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Localization in wireless sensor networks and wireless multimedia sensor networks using clustering techniques

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A Correction to this article was published on 21 July 2023

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Abstract

Localization in wireless sensor networks (WSN) is gaining a lot of attention from the researchers due to its usefulness in many real-time applications to identify the source of events. Wireless sensor networks are also utilized to transmit multimedia data such as audio, video and images along with scalar data. This type of WSN is termed as Wireless Multimedia Sensor Network (WMSN). Many applications exist, such as battlefields, environmental monitoring, ecosystem monitoring, and forest fire detection, among others, where the source of an event’s occurrence is critical. As a result, using simulations or simulating real-time scenarios, researchers have developed various techniques for locating sensor nodes in wireless sensor networks. This paper presents the clustering-based localization strategies for WSN and WMSN in detail. In a wireless sensor network and wireless multimedia sensor networks, clustering is utilized to offer distributed computing and parallel processing by grou** sensor nodes into small subgroups that operate independently. To improve the performance of the traditional localization procedure, clustering techniques might be greatly useful. Clustering divides the network into partitions which can independently function thus reducing the communication cost. Clustering also increases the throughput of the network by providing distributed computing. Furthermore, future concerns and issues are highlighted in order to determine the future study direction for new wireless sensor network researchers.

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References

  1. Abazeed M, Faisal N, Zubair S, Ali A (2013) Routing protocols for wireless multimedia sensor network: a survey. J Sens 2013

  2. Abbas N, Yu F, Fan Y (2018) Intelligent video surveillance platform for wireless multimedia sensor networks. Appl Sci 8(3):348

    Google Scholar 

  3. Abbasi AA, Younis M (2007) A survey on clustering algorithms for wireless sensor networks. Comput Commun 30(14–15):2826–2841

    Google Scholar 

  4. Aghdasi HS, Abbaspour M, Moghadam ME, Samei Y (2008) An energy-efficient and high-quality video transmission architecture in wireless video-based sensor networks. Sensors 8(8):4529–4559

    Google Scholar 

  5. Ahmad JJ, Khan HA, Khayam SA (2009). Energy efficient video compression for wireless sensor networks. In: 43rd Annual Conference on Information Sciences and Systems, pp 629–634.

  6. Ahmed AU, Arablouei R, De Hoog F, Kusy B, Jurdak R, Bergmann N (2018) Estimating angle-of-arrival and time-of-flight for multipath components using wifi channel state information. Sensors 18(6):1753

    Google Scholar 

  7. Akila IS, Manisekaran SV, Venkatesan SV (2017). Modern clustering techniques in wireless sensor networks. Wireless Sensor Networks—Insights and Innovations; Sallis, PJ; Ed.; InTech Open: London, UK, 141-156.

  8. Akyildiz IF, Melodia T, Chowdhury KR (2007) A survey on wireless multimedia sensor networks. Comput Netw 51(4):921–960

    Google Scholar 

  9. Alaei M, Barcelo-Ordinas JM (2010) A method for clustering and cooperation in wireless multimedia sensor networks. Sensors 10(4):3145–3169

    Google Scholar 

  10. Alavijeh AK, Ramezani MH, Alavijeh AK (2018) Localization improvement in wireless sensor networks using a new statistical channel model. Sensors Actuators A Phys 271:283–289

    Google Scholar 

  11. Algobail A, Soudani A, Al-Ahmadi SA (2018). Energy-aware Scheme for Animal Recognition in Wireless Acoustic Sensor Networks. In: SENSORNETS, pp. 31–38.

  12. Alhilal MS, Soudani A, Al-Dhelaan A (2015) Image-based object identification for efficient event-driven sensing in wireless multimedia sensor networks. Intern J Distrib Sens Netw 11(3):850869

    Google Scholar 

  13. Alkhatib AAA, Baicher GS (2012). Wireless sensor network architecture. In International conference on computer networks and communication systems – ICNCS’12, vol. 35, pp 11-15

  14. Aloor G, Jacob L (2010) Distributed wireless sensor network localization using stochastic proximity embedding. Comput Commun 33(6):745–755

    Google Scholar 

  15. Alrajeh NA, Bashir M, Shams B (2013) Localization techniques in wireless sensor networks. Intern J Distrib Sens Netw 9(6):304628

    Google Scholar 

  16. Amzad MM, Shilpa MN (2018) Video Transmission Over Wireless Networks For Energy Aware And Adaptive Switching Transmission. Adv Comput Sci Technol 11(7):607–617

    Google Scholar 

  17. Arampatzis T, Lygeros J, Manesis S (2005). A survey of applications of wireless sensors and wireless sensor networks. In: Proceedings of the IEEE International Symposium on, Mediterrean Conference on Control and Automation Intelligent Control, pp. 719–724.

  18. Arjunan S, Pothula S (2019) A survey on unequal clustering protocols in wireless sensor networks. J King Saud Univ-Comput Inform Sci 31(3):304–317

    Google Scholar 

  19. Aziz SM, Pham DM (2013) Energy efficient image transmission in wireless multimedia sensor networks. IEEE Commun Lett 17(6):1084–1087

    Google Scholar 

  20. Badawy A, Khattab T, Trinchero D, ElFouly T, Mohamed A (2017). A simple angle of arrival estimation system. In 2017 IEEE Wireless Communications and Networking Conference – WCNC’17, pp 1-6.

  21. Bal M, Liu M, Shen W, Ghenniwa H (2009) Localization in cooperative wireless sensor networks: A review. In: In: Proceedings of 13th International Conference on Computer Supported Cooperative Work in Design, pp 438–443

    Google Scholar 

  22. Bhandary V, Malik A, Kumar S (2016) Routing in wireless multimedia sensor networks: A survey of existing protocols and open research issues. J Engin 2016

  23. Britto PX, Selvan S (2019) A hybrid soft computing: SGP clustering methodology for enhancing network lifetime in wireless multimedia sensor networks. Soft Comput 23(8):2597–2609

    Google Scholar 

  24. Bulusu N, Heidemann J, Estrin D (2000) GPS-less low-cost outdoor localization for very small devices. IEEE Pers Commun 7(5):28–34

    Google Scholar 

  25. Cevik T, Gunagwera A, Cevik N (2015). A survey of multimedia streaming in wireless sensor networks: progress, issues and design challenges. ar**v preprint ar**v:1512.03565

  26. Chaczko Z, Klempous R, Nikodem J, Nikodem M (2007) Methods of sensors localization in wireless sensor networks. In: In: Proceedings of 14th Annual IEEE International Conference and Workshops on the Engineering of Computer-Based Systems - ECBS'07, pp 145–152

    Google Scholar 

  27. Chan H, Luk M, Perrig A (2005) Using clustering information for sensor network localization. In: In: Proceedings of International Conference on Distributed Computing in Sensor Systems, pp 109–125

    Google Scholar 

  28. Chang YJ, Ou CH, Ssu KF (2018). A cluster analysis-based localization scheme for wireless sensor networks using mobile anchor nodes with directional antennas. In: Proceedings of IEEE International Conference on Applied System Invention – ICASI’18, pp. 1156–1158.

  29. Chen M, Leung VC, Mao S, Yuan Y (2007) Directional geographical routing for real-time video communications in wireless sensor networks. Comput Commun 30(17):3368–3383

    Google Scholar 

  30. Cherntanomwong P, Sooraksa P (2018) Soft-clustering Technique for Fingerprint-based localization. Sens Mater 30(10):2221–2233

    Google Scholar 

  31. Cui L, Wang F, Luo H, Ju H, Li T (2004) A pervasive sensor node architecture. In: In: IFIP International Conference on Network and Parallel Computing, pp 565–567

    Google Scholar 

  32. Dai Z, Wang G, ** X, Lou X (2020) Nearly Optimal Sensor Selection for TDOA-Based Source Localization in Wireless Sensor Networks. IEEE Trans Veh Technol 69(10):12031–12042

    Google Scholar 

  33. Dargie W, Poellabauer C (2010) Fundamentals of wireless sensor networks: theory and practice. John Wiley & Sons

    Google Scholar 

  34. de Vore L (1998). National Strategy Against Terrorism Using Weapons of Mass Destruction: Livermore Leads Federal Agency Study Group. Science and Technology Review, January, 24–26.

  35. Dougherty JJ, El-Sherief H, Simon DJ, Whitmer GA (1995) GPS modeling for designing aerospace vehicle navigation systems. IEEE Trans Aerosp Electron Syst 31(2):695–705

    Google Scholar 

  36. Duran MAC, D'Amico AA, Dardari D, Rydström M, Sottile F, Ström EG, Taponecco L (2012). Terrestrial network-based positioning and navigation. In: Proceedings of Satellite and terrestrial radio positioning techniques, pp. 75–153.

  37. El Dien ME, Youssif AA, Ghalwash AZ (2016) Energy efficient and QoS aware framework for video transmission over wireless sensor networks. Wirel Sens Netw 8(3):25–36

    Google Scholar 

  38. El Khediri S, Fakhet W, Moulahi T, Khan R, Thaljaoui A, Kachouri A (2020). Improved node localization using K-means clustering for Wireless Sensor Networks. Computer Science Review, 37:100284.

  39. Emad-ul-Haq Q, Aboalsamh H, Abdul W, Hussain M, Ghouzali S (2015) Multimedia Communication in Wireless Sensor Networks-A Review Paper. J Adv Comput Netw 3(4)

  40. Fan C, Ding Q (2018) A novel wireless visual sensor network protocol based on LoRa Modulation. Intern J Distrib Sens Netw 14(3):1550147718765980

    Google Scholar 

  41. Faugstadmo JE, Pettersen M, Hovem JM, Lie A, Reinen TA (2010). Underwater Wireless Sensor Network. In: Proceedings of Fourth International Conference on Sensor Technologies and Applications, pp. 422–427. https://doi.org/10.1109/SENSORCOMM.2010.67.

  42. Fayed S, Youssef SM, El-Helw A, Patwary M, Moniri M (2016) Adaptive compressive sensing for target tracking within wireless visual sensor networks-based surveillance applications. Multimed Tools Appl 75(11):6347–6371

    Google Scholar 

  43. Flammini A, Marioli D, Mazzoleni G, Sisinni E, Taroni A (2006). Received signal strength characterization for wireless sensor networking. In: IEEE Instrumentation and Measurement Technology Conference Proceedings, pp. 207–211.

  44. Go S, Chong JW (2015) Improved TOA-based localization method with BS selection scheme for wireless sensor networks. ETRI J 37(4):707–716

    Google Scholar 

  45. Gui L, Val T, Wei A, Dalce R (2015) Improvement of range-free localization technology by a novel DV-hop protocol in wireless sensor networks. Ad Hoc Netw 24:55–73

    Google Scholar 

  46. Gupta V, Pandey R (2016) An improved energy aware distributed unequal clustering protocol for heterogeneous wireless sensor networks. Eng Sci Technol, Int J 19(2):1050–1058

    Google Scholar 

  47. Gürses E, Akan ÖB (2005) Multimedia communication in wireless sensor networks. Annales des Télécommun 60(7):872–900

    Google Scholar 

  48. Han G, Jiang J, Zhang C, Duong TQ, Guizani M, Karagiannidis GK (2016) A survey on mobile anchor node assisted localization in wireless sensor networks. IEEE Commun Surv Tutor 18(3):2220–2243

    Google Scholar 

  49. Han L, Shen Z, Fu C, Liu C (2016) Design and implementation of sound searching robots in wireless sensor networks. Sensors 16(9):1550

    Google Scholar 

  50. Harjito B, Han S (2010). Wireless multimedia sensor networks applications and security challenges. In: International conference on broadband, wireless computing, communication and applications, pp. 842–846

  51. Helali MA, Sghaier H, Maaref H (2011). Priority Image Transmission in Wireless Sensor Networks. In: Eighth International Multi-Conference on Systems, Signals & Devices, pp. 1–6. https://doi.org/10.1109/SSD.2011.5767468.

  52. Hemalatha R, Radha S, Sudharsan S (2015) Energy-efficient image transmission in wireless multimedia sensor networks using block-based compressive sensing. Comput Electr Eng 44:67–79

    Google Scholar 

  53. Hosseini R, Mirvaziri H (2020) A New Clustering-Based Approach for Target Tracking to Optimize Energy Consumption in Wireless Sensor Networks. Wirel Pers Commun 114:3337–3349

    Google Scholar 

  54. https://en.wikipedia.org/wiki/Sensor_node. Accessed on, 23 Oct 2020.

  55. https://en.wikipedia.org/wiki/Wireless_sensor_network. Accessed on 30 Oct 2020.

  56. https://www.elprocus.com/architecture-of-wireless-sensor-network-and-applications/. Accessed on 10 January 2021.

  57. https://www.elprocus.com/architecture-of-wireless-sensor-network-and-applications/. Accessed on 25 Oct 2020.

  58. https://www.elprocus.com/introduction-to-wireless-sensor-networks-types-and-applications/. Accessed on 28 Sept 2020.

  59. Hu Z, Gu D, Song Z, Li H (2008) Localization in wireless sensor networks using a mobile anchor node. Proceedings of IEEE/ASME international conference on advanced intelligent mechatronics, In, pp 602–607

    Google Scholar 

  60. Islam T, Lee YK (2019) A cluster based localization scheme with partition handling for mobile underwater acoustic sensor networks. Sensors 19(5):1039

    Google Scholar 

  61. Ismail MFFB, Yie LW (2012) Acoustic monitoring system using wireless sensor networks. Procedia Engin 41:68–74

    Google Scholar 

  62. Jian C, Shaohua Q, Yan S, Zenghong H (2014). Clustering algorithm based on optimal number of clusters for wireless multimedia sensor networks. In: International Conference on Cyberspace Technology – CCT’14, pp. 1–5.

  63. Jo SK, Ikram M, Jung I, Ryu W, Kim J (2014) Power efficient clustering for wireless multimedia sensor network. Intern J Distrib Sens Netw 10(4):148595

    Google Scholar 

  64. Julme B, Patil P (2019). A review on clustering algorithms in wireless sensor networks for optimal energy utilisation. In: Proceedings of Intelligent Communication Technologies and Virtual Mobile Networks, pp. 642–646.

  65. Kandris D, Nakas C, Vomvas D, Koulouras G (2020) Applications of wireless sensor networks: an up-to-date survey. Appl Syst Innov 3(1):14

    Google Scholar 

  66. Karanam CR, Korany B, Mostofi Y (2018). Magnitude-based angle-of-arrival estimation, localization, and target tracking. In: 17th ACM/IEEE International Conference on Information Processing in Sensor Networks – IPSN’18, pp. 254–265.

  67. Khan MA, Ahmad J, Javaid Q, Saqib NA (2017) An efficient and secure partial image encryption for wireless multimedia sensor networks using discrete wavelet transform, chaotic maps and substitution box. J Mod Opt 64(5):531–540

    Google Scholar 

  68. Kim HW, Kachroo A (2016) Low Power Routing and Channel Allocation of Wireless Video Sensor Networks Using Wireless Link Utilization. Adhoc & Sensor. Wirel Netw 30

  69. Kim R, Ha T, Lim H, Jung D (2014). TDoA localization for wireless networks with imperfect clock synchronization. In: International Conference on Information Networking – ICOIN’14, pp. 417–421.

  70. Kim Y, Lee B, So H, Kim SC (2017) Localization technique considering position uncertainty of reference nodes in wireless sensor networks. IEEE Sensors J 18(3):1324–1332

    Google Scholar 

  71. Kim Y, Bok K, Son I, Park J, Lee B, Yoo J (2017) Positioning sensor nodes and smart devices for multimedia data transmission in wireless sensor and mobile P2P networks. Multimed Tools Appl 76(16):17193–17211

    Google Scholar 

  72. Kiselev I, Ceolini E, Wong D, De Cheveigne A, Liu SC (2017). Whisper: Wirelessly synchronized distributed audio sensor platform. In: IEEE 42nd Conference on Local Computer Networks Workshops - LCN Workshops’17, pp 35-43.

  73. Kong Y, Kwon Y, Choi J, Ko J, Park G (2012) Density adaptive localization for irregularly deployed wireless sensor networks. AEU-Intern J Electron Commun 66(12):1026–1031

    Google Scholar 

  74. Kumar P, Chand N (2013). Clustering in wireless multimedia sensor networks. Journal of Sensor Technology, 2013.

  75. Kuriakose J, Joshi S, Raju RV, Kilaru A (2014). A review on localization in wireless sensor networks. In: Advances in signal processing and intelligent recognition systems, pp. 599–610.

  76. Lee KH, Yu CH, Choi JW, Seo YB (2008). ToA based sensor localization in underwater wireless sensor networks. In: SICE Annual Conference, pp. 1357–1361.

  77. Li M, Liu Y (2007). Underground structure monitoring with wireless sensor networks. In: Proceedings of 6th International Symposium on Information Processing in Sensor Networks, pp 69-78.

  78. Li G, Geng E, Ye Z, Xu Y, Lin J, Pang Y (2018) Indoor positioning algorithm based on the improved RSSI distance model. Sensors 18(9):2820

    Google Scholar 

  79. Loganathan S, Arumugam J (2020) Clustering algorithms for wireless sensor networks survey. Sens Lett 18(2):143–149

    Google Scholar 

  80. Lostanlen V, Salamon J, Farnsworth A, Kelling S, Bello JP (2019) Robust sound event detection in bioacoustic sensor networks. PLoS ONE 14(10):e0214168

    Google Scholar 

  81. Luo XL, Li W, Lin JR (2012). Geometric location based on TDOA for wireless sensor networks. ISRN Applied Mathematics, 2012.

  82. Ma N (2019) Distributed video coding scheme of multimedia data compression algorithm for wireless sensor networks. EURASIP J Wirel Commun Netw 2019(1):1–9

    Google Scholar 

  83. Malajner M, Gleich D, Planinšič P (2015) Angle of arrival estimation algorithms using received signal strength indicator. Informacije MIDEM 45(4):237–248

    Google Scholar 

  84. Malhotra B, Nikolaidis I, Nascimento MA (2008). Distributed and efficient classifiers for wireless audio-sensor networks. In 2008 5th International Conference on Networked Sensing Systems, pp. 203–206.

  85. Manisekaran SV, Venkatesan R (2014) Cluster-based architecture for range-free localization in wireless sensor networks. Int J Distrib Sens Netw 10(4):963473

    Google Scholar 

  86. Masazade E, Niu R, Varshney PK, Keskinoz M (2010) Energy aware iterative source localization for wireless sensor networks. IEEE Trans Signal Process 58(9):4824–48355

    MathSciNet  Google Scholar 

  87. Mateen A, Sehar M, Abbas K, Akbar MA (2017) Comparative analysis of wireless sensor networks with wireless multimedia sensor networks. In: In: IEEE International Conference on Power, Control, Signals and Instrumentation Engineering – ICPCSI’17, pp 80–83

    Google Scholar 

  88. Matin MA, Islam MM (2012) Overview of wireless sensor network. Wireless Sens Netw-Technol Protoc:1–3

  89. Medidi M, Slaaen RA, Zhou Y, Mallery CJ, Medidi S (2006). Cluster-based localization in wireless sensor networks. In: Wireless Sensing and Processing (Vol. 6248, p. 62480J). International Society for Optics and Photonics.

  90. Misra S, Reisslein M, Xue G (2008) A survey of multimedia streaming in wireless sensor networks. IEEE Commun Surv Tutor 10(4):18–39

    Google Scholar 

  91. Moreno-Escobar C, Marcelin-Jimenez R, Rodriguez-Colina E, Pascoe M (2011). A distributed cluster-based localization method for wireless sensor networks. In: Proceedings of the 6th International Conference on Systems and Networks Communications - ICSNC’11, pp. 55–62

  92. Moutinho J, Freitas D, Araújo RE (2016) Indoor global localisation in anchor-based systems using audio signals. J Navigation 69(5):1024–1040

    Google Scholar 

  93. Muduli L, Mishra DP, Jana PK (2018) Application of wireless sensor network for environmental monitoring in underground coal mines: A systematic review. J Netw Comput Appl 106:48–67

    Google Scholar 

  94. Munir SA, Ren B, Jiao W, Wang B, **e D, Ma J (2007). Mobile wireless sensor network: Architecture and enabling technologies for ubiquitous computing. In: Proceedings of 21st International Conference on Advanced Information Networking and Applications Workshops - AINAW'07, vol. 2, pp. 113–120.

  95. Nadeem F, Leitgeb E, Awan MS, Chessa S (2009). Comparing the life time of terrestrial wireless sensor networks by employing hybrid FSO/RF and only RF access networks. In: Proceedings of Fifth International Conference on Wireless and Mobile Communications, pp. 134–139.

  96. Navin AH, Asadi B, Navadad Z, Mirnia M (2010). Image transmission method in wireless camera-based sensor networks by using variable interleaving approach. In: International Conference On Computer Design and Applications, pp V2-610-V2-612. https://doi.org/10.1109/ICCDA.2010.5541289.

  97. Nazir U, Shahid N, Arshad MA, Raza SH (2012) Classification of localization algorithms for wireless sensor network: A survey. Proceedings of International conference on open source systems and technologies, In, pp 1–5

    Google Scholar 

  98. Niewiadomska-Szynkiewicz E (2012) Localization in wireless sensor networks: Classification and evaluation of techniques. Int J Appl Math Comput Sci 22(2):281–297

    Google Scholar 

  99. Pal A (2010) Localization algorithms in wireless sensor networks: Current approaches and future challenges. Netw Protoc Algorithms 2(1):45–73

    Google Scholar 

  100. Pal V, Singh G, Yadav RP (2015) Effect of Heterogeneous nodes location on the performance of clustering algorithms for wireless sensor networks. Procedia Comput Sci 57:1042–1048

    Google Scholar 

  101. Pan JS, Chu SC, Roddick J, Dao TK (2016) Optimization localization in wireless sensor network based on multi-objective firefly algorithm. J Netw Intel 1(4):130–138

    Google Scholar 

  102. Paul AK, Sato T (2017) Localization in wireless sensor networks: A survey on algorithms, measurement techniques, applications and challenges. J Sens Actuator Netw 6(4):24

    Google Scholar 

  103. Peng R, Sichitiu ML (2006). Angle of arrival localization for wireless sensor networks. In: 3rd annual IEEE communications society on sensor and ad hoc communications and networks, vol. 1, pp 374-382

  104. Potdar M, Sharif A, Potdar V, Chang E (2009). Applications of wireless sensor networks in pharmaceutical industry. In 2009 International Conference on Advanced Information Networking and Applications Workshops (pp. 642–647). IEEE.

  105. Ramesh S, Yaashuwanth C, Muthukrishnan BA (2020) Machine learning approach for secure communication in wireless video sensor networks against denial-of-service attacks. Int J Commun Syst 33(12):e4073

    Google Scholar 

  106. Ramson SJ, Moni DJ (2017). Applications of wireless sensor networks-A survey. In: Proceedings of international conference on innovations in electrical, electronics, instrumentation and media technology – ICEEIMT’17, pp. 325-329

  107. Ran Q, Feng R, Yu N, Wu Y (2016). A weighted least squares source localization algorithm using TDOA measurements in wireless sensor networks. In: 6th International Conference on Electronics Information and Emergency Communication – ICEIEC’16, pp. 10–13.

  108. Rashid B, Rehmani MH (2016) Applications of wireless sensor networks for urban areas: A survey. J Netw Comput Appl 60:192–219

    Google Scholar 

  109. Rashid H, Turuk AK (2013) Localization of wireless sensor networks using a single anchor node. Wirel Pers Commun 72(2):975–986

    Google Scholar 

  110. Rob H (2019). Sensing for Danger. https://str.llnl.gov. Accessed on 10 January 2021.

  111. Rudafshani M, Datta S (2007). Localization in wireless sensor networks. In: Proceedings of 6th International Symposium on Information Processing in Sensor Networks, pp 51-60.

  112. Sahana S, Singh K (2020) Cluster Based Localization Scheme with Backup Node in Underwater Wireless Sensor Network. Wirel Pers Commun 110(4):1693–1706

    Google Scholar 

  113. Sammouda R, Al-Salman AMS, Gumaei A, Tagoug N (2015) An efficient image denoising method for wireless multimedia sensor networks based on DT-CWT. Intern J Distrib Sens Netw 11(11):632568

    Google Scholar 

  114. Sathyaprakash P, Prakasam P (2020) Boltzmann randomized clustering algorithm for providing quality of evolution in wireless multimedia sensor networks. Wirel Pers Commun 112(4):2335–2349

    Google Scholar 

  115. Senturk A, Kara R, Ozcelik I (2020) Fuzzy logic and image compression based energy efficient application layer algorithm for wireless multimedia sensor networks. Comput Sci Inf Syst 17(2):509–536. https://doi.org/10.2298/CSIS191124008S.

    Article  Google Scholar 

  116. Shahraki A, Taherkordi A, Haugen, & Eliassen, F. (2020) Clustering objectives in wireless sensor networks: A survey and research direction analysis. Comput Netw 180:107376

    Google Scholar 

  117. Shalaby M, Shokair M, Messiha NW (2017) Performance enhancement of TOA localized wireless sensor networks. Wirel Pers Commun 95(4):4667–4679

    Google Scholar 

  118. Shao Y (2020) Wireless multimedia sensor network video object detection method using dynamic clustering algorithm. Multimed Tools Appl 79(23):16927–16940

    Google Scholar 

  119. Sharif A, Potdar V, Chang E (2009) Wireless multimedia sensor network technology: A survey. In: In: 7th IEEE International Conference on Industrial Informatics, pp 606–613

    Google Scholar 

  120. Sharma G, Kumar A (2018) Improved DV-Hop localization algorithm using teaching learning based optimization for wireless sensor networks. Telecommun Syst 67(2):163–178

    Google Scholar 

  121. Sharma G, Kumar, A., Singh, P., & Hafeez, M. J. (2018). Localization in wireless sensor networks using invasive weed optimization based on fuzzy logic system. In: Advanced Computing and Communication Technologies, pp. 245–255.

  122. Sharma R, Vashisht V, Singh U (2020). Soft computing paradigms based clustering in wireless sensor networks: A survey. In: Advances in Data Sciences, Security and Applications, pp. 133–159.

  123. Shen H, Bai G (2016) Routing in wireless multimedia sensor networks: A survey and challenges ahead. J Netw Comput Appl 71:30–49

    Google Scholar 

  124. Shen M, Tang Z (2018) Audio Signal and Troubleshooting System Based on Wireless Sensor. Int J Online Engin 14(6)

  125. Shi H, Cao J (2011). A new hybrid algorithm on TDOA localization in wireless sensor network. In: IEEE International Conference on Information and Automation, pp. 606–610.

  126. Singh P, Agrawal S (2013). TDOA based node localization in WSN using neural networks. In: International Conference on Communication Systems and Network Technologies, pp. 400–404.

  127. Singh PK, Paprzycki M (2020). Introduction on wireless sensor networks issues and challenges in current era. In: Handbook of Wireless Sensor Networks: Issues and Challenges in Current Scenario's, pp 3-12.

  128. Singh SP, Sharma SC (2018) A PSO based improved localization algorithm for wireless sensor network. Wirel Pers Commun 98(1):487–503

    Google Scholar 

  129. Singh MK, Amin SI, Imam SA, Sachan VK, Choudhary A (2018). A Survey of Wireless Sensor Network and its types. In: Proceedings of International Conference on Advances in Computing, Communication Control and Networking – ICACCCN’18, pp. 326–330.

  130. Singh PP, Vashistha P, Khan MA, Kumar M (2019) Energy Efficient Video Surveillance Approach for Multiple Camera in Wireless Sensor Networks. Int J Innova Technol Explo Eng 8(8):2380–2384

    Google Scholar 

  131. Slaaen RA (2006). Clustering based localization for wireless sensor networks.

  132. Song Y (2019) Research on distributed localization algorithm for wireless sensor network nodes in multimedia data transmission process. Multimed Tools Appl:1–11

  133. Sovannarith H, Chakchai SI, Gia NT (2017). Distributed image compression architecture over wireless multimedia sensor networks. Wireless Communications and Mobile Computing, Volume 2017, Article ID 5471721. https://doi.org/10.1155/2017/5471721.

  134. Stojkoska B, Davcev D, Kulakov A (2008). Cluster-based MDS algorithm for nodes localization in wireless sensor networks with irregular topologies. In: Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology, pp 384-389.

  135. Sun E, Shen X, Chen H (2011) A low energy image compression and transmission in wireless multimedia sensor networks. Procedia Engin 15:3604–3610

    Google Scholar 

  136. Sun Y, Zhang F, Wan Q (2019) Wireless sensor network-based localization method using TDOA measurements in MPR. IEEE Sensors J 19(10):3741–3750

    Google Scholar 

  137. Tan C, Zou J, Wang M, Zhang R (2011) Network lifetime optimization for wireless video sensor networks with network coding/ARQ hybrid adaptive error-control scheme. Comput Netw 55(9):2126–2137

    Google Scholar 

  138. Tomic S, Beko M, Dinis R, Montezuma P (2017) Distributed algorithm for target localization in wireless sensor networks using RSS and AoA measurements. Perva Mob Comput 37:63–77

    Google Scholar 

  139. Ukhurebor KE, Odesanya I, Tyokighir SS, Kerry RG, Olayinka AS, Bobadoye AO (2020). Wireless Sensor Networks: Applications and Challenges. In: Wireless Sensor Networks-Design, Deployment and Applications. IntechOpen. https://doi.org/10.5772/intechopen.93660.

  140. Vaghefi SYM, Vaghefi RM (2011). A novel multilayer neural network model for TOA-based localization in wireless sensor networks. In: International Joint Conference on Neural Networks, pp. 3079–3084.

  141. Wan J, Yu N, Feng R, Wu Y, Su C (2009) Localization refinement for wireless sensor networks. Comput Commun 32(13–14):1515–1524

    Google Scholar 

  142. Wang C, Liu A, Ning P (2007). Cluster-based minimum mean square estimation for secure and resilient localization in wireless sensor networks. In Proceedings of International Conference on Wireless Algorithms, Systems and Applications – WASA’07, pp. 29–37.

  143. Wang H, Peng D, Wang W, Sharif H, Wegiel J, Nguyen D, Backhaus C (2008). Artificial immune system based image pattern recognition in energy efficient wireless multimedia sensor networks. In: MILCOM 2008–2008 IEEE Military Communications Conference, pp 1–7. https://doi.org/10.1109/MILCOM.2008.4753651.

  144. Wang X, Bischoff O, Laur R, Paul S (2009) Localization in wireless ad-hoc sensor networks using multilateration with RSSI for logistic applications. Proc Chem 1(1):461–464

    Google Scholar 

  145. Wang P, Dai R, Akyildiz IF (2010) A spatial correlation-based image compression framework for wireless multimedia sensor networks. IEEE Transac Multimed 13(2):388–401

    Google Scholar 

  146. Wang QH, Lu TT, Liu ML, Wei LF (2013). Research on the WSN node localization based on TOA Journal of Applied Mathematics, 2013.

  147. Wang H, Wang W, Chen M, Yao X (2013) Quality-driven secure audio transmissions in wireless multimedia sensor networks. Multimed Tools Appl 67(1):119–135

    Google Scholar 

  148. Wang Y, Yang J, Shen J, Guo J, Hua K (2014). Compression of video tracking and bandwidth balancing routing in wireless multimedia sensor networks. ar** Algorithm for Video Transmission over Wireless Sensor Networks. J Commun 10(3):192–198

    Google Scholar 

  149. Wang T, **ong H, Ding H, Zheng L (2020) TDOA-based joint synchronization and localization algorithm for asynchronous wireless sensor networks. IEEE Trans Commun 68(5):3107–3124

    Google Scholar 

  150. Wu G, Wang S, Wang B, Dong Y, Yan S (2012) A novel range-free localization based on regulated neighborhood distance for wireless ad hoc and sensor networks. Comput Netw 56(16):3581–3593

    Google Scholar 

  151. **a M, Zhang X, Zhu Y (2019) Real time localization algorithm based on local linear embedding optimization in sensor networks. Clust Comput 22(2):4173–4178

    Google Scholar 

  152. **ang T, Yu C, Chen F (2013). Fast encryption of JPEG 2000 images in wireless multimedia sensor networks. In: International Conference on Wireless Algorithms, Systems, and Applications, pp. 196–205.

  153. **ao S, Li W, Jiang H, Xu Z, Hu Z (2018) Trajectroy prediction for target tracking using acoustic and image hybrid wireless multimedia sensors networks. Multimed Tools Appl 77(10):12003–12022

    Google Scholar 

  154. **ong H, Chen Z, Yang B, Ni R (2015) TDOA localization algorithm with compensation of clock offset for wireless sensor networks. China Commun 12(10):193–201

    Google Scholar 

  155. Xu K, Chen M, Liu Y (2008) A novel localization algorithm based on received signal strength indicator for wireless sensor networks. In: In: International Conference on Computer Science and Information Technology, pp 249–253

    Google Scholar 

  156. Xu L, Yang F, Jiang Y, Zhang L, Feng C, Bao N (2011). Variation of received signal strength in wireless sensor network. In: 3rd International Conference on Advanced Computer Control, pp. 151–154.

  157. Yaghoubi F, Abbasfar AA, Maham B (2014) Energy-efficient RSSI-based localization for wireless sensor networks. IEEE Commun Lett 18(6):973–976

    Google Scholar 

  158. Yun S, Lee J, Chung W, Kim E, Kim S (2009) A soft computing approach to localization in wireless sensor networks. Expert Syst Appl 36(4):7552–7561

    Google Scholar 

  159. Yun-Zhong D, Ren-Ze L (2017) Research of energy efficient clustering algorithm for multilayer wireless heterogeneous sensor networks prediction research. Multimed Tools Appl 76(19):19345–19361

    Google Scholar 

  160. Zahedi A, Østergaard J, Jensen SH, Bech S, Naylor P (2015) Audio coding in wireless acoustic sensor networks. Signal Process 107:141–152

    Google Scholar 

  161. Zam A, Khayyambashi MR, Bohlooli A (2019) Energy-aware strategy for collaborative target-detection in wireless multimedia sensor network. Multimed Tools Appl 78(13):18921–18941

    Google Scholar 

  162. Zeb A, Islam AM, Zareei M, Al Mamoon I, Mansoor N, Baharun S, Komaki S (2016) Clustering analysis in wireless sensor networks: The ambit of performance metrics and schemes taxonomy. Intern J Distrib Sens Netw 12(7):4979142

    Google Scholar 

  163. Zekavat R, Buehrer RM (2019). Wireless positioning systems: Operation, application, and comparison. In: Handbook of Position Location: Theory, Practice, and Advances, pp 3-23. https://doi.org/10.1002/9781119434610.ch1.

  164. Zhang L, Hauswirth M, Shu L, Zhou Z, Reynolds V, Han G (2008). Multi-priority multi-path selection for video streaming in wireless multimedia sensor networks. In: International Conference on Ubiquitous Intelligence and Computing, pp. 439–452.

  165. Zhang C, Zhang Y, Fang Y (2009) Localized algorithms for coverage boundary detection in wireless sensor networks. Wirel Netw 15(1):3–20

    Google Scholar 

  166. Zhang Y, Chen Y, Liu Y (2012) Towards unique and anchor-free localization for wireless sensor networks. Wirel Pers Commun 63(1):261–278

    Google Scholar 

  167. Zhang S, Fan F, Li W, Chu SC, Pan JS (2021) A parallel compact sine cosine algorithm for TDOA localization of wireless sensor network. Telecommun Syst:1–11

  168. Zhao J, ** W, He Y, Liu Y, Li XY, Mo L, Yang Z (2012) Localization of wireless sensor networks in the wild: Pursuit of ranging quality. IEEE/ACM Trans Networking 21(1):311–323

    Google Scholar 

  169. Zhao Y, Xu J, Xu F, Song S, Zhang Y (2018) Real-time localization in wireless sensor network with multimedia applications. Multimed Tools Appl 77(16):21791–21801

    Google Scholar 

  170. Zhao Y, Li Z, Hao B, Shi J (2019) Sensor selection for TDOA-based localization in wireless sensor networks with non-line-of-sight condition. IEEE Trans Veh Technol 68(10):9935–9950

    Google Scholar 

  171. Zhong C, Eliasson J, Makitaavola H, Zhang F (2010). A cluster-based localization method using RSSI for heterogeneous wireless sensor networks. In: Proceedings of 6th International conference on wireless communications networking and mobile computing – WiCOM’10, pp 1-6.

  172. Zhou Y, **ang W, Wang G (2014) Frame loss concealment for multiview video transmission over wireless multimedia sensor networks. IEEE Sensors J 15(3):1892–1901

    Google Scholar 

  173. Zhou C, Yang Y, Wang Y (2019) DV-Hop localization algorithm based on bacterial foraging optimization for wireless multimedia sensor networks. Multimed Tools Appl 78(4):4299–4309

    Google Scholar 

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Acknowledgments

The authors, thanks to all the anonymous reviewers of Multimedia Tools and Applications Journal for their constructive remarks and fruitful suggestions to improve the manuscript.

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  1. Department of Computer Science & Engineering, Indian Institute of Information Technology, Nagpur, India

    Dipak W. Wajgi & Jitendra V. Tembhurne

  2. Department of Computer Engineering, St. Vincent Pallotti College of Engineering & Technology, Nagpur, India

    Dipak W. Wajgi

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Wajgi, D.W., Tembhurne, J.V. Localization in wireless sensor networks and wireless multimedia sensor networks using clustering techniques. Multimed Tools Appl 83, 6829–6879 (2024). https://doi.org/10.1007/s11042-023-15956-z

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