{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T11:56:28Z","timestamp":1779364588003,"version":"3.53.0"},"reference-count":33,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2023,6,14]],"date-time":"2023-06-14T00:00:00Z","timestamp":1686700800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,6,14]],"date-time":"2023-06-14T00:00:00Z","timestamp":1686700800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Artif Intell Rev"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s10462-023-10519-y","type":"journal-article","created":{"date-parts":[[2023,6,14]],"date-time":"2023-06-14T07:02:12Z","timestamp":1686726132000},"page":"15053-15077","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":19,"title":["Efficient data interpretation and artificial intelligence enabled IoT based smart sensing system"],"prefix":"10.1007","volume":"56","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3165-3293","authenticated-orcid":false,"given":"Achyut","family":"Shankar","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,6,14]]},"reference":[{"issue":"5","key":"10519_CR1","doi-asserted-by":"publisher","first-page":"1379","DOI":"10.1007\/s11831-019-09354-8","volume":"27","author":"MF Ali","year":"2020","unstructured":"Ali MF, Jayakody DNK, Chursin YA, Affes S, Dmitry S (2020) Recent advances and future directions on underwater wireless communications. Arch Comput Methods Eng 27(5):1379\u20131412","journal-title":"Arch Comput Methods Eng"},{"key":"10519_CR2","doi-asserted-by":"publisher","first-page":"126950","DOI":"10.1016\/j.snb.2019.126950","volume":"299","author":"WC Ballance","year":"2019","unstructured":"Ballance WC, Oh I, Lai Y, Elhebeary M, Saif T, Hu Y, Kong H (2019) Vibration at the structural resonance frequency of hydrophilic substrates enhances biofilm removal. Sens Actuators B 299:126950","journal-title":"Sens Actuators B"},{"key":"10519_CR3","doi-asserted-by":"crossref","unstructured":"Coutinho RW, Boukerche A, Loureiro AA (2019) Underwater networks for ocean monitoring: a new challenge for topology control and opportunistic routing. In: Mission-oriented sensor networks and systems: art and science. Springer, Cham, pp 571\u2013601","DOI":"10.1007\/978-3-319-91146-5_15"},{"issue":"5","key":"10519_CR4","doi-asserted-by":"publisher","first-page":"632","DOI":"10.1080\/1463922X.2019.1582115","volume":"20","author":"D Fay","year":"2019","unstructured":"Fay D, Stanton NA, Roberts AP (2019) All at sea with user interfaces: from evolutionary to ecological design for submarine combat systems. Theor Issues Ergon Sci 20(5):632\u2013658","journal-title":"Theor Issues Ergon Sci"},{"key":"10519_CR5","doi-asserted-by":"publisher","first-page":"106189","DOI":"10.1016\/j.ecss.2019.04.023","volume":"225","author":"KA Goldsmith","year":"2019","unstructured":"Goldsmith KA, Lau S, Poach ME, Sakowicz GP, Trice TM, Ono CR et al (2019) Scientific considerations for acidification monitoring in the US Mid-Atlantic Region. Estuar Coast Shelf Sci 225:106189","journal-title":"Estuar Coast Shelf Sci"},{"issue":"3","key":"10519_CR6","doi-asserted-by":"publisher","first-page":"995","DOI":"10.1007\/s11277-018-6064-z","volume":"104","author":"N Goyal","year":"2019","unstructured":"Goyal N, Dave M, Verma AK (2019) Protocol stack of underwater wireless sensor network: classical approaches and new trends. Wireless Pers Commun 104(3):995\u20131022","journal-title":"Wireless Pers Commun"},{"key":"10519_CR7","doi-asserted-by":"publisher","first-page":"147248","DOI":"10.1016\/j.brainres.2020.147248","volume":"1754","author":"NT Haumann","year":"2021","unstructured":"Haumann NT, Lumaca M, Kliuchko M, Santacruz JL, Vuust P, Brattico E (2021) Extracting human cortical responses to sound onsets and acoustic feature changes in real music, and their relation to event rate. Brain Res 1754:147248","journal-title":"Brain Res"},{"key":"10519_CR8","unstructured":"https:\/\/www.kaggle.com\/datasets\/landrykezebou\/uot100-underwater-object-tracking-dataset. Accessed on 3 July 2019"},{"issue":"10","key":"10519_CR9","doi-asserted-by":"publisher","first-page":"9980","DOI":"10.1109\/JIOT.2020.2988733","volume":"7","author":"C Hu","year":"2020","unstructured":"Hu C, Pu Y, Yang F, Zhao R, Alrawais A, Xiang T (2020) Secure and efficient data collection and storage of IoT in the smart ocean. IEEE Internet Things J 7(10):9980\u20139994","journal-title":"IEEE Internet Things J"},{"key":"10519_CR10","doi-asserted-by":"publisher","first-page":"96879","DOI":"10.1109\/ACCESS.2019.2928876","volume":"7","author":"M Jouhari","year":"2019","unstructured":"Jouhari M, Ibrahimi K, Tembine H, Ben-Othman J (2019) Underwater wireless sensor networks: a survey on enabling technologies, localization protocols, and internet of underwater things. IEEE Access 7:96879\u201396899","journal-title":"IEEE Access"},{"key":"10519_CR11","doi-asserted-by":"publisher","first-page":"101642","DOI":"10.1016\/j.ijdrr.2020.101642","volume":"47","author":"A Khan","year":"2020","unstructured":"Khan A, Gupta S, Gupta SK (2020) Multi-hazard disaster studies: monitoring, detection, recovery, and management, based on emerging technologies and optimal techniques. Int J Disaster Risk Reduct 47:101642","journal-title":"Int J Disaster Risk Reduct"},{"key":"10519_CR12","doi-asserted-by":"publisher","first-page":"102446","DOI":"10.1016\/j.jnca.2019.102446","volume":"148","author":"S Li","year":"2019","unstructured":"Li S, Qu W, Liu C, Qiu T, Zhao Z (2019) Survey on high reliability wireless communication for underwater sensor networks. J Netw Comput Appl 148:102446","journal-title":"J Netw Comput Appl"},{"key":"10519_CR13","doi-asserted-by":"publisher","first-page":"105617","DOI":"10.1016\/j.nanoen.2020.105617","volume":"81","author":"Y Liang","year":"2021","unstructured":"Liang Y, Xiao P, Ni F, Zhang L, Zhang T, Wang S et al (2021) Biomimetic underwater self-perceptive actuating soft system based on highly compliant, morphable, and conductive sandwiched thin films. Nano Energy 81:105617","journal-title":"Nano Energy"},{"issue":"9","key":"10519_CR14","doi-asserted-by":"publisher","first-page":"155013292211171","DOI":"10.1177\/15501329221117118","volume":"18","author":"UK Lilhore","year":"2022","unstructured":"Lilhore UK, Khalaf OI, Simaiya S, Tavera Romero CA, Abdulsahib GM, Kumar D (2022) A depth-controlled and energy-efficient routing protocol for underwater wireless sensor networks. Int J Distrib Sens Netw 18(9):15501329221117118","journal-title":"Int J Distrib Sens Netw"},{"issue":"3","key":"10519_CR15","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1109\/MWC.001.1900387","volume":"27","author":"C Lin","year":"2020","unstructured":"Lin C, Han G, Guizani M, Bi Y, Du J, Shu L (2020) An SDN architecture for AUV-based underwater wireless networks to enable cooperative underwater search. IEEE Wirel Commun 27(3):132\u2013139","journal-title":"IEEE Wirel Commun"},{"issue":"1","key":"10519_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41598-020-64563-7","volume":"10","author":"GA Mahadik","year":"2020","unstructured":"Mahadik GA, Hernandez-Sanchez JF, Arunachalam S, Gallo A Jr, Cheng L, Farinha AS et al (2020) Superhydrophobicity and size reduction enabled Halobates (Insecta: Heteroptera, Gerridae) to colonize the open ocean. Sci Rep 10(1):1\u201312","journal-title":"Sci Rep"},{"issue":"6","key":"10519_CR17","doi-asserted-by":"publisher","first-page":"2088","DOI":"10.3390\/s22062088","volume":"22","author":"M Manoj","year":"2022","unstructured":"Manoj M, Dhilip Kumar V, Arif M, Bulai ER, Bulai P, Geman O (2022) State of the art techniques for water quality monitoring systems for fish ponds using IoT and underwater sensors: a review. Sensors 22(6):2088","journal-title":"Sensors"},{"key":"10519_CR18","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1016\/j.envsci.2018.11.014","volume":"92","author":"ND Merchant","year":"2019","unstructured":"Merchant ND (2019) Underwater noise abatement: economic factors and policy options. Environ Sci Policy 92:116\u2013123","journal-title":"Environ Sci Policy"},{"issue":"4","key":"10519_CR19","doi-asserted-by":"publisher","first-page":"1618","DOI":"10.3390\/s22041618","volume":"22","author":"P Mohan","year":"2022","unstructured":"Mohan P, Subramani N, Alotaibi Y, Alghamdi S, Khalaf OI, Ulaganathan S (2022) Improved metaheuristics-based clustering with multihop routing protocol for underwater wireless sensor networks. Sensors 22(4):1618","journal-title":"Sensors"},{"issue":"9","key":"10519_CR20","doi-asserted-by":"publisher","first-page":"e4560","DOI":"10.1002\/ett.4560","volume":"33","author":"K Nellore","year":"2022","unstructured":"Nellore K, Polasi PK (2022) An improved underwater wireless sensor network communication using Internet of Things and signal-to-noise ratio analysis. Trans Emerg Telecommun Technol 33(9):e4560","journal-title":"Trans Emerg Telecommun Technol"},{"issue":"18","key":"10519_CR21","doi-asserted-by":"publisher","first-page":"14013","DOI":"10.1109\/JIOT.2021.3068571","volume":"8","author":"B Ouyang","year":"2021","unstructured":"Ouyang B, Wills PS, Tang Y, Hallstrom JO, Su TC, Namuduri K et al (2021) Initial development of the hybrid aerial, underwater robotic system (hours): Internet of things (IoT) for aquaculture farms. IEEE Internet Things J 8(18):14013\u201314027","journal-title":"IEEE Internet Things J"},{"issue":"14","key":"10519_CR22","doi-asserted-by":"publisher","first-page":"4649","DOI":"10.3390\/s21144649","volume":"21","author":"C Peres","year":"2021","unstructured":"Peres C, Emam M, Jafarzadeh H, Belcastro M, O\u2019Flynn B (2021) Development of a low-power underwater NFC-enabled sensor device for seaweed monitoring. Sensors 21(14):4649","journal-title":"Sensors"},{"key":"10519_CR23","doi-asserted-by":"publisher","first-page":"346","DOI":"10.3389\/fmars.2019.00346","volume":"6","author":"EB Rivest","year":"2019","unstructured":"Rivest EB, Jellison B, Ng G, Satterthwaite EV, Bradley HL, Williams SL, Gaylord B (2019) Mechanisms involving sensory pathway steps inform the impacts of global climate change on ecological processes. Front Mar Sci 6:346","journal-title":"Front Mar Sci"},{"key":"10519_CR24","doi-asserted-by":"publisher","first-page":"101935","DOI":"10.1016\/j.adhoc.2019.101935","volume":"94","author":"N Saeed","year":"2019","unstructured":"Saeed N, Celik A, Al-Naffouri TY, Alouini MS (2019) Underwater optical wireless communications, networking, and localization: a survey. Ad Hoc Netw 94:101935","journal-title":"Ad Hoc Netw"},{"issue":"2","key":"10519_CR25","doi-asserted-by":"publisher","first-page":"447","DOI":"10.1002\/rob.21832","volume":"36","author":"G Salavasidis","year":"2019","unstructured":"Salavasidis G, Munaf\u00f2 A, Harris CA, Prampart T, Templeton R, Smart M et al (2019) Terrain-aided navigation for long-endurance and deep-rated autonomous underwater vehicles. J Field Robot 36(2):447\u2013474","journal-title":"J Field Robot"},{"issue":"4","key":"10519_CR26","doi-asserted-by":"publisher","first-page":"1295","DOI":"10.1093\/icesjms\/fsz025","volume":"77","author":"A Salman","year":"2020","unstructured":"Salman A, Siddiqui SA, Shafait F, Mian A, Shortis MR, Khurshid K et al (2020) Automatic fish detection in underwater videos by a deep neural network-based hybrid motion learning system. ICES J Mar Sci 77(4):1295\u20131307","journal-title":"ICES J Mar Sci"},{"key":"10519_CR27","doi-asserted-by":"publisher","DOI":"10.1016\/j.micpro.2020.103293","author":"R Shakila","year":"2020","unstructured":"Shakila R, Paramasivan B (2020) Performance analysis of submarine detection in underwater wireless sensor networks for naval application. Microprocessors Microsyst. https:\/\/doi.org\/10.1016\/j.micpro.2020.103293","journal-title":"Microprocessors Microsyst"},{"issue":"2","key":"10519_CR28","doi-asserted-by":"publisher","first-page":"415","DOI":"10.3390\/s22020415","volume":"22","author":"N Subramani","year":"2022","unstructured":"Subramani N, Mohan P, Alotaibi Y, Alghamdi S, Khalaf OI (2022) An efficient metaheuristic-based clustering with routing protocol for underwater wireless sensor networks. Sensors 22(2):415","journal-title":"Sensors"},{"key":"10519_CR29","doi-asserted-by":"publisher","first-page":"80093","DOI":"10.1109\/ACCESS.2019.2921833","volume":"7","author":"R Sundarasekar","year":"2019","unstructured":"Sundarasekar R, Shakeel PM, Baskar S, Kadry S, Mastorakis G, Mavromoustakis CX et al (2019) Adaptive energy-aware quality of service for reliable data transfer in underwater acoustic sensor networks. IEEE Access 7:80093\u201380103","journal-title":"IEEE Access"},{"key":"10519_CR30","first-page":"1","volume":"2020","author":"H Tu","year":"2020","unstructured":"Tu H, Wang Y, Liu W, Ma X, Xiao W, Lan Q (2020) A Chebyshev spectral method for normal mode and parabolic equation models in underwater acoustics. Math Probl Eng 2020:1\u201312","journal-title":"Math Probl Eng"},{"issue":"7","key":"10519_CR31","doi-asserted-by":"publisher","first-page":"4791","DOI":"10.1109\/TII.2019.2940745","volume":"16","author":"T Wang","year":"2019","unstructured":"Wang T, Zhao D, Cai S, Jia W, Liu A (2019) Bidirectional prediction-based underwater data collection protocol for end-edge-cloud orchestrated system. IEEE Trans Industr Inf 16(7):4791\u20134799","journal-title":"IEEE Trans Industr Inf"},{"key":"10519_CR32","doi-asserted-by":"publisher","first-page":"224372","DOI":"10.1109\/ACCESS.2020.3043712","volume":"8","author":"JH Wang","year":"2020","unstructured":"Wang JH, Lee SK, Lai YC, Lin CC, Wang TY, Lin YR et al (2020) Anomalous behaviors detection for underwater fish using AI techniques. IEEE Access 8:224372","journal-title":"IEEE Access"},{"key":"10519_CR33","doi-asserted-by":"publisher","first-page":"799","DOI":"10.1016\/j.comcom.2020.03.041","volume":"160","author":"H Zhang","year":"2020","unstructured":"Zhang H, Lu X (2020) Vehicle communication network in intelligent transportation system based on the internet of things. Comput Commun 160:799\u2013806","journal-title":"Comput Commun"}],"container-title":["Artificial Intelligence Review"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-023-10519-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10462-023-10519-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-023-10519-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,5]],"date-time":"2023-10-05T10:26:01Z","timestamp":1696501561000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10462-023-10519-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,14]]},"references-count":33,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["10519"],"URL":"https:\/\/doi.org\/10.1007\/s10462-023-10519-y","relation":{},"ISSN":["0269-2821","1573-7462"],"issn-type":[{"value":"0269-2821","type":"print"},{"value":"1573-7462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,6,14]]},"assertion":[{"value":"20 May 2023","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 June 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors of this research article declares that no conflict of interest in preparing this research article.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to participate"}},{"value":"All the authors of this paper have shown their participation voluntarily.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}}]}}