{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T21:15:54Z","timestamp":1781126154092,"version":"3.54.1"},"reference-count":29,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2023,5,25]],"date-time":"2023-05-25T00:00:00Z","timestamp":1684972800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002383","name":"Researchers Supporting Project","doi-asserted-by":"publisher","award":["RSP2023R32"],"award-info":[{"award-number":["RSP2023R32"]}],"id":[{"id":"10.13039\/501100002383","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The Internet of Things (IoT) uses wireless networks without infrastructure to install a huge number of wireless sensors that track system, physical, and environmental factors. There are a variety of WSN uses, and some well-known application factors include energy consumption and lifespan duration for routing purposes. The sensors have detecting, processing, and communication capabilities. In this paper, an intelligent healthcare system is proposed which consists of nano sensors that collect real-time health status and transfer it to the doctor\u2019s server. Time consumption and various attacks are major concerns, and some existing techniques contain stumbling blocks. Therefore, in this research, a genetic-based encryption method is advocated to protect data transmitted over a wireless channel using sensors to avoid an uncomfortable data transmission environment. An authentication procedure is also proposed for legitimate users to access the data channel. Results show that the proposed algorithm is lightweight and energy efficient, and time consumption is 90% lower with a higher security ratio.<\/jats:p>","DOI":"10.3390\/s23115055","type":"journal-article","created":{"date-parts":[[2023,5,25]],"date-time":"2023-05-25T02:30:06Z","timestamp":1684981806000},"page":"5055","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":82,"title":["An Intelligent Healthcare System Using IoT in Wireless Sensor Network"],"prefix":"10.3390","volume":"23","author":[{"given":"Tallat","family":"Jabeen","sequence":"first","affiliation":[{"name":"School of Interdisciplinary Engineering & Sciences (SINES) NUST, Islamabad 44000, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ishrat","family":"Jabeen","sequence":"additional","affiliation":[{"name":"School of Interdisciplinary Engineering & Sciences (SINES) NUST, Islamabad 44000, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5067-3172","authenticated-orcid":false,"given":"Humaira","family":"Ashraf","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Software Engineering, International Islamic University, Islamabad 44000, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8116-4733","authenticated-orcid":false,"given":"N. Z.","family":"Jhanjhi","sequence":"additional","affiliation":[{"name":"School of Computer Science, SCS Taylor\u2019s University, Subang Jaya 47500, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abdulsalam","family":"Yassine","sequence":"additional","affiliation":[{"name":"Department of Software Engineering, Faculty of Engineering, Lakehead University, 955 Oliver Rd, Thunder Bay, ON P7B 5E1, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5906-9422","authenticated-orcid":false,"given":"M. Shamim","family":"Hossain","sequence":"additional","affiliation":[{"name":"Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2023,5,25]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Majid, M., Habib, S., Javed, A.R., Rizwan, M., Srivastava, G., Gadekallu, T.R., and Lin, J.C.-W. (2022). Applications of Wireless Sensor Networks, and Internet of Things Frameworks in the Industry Revolution 4.0: A Systematic Literature Review. Sensors, 22.","DOI":"10.3390\/s22062087"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1016\/S1389-1286(01)00302-4","article-title":"Wireless sensor networks: A survey","volume":"38","author":"Akyildiz","year":"2002","journal-title":"Comput. Netw."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1109\/MPRV.2002.993145","article-title":"Connecting the physical world with pervasive networks","volume":"7","author":"Estrin","year":"2002","journal-title":"IEEE Pervasive Comput."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.nancom.2010.04.001","article-title":"Electromagnetic wireless nano sensor networks","volume":"1","author":"Akyildiz","year":"2010","journal-title":"Nano Commun. Netw."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1016\/j.adhoc.2004.04.003","article-title":"Wireless sensor and actor networks: Research challenges","volume":"2","author":"Akyildiz","year":"2014","journal-title":"Ad Hoc Netw."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Salau, A.O., Marriwala, N., and Athaee, M. (2021). Mobile Radio Communications and 5G Networks, Springer.","DOI":"10.1007\/978-981-15-7130-5"},{"key":"ref_7","first-page":"1","article-title":"Hop-by-Hop TCP for Sensor Networks","volume":"1","author":"Lien","year":"2009","journal-title":"Int. J. Comput. Netw. Commun."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Basagni, S., Conti, M., and Giordano, S. (2013). Mobile Ad Hoc Networking: Cutting Edge Directions, Wiley-IEEE Press. [2nd ed.].","DOI":"10.1002\/9781118511305"},{"key":"ref_9","first-page":"3942","article-title":"Overview of wireless underground sensor networks for agriculture","volume":"11","author":"Yu","year":"2014","journal-title":"Afr. J. Biotechnol."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"486","DOI":"10.1016\/j.procs.2021.02.088","article-title":"Security and application of wireless sensor network","volume":"183","author":"Huanan","year":"2021","journal-title":"Procedia Comput. Sci."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1186\/s13638-016-0605-5","article-title":"Wireless sensor network node optimal coverage based on improved genetic algorithm and binary ant colony algorithm","volume":"2016","author":"Tian","year":"2016","journal-title":"J. Wirel. Com. Netw."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1186\/s13638-018-1337-5","article-title":"Security to wireless sensor networks against malicious attacks using Hamming residue method","volume":"2019","author":"Alotaibi","year":"2019","journal-title":"J. Wirel. Com. Netw."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Ahmed, R., Ali, R.W., and Ain, T.A. (2022). Machine Learning for Wireless Sensor Networks Security: An Overview of Challenges and Issues. Sensors, 22.","DOI":"10.3390\/s22134730"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Praveena, A. (2017, January 16\u201318). Achieving data security in wireless sensor networks using ultra encryption standard version\u2014IV algorithm. Proceedings of the International Conference on Innovations in Green Energy and Healthcare Technologies (IGEHT), Coimbatore, India.","DOI":"10.1109\/IGEHT.2017.8094068"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Panda, M. (2015, January 9\u201310). Data security in wireless sensor networks via AES algorithm. Proceedings of the 2015 IEEE 9th International Conference on Intelligent Systems and Control (ISCO), Coimbatore, India.","DOI":"10.1109\/ISCO.2015.7282377"},{"key":"ref_16","first-page":"475","article-title":"An ANN Approach for Fault Tolerant Wireless Sensor Networks","volume":"Volume 2","author":"Acharya","year":"2015","journal-title":"Emerging ICT for Bridging the Future, Proceedings of the 49th Annual Convention of the Computer Society of India, Hyderabad, India, 11\u201315 December 2014"},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Lajevardi, A., Haghighat, A.T., and Eghbali, A.N. (2009, January 15\u201317). Extending directed diffusion routing algorithm to support sink mobility in wireless sensor networks. Proceedings of the Communications (MICC), 2009 IEEE 9th Malaysia International Conference, Kuala Lumpur, Malaysia.","DOI":"10.1109\/MICC.2009.5431437"},{"key":"ref_18","unstructured":"Stann, F., and Heidemann, J. (2003, January 11). RMST: Reliable data transport in sensor networks. Proceedings of the IEEE International Workshop on Sensor Network Protocols and Applications, Anchorage, AK, USA."},{"key":"ref_19","unstructured":"Pereira, P.R., Grilo, A., Rocha, F., Nunes, M.S., Casaca, A., Chaudet, C., Almstr\u00f6m, P., and Johansson, M. (2007, January 6\u20137). End-To-End Reliability in Wireless Sensor Networks: Survey and Research Challenges. Proceedings of the Euro FGI Workshop on IP QoS and Traffic Control, Ghent, Belgium."},{"key":"ref_20","first-page":"51","article-title":"An Enhanced Approach for Synchronization in WSN","volume":"94","author":"Madaan","year":"2014","journal-title":"Int. J. Comput. Appl."},{"key":"ref_21","first-page":"9","article-title":"An approach for IoT security using quantum key distribution","volume":"8","author":"Dorothy","year":"2019","journal-title":"Int. J. Sci. Technol. Res."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1886","DOI":"10.1007\/s12083-020-00933-2","article-title":"Reliable data dissemination for the Internet of Things using Harris hawks optimization","volume":"13","author":"Seyfollahi","year":"2020","journal-title":"Peer-to-Peer Netw. Appl."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.csi.2022.103622","article-title":"MFO-RPL: A secure RPL-based routing protocol utilizing moth-flame optimizer for the IoT applications","volume":"82","author":"Seyfollahi","year":"2022","journal-title":"Comput. Stand. Interfaces"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Riga, N., Matta, I., Medina, A., Partridge, C., and Redi, J. (2007, January 13\u201314). An energy-conscious transport protocol for multi-hop wireless networks. Proceedings of the 2007 ACM Context Conference, New York, NY, USA.","DOI":"10.1145\/1364654.1364683"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"16849","DOI":"10.1109\/ACCESS.2021.3052850","article-title":"Secure Healthcare Data Aggregation and Transmission in IoT-A Survey","volume":"9","author":"Azeem","year":"2021","journal-title":"IEEE Access"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"9841","DOI":"10.1007\/s12652-020-02728-y","article-title":"A Survey on Healthcare Data Security in Wireless Body Area Network","volume":"12","author":"Jabeen","year":"2021","journal-title":"J. Ambient. Intell. Humaniz. Comput."},{"key":"ref_27","first-page":"6925","article-title":"A lightweight three factor authentication framework for IoT based critical applications","volume":"34","author":"Saqib","year":"2021","journal-title":"J. King Saud Univ. Comput. Inf. Sci."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"3028","DOI":"10.1109\/ACCESS.2017.2676119","article-title":"Secure signature-based authenticated key establishment scheme for future IoT applications","volume":"5","author":"Challa","year":"2017","journal-title":"IEEE Access"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1606","DOI":"10.1109\/JIOT.2017.2787800","article-title":"A robust and energy efficient authentication protocol for industrial internet of things","volume":"5","author":"Li","year":"2017","journal-title":"IEEE Internet Things J."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/23\/11\/5055\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T19:41:37Z","timestamp":1760125297000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/23\/11\/5055"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,25]]},"references-count":29,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2023,6]]}},"alternative-id":["s23115055"],"URL":"https:\/\/doi.org\/10.3390\/s23115055","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,5,25]]}}}