. 2016. https://doi.org/10.1109/ICCRE.2016.7476141 P. Kumar, M. Singh & U. Triar, “A Review of Routing Protocols in Wireless Sensor Network”, IJERT, vol. 1, no. 4, pp. 1–14, Jun. 2012. https://doi.org/10.17577/IJERTV1IS4013 A. Hossan & P. Choudhury, “DE-SEP: Distance and Energy Aware Stable Election Routing Protocol for Heterogeneous Wireless Sensor Network,” IEEE Access, vol. 10, pp. 55726–55738, May. 2022. https://doi.org/10.1109/ACCESS.2022.3177190 L. Hamad, T. Dağ & T. Güçlüoğlu, “An Improved Hybrid Stable Election Routing Protocol for Large Scale WSNs,” presented at 29th Signal Processing and Communications Applications Conference, SIU, IST, TR, 9-11 Jun. 2021. https://doi.org/10.1109/SIU53274.2021.9477878 A. Kashaf, N. Javaid, Z. Khan & I. Khan, “TSEP: Threshold-Sensitive Stable Election Protocol for WSNs,” presented at 10th International Conference on Frontiers of Information Technology, FIT, ISL, PKST, 17-19 Dec. 2012. https://doi.org/10.1109/FIT.2012.37 M. Gangrekar, D. Dabhade, A. Nandgaonkar & S. Mahiman, “Maximizing the Lifetime of Wireless Sensor Network Using Z-SEP”, IJARCSSE, vol. 4, no. 6, pp. 1185–1191, Jun. 2014. Z. Gao, L. Ge & F. Zhao, “Research on Large-scale Distributed Energy Cluster Control Technology,” presented at China International Conference on Electricity Distribution, CICED, CGSH, CN, 7-8 Sept. 2022. https://doi.org/10.1109/CICED56215.2022.9929123 B. Elbhiri, S. Rashid, S. El Flkhi & D. Aboutajdine, “Developed Distributed Energy-Efficient Clustering (DDEEC) for heterogeneous wireless sensor networks”, presented at 5th International Symposium on I, V Communications and Mobile Network, RBT, MA, 30 Sept. 2010 - 2 Oct. 2010. https://doi.org/10.1109/ISVC.2010.5656252 S. Parul & S. Ajay, “E-DEEC- Enhanced Distributed Energy Efficient Clustering Scheme for heterogeneous WSN”, presented at 1st International Conference on Parallel, Distributed and Grid Computing, PDGC 2010, SLN, IN, 28-30 Oct. 2010. https://doi.org/10.1109/PDGC.2010.5679898 A. Agarwal & V. Nehra, “Trade-off analysis for different Sink locations in DEEC Protocol,” presented at Second International Conference on Computer Science, Engineering and Applications, ICCSEA, GNPR, IN, 8 Sept. 2022. https://doi.org/10.1109/ICCSEA54677.2022.9936143 S. Iqbal, S. Shagrithaya, G. Sandeep & B. Mahesh, “Performance Analysis of Stable Election Protocol and its Extensions in WSN”, presented at International Conference on Advanced Communication, Control and Computing Technologies, ICACCCT, RTHM, IN, 8-10 May. 2014. https://doi.org/10.1109/ICACCCT.2014.7019189 S. Gupta & & S. Singh, “Constrains and their Impacts for Improving Latency of DEEC based Routing Protocols for IOT-WSN,” presented at 6th International Conference on Computing, Communication and Automation, ICCCA, ARD, RO, 17-19 Dec. 2021. https://doi.org/10.1109/ICCCA52192.2021.9666210
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spelling	Hassan, EmadS. Oshaba, AhmedEl-Emary, Atef2023-04-23 00:00:002024-04-09T20:22:07Z2023-04-23 00:00:002024-04-09T20:22:07Z2023-04-230122-6517https://hdl.handle.net/11323/12374https://doi.org/10.17981/ingecuc.19.2.2023.0110.17981/ingecuc.19.2.2023.012382-4700Introducción— Los sistemas de riego inteligente requieren una comunicación fiable y energéticamente eficiente entre los sensores de una Red Inalámbrica de Sensores (WSN) y el sistema de control. Objetivo— Para hacer frente a este reto, este trabajo presenta varios protocolos de selección basados en clusters, basados en el Protocolo de Elección Estable (SEP) y en la Agrupación Distribuida de Eficiencia Energética (DEEC). Metodología— Los protocolos presentados dividen el campo agrícola en subcampos para reducir el consumo de energía entre los sensores lejanos y la Estación Base (EB). Resultados— La comparación con los protocolos tradicionales utilizando métricas de evaluación como el rendimiento de la red, la estabilidad, el periodo de inestabilidad y la vida útil, muestra que los protocolos presentados superan en términos de todas las métricas. Conclusiones— Los resultados indican la eficacia de los protocolos propuestos para prolongar la vida útil de la red y mejorar la eficiencia energética en WSN heterogéneas, apoyando así el rendimiento de los sistemas de riego inteligentes. Numéricamente, utilizando los protocolos propuestos, la vida útil de la red aumenta un 23% en comparación con el SEP convencional.Introduction— Smart irrigation systems require reliable and energy-efficient communication between the sensors in a Wireless Sensor Network (WSN) and the control system. Objective— To address this challenge, this paper presents several cluster-based selection protocols, based on the Stable Election Protocol (SEP) and Distributed Energy-Efficient Clustering (DEEC). Methodology— The presented protocols divide the agriculture field into sub-fields to reduce energy consumption between far sensors and the Base Station (BS). Results— Comparison with traditional protocols using evaluation metrics such as network throughput, stability, instability period, and lifetime, shows that the presented protocols outperform in terms of all metrics. Conclusions— The results indicate the effectiveness of the proposed protocols in prolonging the network’s lifetime and improving energy efficiency in heterogeneous WSNs, thus supporting the performance of smart irrigation systems. Numerically, using the proposed protocols, the network lifetime increased by 23% compared to conventional SEP.application/pdftext/htmltext/xmlengUniversidad de la CostaINGE CUC - 2023http://creativecommons.org/licenses/by-nc-nd/4.0info:eu-repo/semantics/openAccessEsta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial-SinDerivadas 4.0.http://purl.org/coar/access_right/c_abf2https://revistascientificas.cuc.edu.co/ingecuc/article/view/4759WSNsSmart irrigationrouting protocolsenergy efficiencyriego inteligenteWSNsprotocolos de encaminamientoeficiencia energéticaMejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneasImproving Smart Irrigation Systems through Energy Efficient Cluster-Head Selection in Heterogeneous WSNsArtículo de revistahttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1Textinfo:eu-repo/semantics/articleJournal articlehttp://purl.org/redcol/resource_type/ARTinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/version/c_970fb48d4fbd8a85Inge CucA. Aldegheishem, N. Alrajeh, L. García & J. Lloret, “SWAP: Smart WAter Protocol for the Irrigation of Urban Gardens in Smart Cities,” IEEE Access, vol. 10, pp. 39239–39247, Mar. 2022. https://doi.org/10.1109/ACCESS.2022.3165579M. Edodi, O. Ogidan & A. Amusan, “Smart Irrigation System: A Water and Power Management Approach,” presented at 4th International Conference on Disruptive Technologies for Sustainable Development, NIGERCON, LA, NG, 5-7 Apr. 2022. https://doi.org/10.1109/NIGERCON54645.2022.9803183L. Samaniego Campoverde, M. Tropea & F. De Rango, “An IoT based Smart Irrigation Management System using Reinforcement Learning modeled through a Markov Decision Process,” presented at IEEE/ACM 25th International Symposium on Distributed Simulation and Real Time Applications, DS-RT, VAL, ES, 27-29 Sept. 2021. https://doi.org/10.1109/DS-RT52167.2021.9576130S. Patel, S. Parikh & S. Patel, “Irrigation to Smart Irrigation and Tube Well Users,” presented at International Conference on Computing, Communication and Green Engineering, CCGE, PUN, IN, 23-25 Sept. 2021. https://doi.org/10.1109/CCGE50943.2021.9776479 J. Zhang, R. Tao, J. Du & L. Dai, “Energy-Efficient Sparsity-Driven Speech Enhancement in Wireless Acoustic Sensor Networks,” IEEE/ACM Trans Audio Speech Lang Process, vol. 31, pp. 215–228, Nov. 2023. https://doi.org/10.1109/TASLP.2022.3221013D. Lee, J. Oh, T. Ha, J. Lee, Y. Jeon & S. Cho, “A survey of Energy-saving routing protocol for Wireless Sensor Networks,” presented at 13th International Conference on Information and Communication Technology Convergence, ICTC, JJ ISL, KOR, 19-21 Oct. 2022. https://doi.org/10.1109/ICTC55196.2022.9952621A. Yumuşak & A. Demirtaş, “Analysis of the Effect of Delay from Source Node to Sink on Lifetime in Wireless Sensor Networks,” presented at 30th Signal Processing and Communications Applications Conference, SIU, SFB, TR, 15-18 May. 2022. https://doi.org/10.1109/SIU55565.2022.9864972Z. Nurlan, T. Zhukabayeva, M. Othman, A. Adamova & N. Zhakiyev, “Wireless Sensor Network as a Mesh: Vision and Challenges,” IEEE Access, vol. 10, pp. 46–67, Dec. 2021. https://doi.org/10.1109/ACCESS.2021.3137341 V. Chaturvedi, S. Choubey & S. Tripathi, “Cluster-based routing protocols in wireless sensor networks”, IRJET, vol. 5, no. 12, pp. 61–67, Dec. 2018. Available from https://www.irjet.net/archives/V5/i12/IRJET-V5I1213.pdf A. Hassan, W. Shah , M. Iskandar & A. Mohammed, “Clustering Methods for Cluster-based Routing Protocols in Wireless Sensor Networks: Comparative Study”, Int J Appl Eng Res, vol. 12, no. 21, pp. 11350–11360, Jan. 2017. Available from https://www.ripublication.com/ijaer17/ijaerv12n21_116.pdf A. Chatap & S. Sirsikar, “Review on Various Routing Protocols for Heterogeneous Wireless Sensor Network”, presented at International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud), I-SMAC, PALL, IN, 10-11 Feb. 2017. https://doi.org/10.1109/I-SMAC.2017.8058388 S. Singla & K. Kaur, “Comparative Analysis of Homogeneous N Heterogeneous Protocols in WSN”, IIJSR, vol. 5, no. 6, pp. 1300–1305, Jun. 2016. Available from https://www.ijsr.net/archive/v5i6/13061601.pdf M. Ayoob, Q. Zhen, S. Adnan & B. Gull, “Research of Improvement on LEACH and SEP Routing Protocols in Wireless Sensor Networks”, presented at International Conference on Control and Robotics Engineering, ICCRE, SGP, SG, 02-04 Apr. 2016. https://doi.org/10.1109/ICCRE.2016.7476141 P. Kumar, M. Singh & U. Triar, “A Review of Routing Protocols in Wireless Sensor Network”, IJERT, vol. 1, no. 4, pp. 1–14, Jun. 2012. https://doi.org/10.17577/IJERTV1IS4013 A. Hossan & P. Choudhury, “DE-SEP: Distance and Energy Aware Stable Election Routing Protocol for Heterogeneous Wireless Sensor Network,” IEEE Access, vol. 10, pp. 55726–55738, May. 2022. https://doi.org/10.1109/ACCESS.2022.3177190 L. Hamad, T. Dağ & T. Güçlüoğlu, “An Improved Hybrid Stable Election Routing Protocol for Large Scale WSNs,” presented at 29th Signal Processing and Communications Applications Conference, SIU, IST, TR, 9-11 Jun. 2021. https://doi.org/10.1109/SIU53274.2021.9477878 A. Kashaf, N. Javaid, Z. Khan & I. Khan, “TSEP: Threshold-Sensitive Stable Election Protocol for WSNs,” presented at 10th International Conference on Frontiers of Information Technology, FIT, ISL, PKST, 17-19 Dec. 2012. https://doi.org/10.1109/FIT.2012.37 M. Gangrekar, D. Dabhade, A. Nandgaonkar & S. Mahiman, “Maximizing the Lifetime of Wireless Sensor Network Using Z-SEP”, IJARCSSE, vol. 4, no. 6, pp. 1185–1191, Jun. 2014. Z. Gao, L. Ge & F. Zhao, “Research on Large-scale Distributed Energy Cluster Control Technology,” presented at China International Conference on Electricity Distribution, CICED, CGSH, CN, 7-8 Sept. 2022. https://doi.org/10.1109/CICED56215.2022.9929123 B. Elbhiri, S. Rashid, S. El Flkhi & D. Aboutajdine, “Developed Distributed Energy-Efficient Clustering (DDEEC) for heterogeneous wireless sensor networks”, presented at 5th International Symposium on I, V Communications and Mobile Network, RBT, MA, 30 Sept. 2010 - 2 Oct. 2010. https://doi.org/10.1109/ISVC.2010.5656252 S. Parul & S. Ajay, “E-DEEC- Enhanced Distributed Energy Efficient Clustering Scheme for heterogeneous WSN”, presented at 1st International Conference on Parallel, Distributed and Grid Computing, PDGC 2010, SLN, IN, 28-30 Oct. 2010. https://doi.org/10.1109/PDGC.2010.5679898A. Agarwal & V. Nehra, “Trade-off analysis for different Sink locations in DEEC Protocol,” presented at Second International Conference on Computer Science, Engineering and Applications, ICCSEA, GNPR, IN, 8 Sept. 2022. https://doi.org/10.1109/ICCSEA54677.2022.9936143S. Iqbal, S. Shagrithaya, G. Sandeep & B. Mahesh, “Performance Analysis of Stable Election Protocol and its Extensions in WSN”, presented at International Conference on Advanced Communication, Control and Computing Technologies, ICACCCT, RTHM, IN, 8-10 May. 2014. https://doi.org/10.1109/ICACCCT.2014.7019189 S. Gupta & & S. Singh, “Constrains and their Impacts for Improving Latency of DEEC based Routing Protocols for IOT-WSN,” presented at 6th International Conference on Computing, Communication and Automation, ICCCA, ARD, RO, 17-19 Dec. 2021. https://doi.org/10.1109/ICCCA52192.2021.9666210201219https://revistascientificas.cuc.edu.co/ingecuc/article/download/4759/4861https://revistascientificas.cuc.edu.co/ingecuc/article/download/4759/5026https://revistascientificas.cuc.edu.co/ingecuc/article/download/4759/5025Núm. 2 , Año 2023 : (Julio-Diciembre)PublicationOREORE.xmltext/xml2711https://repositorio.cuc.edu.co/bitstreams/2fea3d21-242b-44ce-8044-930222c79800/download9f8a29a2b9e521ad1235b975efb3ad01MD5111323/12374oai:repositorio.cuc.edu.co:11323/123742024-09-17 10:59:51.611http://creativecommons.org/licenses/by-nc-nd/4.0INGE CUC - 2023metadata.onlyhttps://repositorio.cuc.edu.coRepositorio de la Universidad de la Costa CUCrepdigital@cuc.edu.co

Mejora de los sistemas de riego inteligentes mediante la selección energéticamente eficiente de clusters en WSN heterogéneas

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