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Wireless sensor networks in the internet of things: review, techniques, challenges, and future directions
Open accessAbstract
Wireless sensor networks (WSN) are an emerging multidisciplinary intersection of cutting-edge research fields, and their advantages in terms of freedom of formation, high signal-to-noise ratio, high strength, and unattended, which makes WSN have good prospects for application in the field of internet of things (IoT). Considering all the benefits that WSN offer, this paper reviews the development history of wireless sensor networks internet of things (WSN-IoT), analyses the technologies used by sensors in the IoT, and illustrates the future developing patterns and remaining challenges, in conjunction with the main technologies in the perception layer of the current network of things industry.
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“IoT applications in healthcare offer a continuous flow of patient data, helping clinicians to make informed decisions based on real-time data rather than cyclic check-ups [92,93].”
From Federated Learning in Smart Healthcare: A Comprehensive Review on Privacy, Security, and Predictive Analytics with IoT Integration (2024) · cites this paper as [93]
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Research works printed but not linked: 62
- N. Prakash, M. Rajalakshmi, and R. Nedunchezhian, "Analysis of QoS for conveying authorisation based on internet of things (IoT) in wireless sensor networks (WSN)," in 2020 7th International Conference on Smart Structures and Systems (ICSSS), Jul. 2020, pp. 1-9, doi: 10.1109/ICSSS49621.2020.9202338. · DOI
- M. A. Al-Shareeda and S. Manickam, "MSR-DoS: modular square root-based scheme to resist denial of service (DoS) attacks in 5G-enabled vehicular networks," IEEE Access, vol. 10, pp. 120606-120615, 2022, doi: 10.1109/ACCESS.2022.3222488. · DOI
- M. Henschke, X. Wei, and X. Zhang, "Data visualization for wireless sensor networks using thingsboard," in 2020 29th Wireless and Optical Communications Conference (WOCC), May 2020, pp. 1-6, doi: 10.1109/WOCC48579.2020.9114929. · DOI
- F. Ertam, I. F. Kilincer, O. Yaman, and A. Sengur, "A new IoT application for dynamic WiFi based wireless sensor network," in 2020 International Conference on Electrical Engineering (ICEE), Sep. 2020, pp. 1-4, doi: 10.1109/ICEE49691.2020.9249771. · DOI
- M. Meli, E. Gatt, O. Casha, I. Grech, and J. Micallef, "A novel modular low power and low cost IoT wireless sensor node for air quality monitoring," in 2021 International Conference on Computational Science and Computational Intelligence (CSCI), Dec. 2021, pp. 1476-1481, doi: 10.1109/CSCI54926.2021.00019. · DOI
- AA. Gotsinas, K. Kalovrektis, A. Xenakis, and G. Stamoulis, "A ZigBee -based lightweight Wireless sensor system for measuring action potential bio signals in agriculture IoT applications," in 2020 11th International Conference on Information, Intelligence, Systems and Applications (IISA), Jul. 2020, pp. 1-7, doi: 10.1109/IISA50023.2020.9284340. · DOI
- A. Mukherjee, J. J. P. C. Rodrigues, P. Goswami, L. Manman, R. Hazra, and L. Yang, "Green cooperative communication based cognitive radio sensor networks for IoT applications," in 2020 IEEE International Conference on Communications Workshops (ICC Workshops), Jun. 2020, pp. 1-6, doi: 10.1109/ICCWorkshops49005.2020.9145290. · DOI
- M. A. Al-Shareeda, S. Manickam, and M. A. Saare, "DDoS attacks detection using machine learning and deep learning techniques: analysis and comparison," Bulletin of Electrical Engineering and Informatics (BEEI), vol. 12, no. 2, pp. 930-939, Apr. 2023, doi: 10.11591/eei.v12i2.4466. · DOI
- S. M. Rabeek and M. K. Raja, "Design of an autonomous IoT wireless sensor node for industrial environments," in 2020 IEEE Asia-Pacific Microwave Conference (APMC), Dec. 2020, pp. 715-717, doi: 10.1109/APMC47863.2020.9331650. ❒ ISSN: 2502-4752 · DOI
- M. A. Al-Shareeda, S. Manickam, M. A. Saare, and M. A. Saare, "Enhancement of NTSA secure communication with one-time pad (OTP) in IoT," Informatica, vol. 47, no. 1, Feb. 2023, doi: 10.31449/inf.v47i1.4463. · DOI
- P. C. Menon, "IoT enabled aquaponics with wireless sensor smart monitoring," in 2020 Fourth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC), Oct. 2020, pp. 171-176, doi: 10.1109/I-SMAC49090.2020.9243368. · DOI
- U. Draz, S. Yasin, A. Ali, M. A. Khan, and A. Nawaz, "Traffic agents-based analysis of hotspot effect in IoT-enabled wireless sensor network," in 2021 International Bhurban Conference on Applied Sciences and Technologies (IBCAST), Jan. 2021, pp. 1029-1034, doi: 10.1109/IBCAST51254.2021.9393202. · DOI
- J. Falcao, P. Menezes, and R. P. Rocha, "Automatic identification of wireless sensor network topology in a IoT domestic setup and discovery of user routines," in 2020 International Conference on Omni-layer Intelligent Systems (COINS), Aug. 2020, pp. 1-7, doi: 10.1109/COINS49042.2020.9191423. · DOI
- T. M. Bandara, W. Mudiyanselage, and M. Raza, "Smart farm and monitoring system for measuring the environmental condition using wireless sensor network -IOT Technology in farming," in 2020 5th International Conference on Innovative Technologies in Intelligent Systems and Industrial Applications (CITISIA), Nov. 2020, pp. 1-7, doi: 10.1109/CITISIA50690.2020.9371830. · DOI
- M. A. Al-Shareeda, S. Manickam, M. A. Saare, and N. Bin Omar, "SADetection: security mechanisms to detect SLAAC attack in IPv6 link-local network," Informatica, vol. 46, no. 9, Jan. 2023, doi: 10.31449/inf.v46i9.4441. · DOI
- D. Kraus, K. Diwold, and E. Leitgeb, "Getting on track -simulation-aided design of wireless IoT sensor systems," in 2020 Inter- national Conference on Broadband Communications for Next Generation Networks and Multimedia Applications (CoBCom), Jul. 2020, pp. 1-6, doi: 10.1109/CoBCom49975.2020.9174177. · DOI
- S. K. Sarma, "Energy aware cluster based routing for wireless sensor network in IoT: impact of bio-inspired algorithm," in 2020 Third International Conference on Smart Systems and Inventive Technology (ICSSIT), Aug. 2020, pp. 198-206, doi: 10.1109/IC- SSIT48917.2020.9214156. · DOI
- S. A. Yadav, S. Sharma, L. Das, S. Gupta, and S. Vashisht, "An effective IoT empowered real-time gas detection system for wireless sensor networks," in 2021 International Conference on Innovative Practices in Technology and Management (ICIPTM), Feb. 2021, pp. 44-49, doi: 10.1109/ICIPTM52218.2021.9388365. · DOI
- M. A. Al-Shareeda, S. Manickam, M. A. Saare, S. Karuppayah, and M. A. Alazzawi, "A brief review of advanced monitoring mechanisms in peer-to-peer (P2P) Botnets," in 2022 8th International Conference on Contemporary Information Technology and Mathematics (ICCITM), Aug. 2022, pp. 312-317, doi: 10.1109/ICCITM56309.2022.10031721. · DOI
- Z. Liu, J. Liu, Y. Zeng, and J. Ma, "Covert wireless communications in IoT systems: hiding information in interference," IEEE Wireless Communications, vol. 25, no. 6, pp. 46-52, Dec. 2018, doi: 10.1109/MWC.2017.1800070. · DOI
- J. Wang, C. Jiang, K. Zhang, T. Q. S. Quek, Y. Ren, and L. Hanzo, "Vehicular sensing networks in a smart city: principles, technolo- gies and applications," IEEE Wireless Communications, vol. 25, no. 1, pp. 122-132, Feb. 2018, doi: 10.1109/MWC.2017.1600275. · DOI
- K. W. Choi et al., "Toward realization of long-range wireless-powered sensor networks," IEEE Wireless Communications, vol. 26, no. 4, pp. 184-192, Aug. 2019, doi: 10.1109/MWC.2019.1800475. · DOI
- M. A. Al-Shareeda, S. Manickam, M. A. Saare, S. Karuppayah, and M. A. Alazzawi, "Detection mechanisms for peer-to-peer Botnets: a comparative study," in 2022 8th International Conference on Contemporary Information Technology and Mathematics (ICCITM), Aug. 2022, pp. 267-272, doi: 10.1109/ICCITM56309.2022.10031860. · DOI
- X. Lin, M. Guizani, X. Du, C.-K. Chu, and Y. Yu, "Advances of security and privacy techniques in emerging wireless networks," IEEE Wireless Communications, vol. 27, no. 3, pp. 8-9, Jun. 2020, doi: 10.1109/MWC.2020.9116080. · DOI
- C. M. Costa and P. Baltus, "Design methodology for industrial internet-of-things wireless systems," IEEE Sensors Journal, vol. 21, no. 4, pp. 5529-5542, Feb. 2021, doi: 10.1109/JSEN.2020.3031659. · DOI
- K. G. Omeke et al., "DEKCS: a dynamic clustering protocol to prolong underwater sensor networks," IEEE Sensors Journal, vol. 21, no. 7, pp. 9457-9464, Apr. 2021, doi: 10.1109/JSEN.2021.3054943. · DOI
- S. K. S. Tyagi, A. Mukherjee, S. R. Pokhrel, and K. K. Hiran, "An intelligent and optimal resource allocation approach in sensor net- works for smart agri-IoT," IEEE Sensors Journal, vol. 21, no. 16, pp. 17439-17446, Aug. 2021, doi: 10.1109/JSEN.2020.3020889. · DOI
- M. A. Al-Shareeda, S. Manickam, M. A. Saare, and N. C. Arjuman, "Proposed security mechanism for preventing fake router advertisement attack in IPv6 link-local network," Indonesian Journal of Electrical Engineering and Computer Science (IJEECS), vol. 29, no. 1, pp. 518-526, Jan. 2022, doi: 10.11591/ijeecs.v29.i1.pp518-526. · DOI
- D. Xue and W. Huang, "Smart agriculture wireless sensor routing protocol and node location algorithm based on internet of things technology," IEEE Sensors Journal, vol. 21, no. 22, pp. 24967-24973, Nov. 2021, doi: 10.1109/JSEN.2020.3035651. · DOI
- R. L. Rosa, C. Dehollain, A. Burg, M. Costanza, and P. Livreri, "An energy-autonomous wireless sensor with simultane- ous energy harvesting and ambient light sensing," IEEE Sensors Journal, vol. 21, no. 12, pp. 13744-13752, Jun. 2021, doi: 10.1109/JSEN.2021.3068134. · DOI
- N. Kumar and D. P. Vidyarthi, "A green routing algorithm for IoT-enabled software defined wireless sensor network," IEEE Sensors Journal, vol. 18, no. 22, pp. 9449-9460, Nov. 2018, doi: 10.1109/JSEN.2018.2869629. · DOI
- S. Javaid, S. Zeadally, H. Fahim, and B. He, "Medical sensors and their integration in wireless body area networks for pervasive healthcare delivery: a review," IEEE Sensors Journal, vol. 22, no. 5, pp. 3860-3877, Mar. 2022, doi: 10.1109/JSEN.2022.3141064. · DOI
- X. Zhong and Y. Liang, "Scalable downward routing for wireless sensor networks and internet of things actuation," in 2018 IEEE 43rd Conference on Local Computer Networks (LCN), Oct. 2018, pp. 275-278, doi: 10.1109/LCN.2018.8638125. · DOI
- F. F. Jurado-Lasso, K. Clarke, A. N. Cadavid, and A. Nirmalathas, "Energy-aware routing for software-defined multihop wireless sensor networks," IEEE Sensors Journal, vol. 21, no. 8, pp. 10174-10182, Apr. 2021, doi: 10.1109/JSEN.2021.3059789. · DOI
- Z. G. Al-Mekhlafi et al., "Efficient authentication scheme for 5G-enabled vehicular networks using fog computing," Sensors, vol. 23, no. 7, p. 3543, Mar. 2023, doi: 10.3390/s23073543. · DOI
- W. Osamy, A. Salim, A. M. Khedr, and A. A. El-Sawy, "IDCT: intelligent data collection technique for IoT-enabled heteroge- neous wireless sensor networks in smart environments," IEEE Sensors Journal, vol. 21, no. 18, pp. 21099-21112, Sep. 2021, doi: 10.1109/JSEN.2021.3100339. · DOI
- Z. Xue, "Routing optimization of sensor nodes in the internet of things based on genetic algorithm," IEEE Sensors Journal, vol. 21, no. 22, pp. 25142-25150, Nov. 2021, doi: 10.1109/JSEN.2021.3068726. · DOI
- Indonesian J Elec Eng & Comp Sci, Vol. 31, No. 2, August 2023: 1190-1200 Indonesian J Elec Eng & Comp Sci ISSN: 2502-4752 ❒ 1199
- M. A. Al-Shareeda, S. Manickam, S. A. Laghari, and A. Jaisan, "Replay-attack detection and prevention mechanism in industry 4.0 landscape for secure SECS/GEM communications," Sustainability, vol. 14, no. 23, p. 15900, Nov. 2022, doi: 10.3390/su142315900. · DOI
- W. Osamy, A. M. Khedr, and A. Salim, "ADSDA: adaptive distributed service discovery algorithm for internet of things based mobile wireless sensor networks," IEEE Sensors Journal, vol. 19, no. 22, pp. 10869-10880, Nov. 2019, doi: 10.1109/JSEN.2019.2930589. · DOI
- H. H. Qasim, A. E. Hamza, H. H. Ibrahim, H. A. Saeed, and M. I. Hamzah, "Design and implementation home security system and monitoring by using wireless sensor networks WSN/internet of things IoT," International Journal of Electrical and Computer Engineering (IJECE), vol. 10, no. 3, pp. 2617-2624, Jun. 2020, doi: 10.11591/ijece.v10i3.pp2617-2624. · DOI
- N. Boonnam, J. Pitakphongmetha, S. Kajornkasirat, T. Horanont, D. Somkiadcharoen, and J. Prapakornpilai, "Optimal plant growth in smart farm hydroponics system using the integration of wireless sensor networks into internet of things," Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 1006-1012, Jul. 2017, doi: 10.25046/aj0203127. · DOI
- M. A. Al-Shareeda and S. Manickam, "COVID-19 vehicle based on an efficient mutual authentication scheme for 5G-enabled vehicular fog computing," International Journal of Environmental Research and Public Health, vol. 19, no. 23, p. 15618, Nov. 2022, doi: 10.3390/ijerph192315618. · DOI
- O. Tas and F. Kiani, "Detection and prevention of attacks on the internet of things (IoT) and wireless sensor networks," Journal of Polytechnic-Politeknik Dergisi, vol. 24, no. 1, pp. 219-235, 2021.
- M. W. Rasooli, B. Bhushan, and N. Kumar, "Applicability of wireless sensor networks & IoT in saffron & wheat crops: a smart agriculture perspective," International Journal of Scientific & Technology Research, vol. 9, no. 2, pp. 2456-2461, 2020.
- H. Guo, R. Wu, B. Qi, and Z. Liu, "Lifespan-balance-based energy-efficient routing for rechargeable wireless sensor networks," IEEE Sensors Journal, vol. 21, no. 24, pp. 28131-28142, Dec. 2021, doi: 10.1109/JSEN.2021.3124922. · DOI
- M. A. Al-Shareeda et al., "Provably secure with efficient data sharing scheme for fifth-generation (5G)-enabled vehicular networks without road-side unit (RSU)," Sustainability, vol. 14, no. 16, p. 9961, Aug. 2022, doi: 10.3390/su14169961. · DOI
- R. Al-Zaidi, J. C. Woods, M. Al-Khalidi, and H. Hu, "Building novel VHF-based wireless sensor networks for the internet of marine things," IEEE Sensors Journal, vol. 18, no. 5, pp. 2131-2144, Mar. 2018, doi: 10.1109/JSEN.2018.2791487. · DOI
- A. Kumar and S. Sharma, "Participation of 5G with wireless sensor networks in the internet of things (IoT) application," in Wireless Sensor Networks and the Internet of Things, New York: Apple Academic Press, 2021, pp. 229-244.
- S. Gupta, S. Gupta, and D. Goyal, "Wireless sensor network in IoT and performance optimization," Recent Advances in Computer Science and Communications, vol. 15, no. 1, pp. 14-22, Jan. 2022, doi: 10.2174/2666255813999200831123235. · DOI
- K. Kaczmarek, L. Dymova, and P. Sevastjanov, "Intuitionistic fuzzy rule-base evidential reasoning with application to the currency trading system on the forex market," Applied Soft Computing, vol. 128, p. 109522, Oct. 2022, doi: 10.1016/j.asoc.2022.109522. · DOI
- R. K. Pattanaik, S. K. Mohapatra, M. N. Mohanty, and B. K. Pattanayak, "System identification using neuro fuzzy approach for IoT application," Measurement: Sensors, vol. 24, p. 100485, Dec. 2022, doi: 10.1016/j.measen.2022.100485. · DOI
- A. P. Atmaja, A. El Hakim, A. P. A. Wibowo, and L. A. Pratama, "Communication systems of smart agriculture based on wireless sensor networks in IoT," Journal of Robotics and Control (JRC), vol. 2, no. 4, 2021, doi: 10.18196/jrc.2495. · DOI
- D. García-Orozco, V. G. Alfaro-García, J. M. Merigó, I. C. E. Moreno, and R. G. Monge, "An overview of the most influential journals in fuzzy systems research," Expert Systems with Applications, vol. 200, p. 117090, Aug. 2022, doi: 10.1016/j.eswa.2022.117090. · DOI
- D. Dell'Anna and A. Jamshidnejad, "Evolving fuzzy logic systems for creative personalized socially assistive robots," Engineering Applications of Artificial Intelligence, vol. 114, p. 105064, Sep. 2022, doi: 10.1016/j.engappai.2022.105064. · DOI
- P. S. Pandey, D. E. Chaitanya, V. K. Minchula, D. Sreekanth, V. Premchandran, and T. Keerthika, "IoT-enabled wireless sensor networks for controlled and safe routing," International Journal of Aquatic Science, vol. 12, no. 2, pp. 1712-1718, 2021.
- E. Inga, J. Inga, and A. Ortega, "Novel approach sizing and routing of wireless sensor networks for applications in smart cities," Sensors, vol. 21, no. 14, p. 4692, Jul. 2021, doi: 10.3390/s21144692. · DOI
- P. K. Sharma, J. Singh, Yogita, and V. Pal, "Low power communication in wireless sensor networks and IoT," in Smart Sensor Networks Using AI for Industry 4.0, Boca Raton: CRC Press, 2021, pp. 221-233.
- R. K. Saini and C. Prakash, "Internet of things (IoT) for Agriculture growth using wireless sensor networks," Global Journal of Computer Science and Technology, vol. 20, pp. 27-34, 2020.
- R. Kashyap, "Applications of wireless sensor networks in healthcare," in IoT and WSN Applications for Modern Agricultural Ad- vancements: Emerging Research and Opportunities, 2020, pp. 8-40.
- S. Gupta and S. Gupta, "Internet of things and the role of wireless sensor networks in IoT," in Smart Agricultural Services Using Deep Learning, Big Data, and IoT, 2020, pp. 113-127.
- B. S. Chaudhari, S. Ghorpade, and M. Zennaro, "Towards green computing: intelligent bio-inspired agent for IoT-enabled wireless sensor networks," International Journal of Sensor Networks, vol. 35, no. 2, p. 121, 2021, doi: 10.1504/IJSNET.2021.10036232. · DOI
Cited by
Abbas, S. R., Abbas, Z., Zahir, A., & Lee, S. W. (2024) · Healthcare · doi:10.3390/healthcare12242587 · Cited by 228
Metadata
- Authors
- Zijie, F., Al-Shareeda, M. A., Saare, M. A., Manickam, S., & Karuppayah, S.
- Affiliations
- Universiti Sains Malaysia (MY)
- Shatt Al-Arab University College (IQ)
- Venue
- Indonesian Journal of Electrical Engineering and Computer Science
- Published
- 2023-08-01
- Volume
- 31
- Issue
- 2
- Pages
- 1190
- ISSN
- 2502-4752 (ISSN-L)
- 2502-4760
- OpenAlex
- W4381051501
- Cited by
- 28
- References
- 0
- Citations by year
- 2026: 6 · 2025: 10 · 2024: 9 · 2023: 3
- FWCI
- 3.11
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Licence
- Locations
- Indonesian Journal of Electrical Engineering and Computer Science (publishedVersion, cc-by-nc)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › Energy Efficient Wireless Sensor Networks
- Physical Sciences › Engineering › Control and Systems Engineering › Wireless Sensor Networks and IoT
- Physical Sciences › Engineering › Electrical and Electronic Engineering › IoT Networks and Protocols
- Keywords
- wireless sensor networks, Internet of Things, perception layer, sensor technology, network architecture, future research directions, challenges
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