{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,7]],"date-time":"2025-11-07T11:30:30Z","timestamp":1762515030355,"version":"build-2065373602"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T00:00:00Z","timestamp":1757980800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T00:00:00Z","timestamp":1757980800000},"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":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2025,11]]},"DOI":"10.1007\/s13042-025-02811-w","type":"journal-article","created":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T06:42:29Z","timestamp":1758004949000},"page":"8977-8989","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Interpretable semi-supervised sensor knowledge integration for advancing digital economy"],"prefix":"10.1007","volume":"16","author":[{"given":"Chang-Wei","family":"Yang","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,9,16]]},"reference":[{"key":"2811_CR1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2023.114221","volume":"192","author":"J Yi","year":"2024","unstructured":"Yi J, Dai S, Li L, Cheng J (2024) How does digital economy development affect renewable energy innovation? Renew Sustain Energy Rev 192:114221","journal-title":"Renew Sustain Energy Rev"},{"key":"2811_CR2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2023.110099","volume":"148","author":"M Kamran","year":"2023","unstructured":"Kamran M, Yamamoto K (2023) Evolution and use of remote sensing in ecological vulnerability assessment: a review. Ecol Ind 148:110099","journal-title":"Ecol Ind"},{"key":"2811_CR3","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.119192","volume":"642","author":"I Gokasar","year":"2023","unstructured":"Gokasar I, Pamucar D, Deveci M, Gupta BB, Martinez L, Castillo O (2023) Metaverse integration alternatives of connected autonomous vehicles with self-powered sensors using fuzzy decision making model. Inf Sci 642:119192","journal-title":"Inf Sci"},{"key":"2811_CR4","doi-asserted-by":"crossref","unstructured":"Wang D, Sun X (2024) Utilization of digital technology in the development of intelligent platforms for urban economy. In: 2024 international conference on distributed computing and optimization techniques (ICDCOT), pp 1\u20136. IEEE","DOI":"10.1109\/ICDCOT61034.2024.10515617"},{"key":"2811_CR5","doi-asserted-by":"crossref","unstructured":"Lateef Haroon\u00a0PS, A., Patil SN, Bidare\u00a0Divakarachari P, Falkowski-Gilski P, Rafeeq M (2024) An optimized system for sensor ontology meta-matching using swarm intelligent algorithm. Int Technol Lett 498","DOI":"10.1002\/itl2.498"},{"key":"2811_CR6","doi-asserted-by":"publisher","first-page":"33751","DOI":"10.1109\/JSEN.2024.3450895","volume":"24","author":"X Xue","year":"2024","unstructured":"Xue X, Lin JC-W (2024) Sensor ontology matching with compact firework algorithm. IEEE Sens J 24:33751\u201333762","journal-title":"IEEE Sens J"},{"issue":"21","key":"2811_CR7","first-page":"34202","volume":"11","author":"X Xue","year":"2024","unstructured":"Xue X, Shankar A, Flammini F, Zamani M (2024) Similarity feature construction for semantic sensor ontology integration via light genetic programming. IEEE Int Things J 11(21):34202\u201334214","journal-title":"IEEE Int Things J"},{"issue":"13","key":"2811_CR8","doi-asserted-by":"publisher","first-page":"6188","DOI":"10.3390\/s23136188","volume":"23","author":"A Kurteva","year":"2023","unstructured":"Kurteva A, Chhetri TR, Tauqeer A, Hilscher R, Fensel A, Nagorny K, Correia A, Zilverberg A, Schestakov S, Funke T et al (2023) The smashhitcore ontology for gdpr-compliant sensor data sharing in smart cities. Sensors 23(13):6188","journal-title":"Sensors"},{"key":"2811_CR9","doi-asserted-by":"crossref","unstructured":"Vogel-Heuser B, Vicaria A, Ji F, H\u00f6fgen J, J\u00e4ckisch M, Lechner M, Merklein M (2024) A lightweight sensor ontology for supporting sensor selection, deployment, and data processing in forming processes. Prod Eng 1\u201315","DOI":"10.1007\/s11740-024-01290-2"},{"issue":"20","key":"2811_CR10","doi-asserted-by":"publisher","first-page":"8427","DOI":"10.3390\/s23208427","volume":"23","author":"S Javed","year":"2023","unstructured":"Javed S, Usman M, Sandin F, Liwicki M, Mokayed H (2023) Deep ontology alignment using a natural language processing approach for automatic m2m translation in iiot. Sensors 23(20):8427","journal-title":"Sensors"},{"issue":"2","key":"2811_CR11","doi-asserted-by":"publisher","first-page":"344","DOI":"10.26599\/TST.2021.9010090","volume":"28","author":"C Huang","year":"2022","unstructured":"Huang C, Zhang Q, Guo D, Zhao X, Wang X (2022) Discovering association rules with graph patterns in temporal networks. Tsinghua Sci Technol 28(2):344\u2013359","journal-title":"Tsinghua Sci Technol"},{"issue":"12","key":"2811_CR12","doi-asserted-by":"publisher","first-page":"6752","DOI":"10.1109\/TAI.2024.3442731","volume":"5","author":"X Xue","year":"2024","unstructured":"Xue X, Lin JC-W, Su T (2024) Compact multi-tasking multi-chromosome genetic algorithm for heuristic selection in ontology matching. IEEE Trans Artif Intell 5(12):6752\u20136766","journal-title":"IEEE Trans Artif Intell"},{"issue":"1","key":"2811_CR13","doi-asserted-by":"publisher","first-page":"20240021","DOI":"10.1515\/dema-2024-0021","volume":"57","author":"X Xue","year":"2024","unstructured":"Xue X, Ye M, Nian Q (2024) Matching ontologies with kernel principle component analysis and evolutionary algorithm. Demonstratio Math 57(1):20240021","journal-title":"Demonstratio Math"},{"key":"2811_CR14","doi-asserted-by":"crossref","unstructured":"Acampora G, Ishibuchi H, Vitiello A (2014) A comparison of multi-objective evolutionary algorithms for the ontology meta-matching problem. In: 2014 IEEE congress on evolutionary computation (CEC), pp 413\u2013420. IEEE","DOI":"10.1109\/CEC.2014.6900544"},{"issue":"4","key":"2811_CR15","doi-asserted-by":"publisher","first-page":"834","DOI":"10.3390\/electronics12040834","volume":"12","author":"X Xue","year":"2023","unstructured":"Xue X, Sai Kumar A, Khalaf OI, Somineni RP, Abdulsahib GM, Sujith A, Dhanuja T, Vinay MVS (2023) Design and performance analysis of 32$$\\times $$ 32 memory array sram for low-power applications. Electronics 12(4):834","journal-title":"Electronics"},{"issue":"9","key":"2811_CR16","doi-asserted-by":"publisher","first-page":"5732","DOI":"10.3934\/era.2023291","volume":"31","author":"X Xue","year":"2023","unstructured":"Xue X, Ye M (2023) Interactive complex ontology matching with local and global similarity deviations. Electr Res Arch 31(9):5732\u20135748","journal-title":"Electr Res Arch"},{"issue":"5","key":"2811_CR17","doi-asserted-by":"publisher","first-page":"635","DOI":"10.1587\/transinf.2022DLP0050","volume":"106","author":"X Xue","year":"2023","unstructured":"Xue X, Huang Y, Zhang Z (2023) Deep reinforcement learning based ontology meta-matching technique. IEICE Trans Inf Syst 106(5):635\u2013643","journal-title":"IEICE Trans Inf Syst"},{"issue":"2","key":"2811_CR18","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K Deb","year":"2002","unstructured":"Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: nsga-ii. IEEE Trans Evol Comput 6(2):182\u2013197","journal-title":"IEEE Trans Evol Comput"},{"issue":"8","key":"2811_CR19","doi-asserted-by":"publisher","first-page":"1589","DOI":"10.1007\/s00500-013-1165-9","volume":"18","author":"X Xue","year":"2014","unstructured":"Xue X, Wang Y, Hao W (2014) Using moea\/d for optimizing ontology alignments. Soft Comput 18(8):1589\u20131601","journal-title":"Soft Comput"},{"issue":"4","key":"2811_CR20","first-page":"857","volume":"33","author":"X Xue","year":"2014","unstructured":"Xue X, Wang Y, Hao W, Hou J (2014) Optimizing ontology alignments through nsga-ii without using reference alignment. Comput Inform 33(4):857\u2013876","journal-title":"Comput Inform"},{"issue":"2","key":"2811_CR21","doi-asserted-by":"publisher","first-page":"405","DOI":"10.1002\/itl2.405","volume":"7","author":"X Kou","year":"2024","unstructured":"Kou X, Feng J, Wang Y, Cui W (2024) A multi-objective particle swarm optimization for matching domain ontologies. Int Technol Lett 7(2):405","journal-title":"Int Technol Lett"},{"issue":"11","key":"2811_CR22","doi-asserted-by":"publisher","first-page":"5069","DOI":"10.3390\/s23115069","volume":"23","author":"Y Zhuang","year":"2023","unstructured":"Zhuang Y, Huang Y, Liu W (2023) Integrating sensor ontologies with niching multi-objective particle swarm optimization algorithm. Sensors 23(11):5069","journal-title":"Sensors"},{"key":"2811_CR23","doi-asserted-by":"publisher","first-page":"557","DOI":"10.1002\/itl2.557","volume":"8","author":"F Luo","year":"2024","unstructured":"Luo F, Yang Y-J, Geng Y-C (2024) Semantic sensor data integration for talent development via hybrid multi-objective evolutionary algorithm. Int Technol Lett 8:557","journal-title":"Int Technol Lett"},{"key":"2811_CR24","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2024.120184","volume":"661","author":"JF Aldana-Mart\u00edn","year":"2024","unstructured":"Aldana-Mart\u00edn JF, Mar Rold\u00e1n-Garc\u00eda M, Nebro AJ, Aldana-Montes JF (2024) Moody: an ontology-driven framework for standardizing multi-objective evolutionary algorithms. Inf Sci 661:120184","journal-title":"Inf Sci"},{"issue":"3","key":"2811_CR25","doi-asserted-by":"publisher","first-page":"674","DOI":"10.1016\/j.ejor.2013.08.046","volume":"233","author":"A Sinha","year":"2014","unstructured":"Sinha A, Korhonen P, Wallenius J, Deb K (2014) An interactive evolutionary multi-objective optimization algorithm with a limited number of decision maker calls. Eur J Oper Res 233(3):674\u2013688","journal-title":"Eur J Oper Res"},{"key":"2811_CR26","unstructured":"Faria D, Martins C, Nanavaty A, Oliveira D, Swkarthiga B, Taheri A, Pesquita C, Couto FM, Cruz IF (2015) Aml results for oaei 2015. In: OM, pp 116\u2013123"},{"key":"2811_CR27","doi-asserted-by":"crossref","unstructured":"Dragisic Z, Ivanova V, Lambrix P, Faria D, Jim\u00e9nez-Ruiz E, Pesquita C (2016) User validation in ontology alignment. In: The semantic web\u2013ISWC 2016: 15th international semantic web conference, Kobe, Japan, October 17\u201321, 2016, proceedings, part I 15, pp 200\u2013217. Springer","DOI":"10.1007\/978-3-319-46523-4_13"},{"key":"2811_CR28","unstructured":"Jim\u00e9nez-Ruiz E, Grau B, Cross V (2017) Logmap family participation in the oaei 2017. In: CEUR workshop proceedings, vol 2032. CEUR workshop proceedings"},{"issue":"5","key":"2811_CR29","doi-asserted-by":"publisher","first-page":"1193","DOI":"10.3390\/s19051193","volume":"19","author":"J Liu","year":"2019","unstructured":"Liu J, Li Y, Tian X, Sangaiah AK, Wang J (2019) Towards semantic sensor data: an ontology approach. Sensors 19(5):1193","journal-title":"Sensors"},{"key":"2811_CR30","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.websem.2018.06.003","volume":"56","author":"K Janowicz","year":"2019","unstructured":"Janowicz K, Haller A, Cox SJ, Phuoc D, Lefran\u00e7ois M (2019) Sosa: a lightweight ontology for sensors, observations, samples, and actuators. J Web Semant 56:1\u201310","journal-title":"J Web Semant"},{"issue":"4","key":"2811_CR31","first-page":"456","volume":"10","author":"SA Allouch","year":"2023","unstructured":"Allouch SA, Amecluioue K, Achatbi I (2023) An ontological approach to model outbound logistics based on internet of things (olp-iot). Int J Supply Oper Manag 10(4):456\u2013484","journal-title":"Int J Supply Oper Manag"},{"key":"2811_CR32","doi-asserted-by":"crossref","unstructured":"Bermudez-do M, Elsaleh T, Barnaghi P, Taylor K (2016) Iot-lite: a lightweight semantic model for the internet of things. In: 2016 INTL IEEE conferences on ubiquitous intelligence and computing, advanced and trusted computing, scalable computing and communications, cloud and big data computing, internet of people, and smart world congress, pp 90\u201397. IEEE","DOI":"10.1109\/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0035"},{"key":"2811_CR33","doi-asserted-by":"crossref","unstructured":"Hepp M (2008) Goodrelations: An ontology for describing products and services offers on the web. In: Knowledge engineering: practice and patterns: 16th international conference, EKAW 2008, Acitrezza, Italy, September 29-October 2, 2008. proceedings 16, pp 329\u2013346. Springer","DOI":"10.1007\/978-3-540-87696-0_29"},{"issue":"2","key":"2811_CR34","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1504\/IJWET.2020.109728","volume":"15","author":"S Gherbi","year":"2020","unstructured":"Gherbi S, Khadir MT (2020) Ontmat1: ontology matching using a reasoner and property restriction. Int J Web Eng Technol 15(2):119\u2013139","journal-title":"Int J Web Eng Technol"},{"issue":"1","key":"2811_CR35","doi-asserted-by":"publisher","first-page":"273","DOI":"10.2174\/2666255813666191204143256","volume":"14","author":"A Patel","year":"2021","unstructured":"Patel A, Jain S (2021) A novel approach to discover ontology alignment. Rec Adv Comput Sci Commun 14(1):273\u2013281","journal-title":"Rec Adv Comput Sci Commun"},{"key":"2811_CR36","doi-asserted-by":"crossref","unstructured":"Portisch J, Costa G, Stefani K, Kreplin K, Hladik M, Paulheim H (2022) Ontology matching through absolute orientation of embedding spaces. In: European semantic web conference, pp 153\u2013157. Springer","DOI":"10.1007\/978-3-031-11609-4_29"},{"key":"2811_CR37","doi-asserted-by":"crossref","unstructured":"Koutras C, Siachamis G, Ionescu A, Psarakis K, Brons J, Fragkoulis M, Lofi C, Bonifati A, Katsifodimos A (2021) Valentine: evaluating matching techniques for dataset discovery. In: 2021 IEEE 37th international conference on data engineering (ICDE), pp 468\u2013479. IEEE","DOI":"10.1109\/ICDE51399.2021.00047"},{"issue":"200","key":"2811_CR38","doi-asserted-by":"publisher","first-page":"675","DOI":"10.1080\/01621459.1937.10503522","volume":"32","author":"M Friedman","year":"1937","unstructured":"Friedman M (1937) The use of ranks to avoid the assumption of normality implicit in the analysis of variance. J Am Stat Assoc 32(200):675\u2013701","journal-title":"J Am Stat Assoc"},{"key":"2811_CR39","unstructured":"Holm S (1979) A simple sequentially rejective multiple test procedure. Scand J Stat 65\u201370"},{"issue":"6","key":"2811_CR40","doi-asserted-by":"publisher","first-page":"617","DOI":"10.1007\/s10732-008-9080-4","volume":"15","author":"S Garcia","year":"2009","unstructured":"Garcia S, Molina D, Lozano M, Herrera F (2009) A study on the use of non-parametric tests for analyzing the evolutionary algorithms\u2019 behaviour: a case study on the cec\u20192005 special session on real parameter optimization. J Heurist 15(6):617\u2013644","journal-title":"J Heurist"},{"key":"2811_CR41","doi-asserted-by":"crossref","unstructured":"Woolson RF (2007) Wilcoxon signed-rank test. Wiley encyclopedia of clinical trials, 1\u20133","DOI":"10.1002\/9780471462422.eoct979"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-025-02811-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13042-025-02811-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-025-02811-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,7]],"date-time":"2025-11-07T11:24:51Z","timestamp":1762514691000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13042-025-02811-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,16]]},"references-count":41,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2025,11]]}},"alternative-id":["2811"],"URL":"https:\/\/doi.org\/10.1007\/s13042-025-02811-w","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"type":"print","value":"1868-8071"},{"type":"electronic","value":"1868-808X"}],"subject":[],"published":{"date-parts":[[2025,9,16]]},"assertion":[{"value":"25 November 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 September 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 September 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this document.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"This article does not contain any studies with human participants or animals performed by any of the authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}]}}