{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,26]],"date-time":"2026-04-26T13:25:29Z","timestamp":1777209929217,"version":"3.51.4"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"15","license":[{"start":{"date-parts":[[2024,6,12]],"date-time":"2024-06-12T00:00:00Z","timestamp":1718150400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,6,12]],"date-time":"2024-06-12T00:00:00Z","timestamp":1718150400000},"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":["J Supercomput"],"published-print":{"date-parts":[[2024,10]]},"DOI":"10.1007\/s11227-024-06276-6","type":"journal-article","created":{"date-parts":[[2024,6,12]],"date-time":"2024-06-12T07:01:48Z","timestamp":1718175708000},"page":"21569-21591","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["A real-time approach for smart building operations prediction using rule-based complex event processing and SPARQL query"],"prefix":"10.1007","volume":"80","author":[{"given":"Shashi Shekhar","family":"Kumar","sequence":"first","affiliation":[]},{"given":"Ritesh","family":"Chandra","sequence":"additional","affiliation":[]},{"given":"Sonali","family":"Agarwal","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,6,12]]},"reference":[{"key":"6276_CR1","unstructured":"Internet of Things, https:\/\/www.ericsson.com\/en\/internet-of-things. Accessed online March 2023"},{"issue":"6","key":"6276_CR2","doi-asserted-by":"publisher","first-page":"1658","DOI":"10.1109\/TC.2014.2345385","volume":"64","author":"Y Sun","year":"2014","unstructured":"Sun Y, Wu TY, Zhao G, Guizani M (2014) Efficient rule engine for smart building systems. IEEE Trans Comput 64(6):1658\u20131669. https:\/\/doi.org\/10.1109\/TC.2014.2345385","journal-title":"IEEE Trans Comput"},{"key":"6276_CR3","unstructured":"Dong B, Andrews B (2009) Sensor-based occupancy behavioral pattern recognition for energy and comfort management in intelligent buildings. In: Proceedings of building simulation (pp 1444\u20131451). Vancouver: International Building Performance Simulation Association"},{"key":"6276_CR4","doi-asserted-by":"publisher","first-page":"110192","DOI":"10.1016\/j.enbuild.2020.110192","volume":"223","author":"F Mofidi","year":"2020","unstructured":"Mofidi F, Akbari H (2020) Intelligent buildings: an overview. Energy Build 223:110192. https:\/\/doi.org\/10.1016\/j.enbuild.2020.110192","journal-title":"Energy Build"},{"key":"6276_CR5","doi-asserted-by":"publisher","first-page":"112705","DOI":"10.1016\/j.enbuild.2022.112705","volume":"279","author":"SU Khan","year":"2023","unstructured":"Khan SU, Khan N, Ullah FUM, Kim MJ, Lee MY, Baik SW (2023) Towards intelligent building energy management: AI-based framework for power consumption and generation forecasting. Energy Build 279:112705. https:\/\/doi.org\/10.1016\/j.enbuild.2022.112705","journal-title":"Energy Build"},{"issue":"2","key":"6276_CR6","doi-asserted-by":"publisher","first-page":"288","DOI":"10.3390\/buildings13020288","volume":"13","author":"Y Chen","year":"2023","unstructured":"Chen Y, Wang X, Liu Z, Cui J, Osmani M, Demian P (2023) Exploring building information modeling (BIM) and Internet of Things (IoT) integration for sustainable building. Buildings 13(2):288. https:\/\/doi.org\/10.3390\/buildings13020288","journal-title":"Buildings"},{"key":"6276_CR7","doi-asserted-by":"publisher","first-page":"170433","DOI":"10.1016\/j.ijleo.2022.170433","volume":"273","author":"T Peng","year":"2023","unstructured":"Peng T, Ke W (2023) Urban fire emergency management based on big data intelligent processing systems and Internet of Things. Optik 273:170433. https:\/\/doi.org\/10.1016\/j.ijleo.2022.170433","journal-title":"Optik"},{"key":"6276_CR8","doi-asserted-by":"publisher","first-page":"100084","DOI":"10.1016\/j.adapen.2022.100084","volume":"5","author":"G Pinto","year":"2022","unstructured":"Pinto G, Wang Z, Roy A, Hong T, Capozzoli A (2022) Transfer learning for smart buildings: a critical review of algorithms, applications, and future perspectives. Adv Appl Energy 5:100084. https:\/\/doi.org\/10.1016\/j.adapen.2022.100084","journal-title":"Adv Appl Energy"},{"key":"6276_CR9","doi-asserted-by":"publisher","first-page":"109536","DOI":"10.1016\/j.asoc.2022.109536","volume":"129","author":"E Braz\u00e1lez","year":"2022","unstructured":"Braz\u00e1lez E, Maci\u00e0 H, D\u00edaz G, BaezaRomero M, Valero E, Valero V (2022) FUME: an air quality decision support system for cities based on CEP technology and fuzzy logic. Appl Soft Comput 129:109536. https:\/\/doi.org\/10.1016\/j.asoc.2022.109536","journal-title":"Appl Soft Comput"},{"key":"6276_CR10","doi-asserted-by":"publisher","DOI":"10.1007\/s11276-022-03219-y","author":"J Rold\u00e1n-G\u00f3mez","year":"2023","unstructured":"Rold\u00e1n-G\u00f3mez J, del Rincon JM, Boubeta-Puig J, Mart\u00ednez JL (2023) An automatic unsupervised complex event processing rules generation architecture for real-time IoT attacks detection. Wirel Netw. https:\/\/doi.org\/10.1007\/s11276-022-03219-y","journal-title":"Wirel Netw"},{"key":"6276_CR11","doi-asserted-by":"publisher","unstructured":"Verma R, Brazauskas J, Safronov V, Danish M, Lewis I, Mortier R (2021) RACER: real-time automated complex event recognition in smart environments. In: Proceedings of the 29th International Conference on Advances in Geographic Information systems (pp 634\u2013637). https:\/\/doi.org\/10.1145\/3474717.3484270","DOI":"10.1145\/3474717.3484270"},{"key":"6276_CR12","unstructured":"Ren X, Cur\u00e9 O, Khrouf H, Kazi-Aoul Z, Chabchoub Y (2016) Apache spark and Apache Kafka at the rescue of distributed RDF stream processing engines. In: ISWC (Posters & Demos)"},{"key":"6276_CR13","doi-asserted-by":"publisher","unstructured":"Ren X, Cur\u00e9 O (2017) Strider: a hybrid adaptive distributed RDF stream processing engine. In: The Semantic Web\u2013ISWC 2017: 16th International Semantic Web Conference, Vienna, Austria, October 21\u201325, 2017, Proceedings, Part I 16 (pp 559\u2013576). Springer International Publishing https:\/\/doi.org\/10.1007\/978-3-319-68288-4_33","DOI":"10.1007\/978-3-319-68288-4_33"},{"key":"6276_CR14","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-023-14562-3","author":"A Ed-daoudy","year":"2023","unstructured":"Ed-daoudy A, Maalmi K, El Ouaazizi A (2023) A scalable and real-time system for disease prediction using big data processing. Multimed Tools Appl. https:\/\/doi.org\/10.1007\/s11042-023-14562-3","journal-title":"Multimed Tools Appl"},{"issue":"1","key":"6276_CR15","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1016\/j.dcan.2021.06.005","volume":"8","author":"Y Cardinale","year":"2022","unstructured":"Cardinale Y, Freites G, Valderrama E, Aguilera A, Angsuchotmetee C (2022) Semantic framework of event detection in emergency situations for smart buildings. Digital Commun Netw 8(1):64\u201379. https:\/\/doi.org\/10.1016\/j.dcan.2021.06.005","journal-title":"Digital Commun Netw"},{"key":"6276_CR16","doi-asserted-by":"publisher","unstructured":"Mebrek W, Bouzeghoub A (2022) A multi-agent based framework for RDF stream processing. In: Advanced Information Networking and Applications: Proceedings of the 36th International Conference on Advanced Information Networking and Applications (AINA-2022), vol 1 (pp 516\u2013528). Cham: Springer International Publishing.https:\/\/doi.org\/10.1007\/978-3-030-99584-3_45","DOI":"10.1007\/978-3-030-99584-3_45"},{"key":"6276_CR17","doi-asserted-by":"crossref","unstructured":"Karagiannis D, Buchmann RA (2018) A proposal for deploying hybrid knowledge bases: the ADOxx-to-GraphDB interoperability case","DOI":"10.24251\/HICSS.2018.510"},{"key":"6276_CR18","doi-asserted-by":"publisher","unstructured":"Mishra S, Jain M, Siva Naga Sasank B, Hota C (2018) An ingestion based analytics framework for complex event processing engines in the internet of things. In: Big Data Analytics: 6th International Conference, BDA 2018, Warangal, India, December 18\u201321, 2018, Proceedings 6 (pp. 266\u2013281). Springer International Publishing. https:\/\/doi.org\/10.1007\/978-3-030-04780-1_18","DOI":"10.1007\/978-3-030-04780-1_18"},{"key":"6276_CR19","doi-asserted-by":"publisher","first-page":"102194","DOI":"10.1016\/j.is.2023.102194","volume":"115","author":"E Kalogeros","year":"2023","unstructured":"Kalogeros E, Gergatsoulis M, Damigos M, Nomikos C (2023) Efficient query evaluation techniques over large amounts of distributed linked data. Inf Syst 115:102194. https:\/\/doi.org\/10.1016\/j.is.2023.102194","journal-title":"Inf Syst"},{"issue":"15","key":"6276_CR20","doi-asserted-by":"publisher","first-page":"7033","DOI":"10.3390\/app11157033","volume":"11","author":"O Ceballos","year":"2021","unstructured":"Ceballos O, Ram\u00edrez Restrepo CA, Pab\u00f3n MC, Castillo AM, Corcho O (2021) SPARQL2 flink: evaluation of SPARQL queries on apache flink. Appl Sci 11(15):7033. https:\/\/doi.org\/10.3390\/app11157033","journal-title":"Appl Sci"},{"key":"6276_CR21","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoinf.2022.101821","author":"R Chandra","year":"2022","unstructured":"Chandra R, Agarwal S, Singh N (2022) Semantic sensor network ontology-based decision support system for forest fire management. Ecol Inform. https:\/\/doi.org\/10.1016\/j.ecoinf.2022.101821","journal-title":"Ecol Inform"},{"key":"6276_CR22","doi-asserted-by":"publisher","first-page":"110645","DOI":"10.1016\/j.knosys.2023.110645","volume":"274","author":"R Chandra","year":"2023","unstructured":"Chandra R, Tiwari S, Agarwal S, Singh N (2023) Semantic web-based diagnosis and treatment of vector-borne diseases using SWRL rules. Knowl-Based Syst 274:110645. https:\/\/doi.org\/10.1016\/j.knosys.2023.110645","journal-title":"Knowl-Based Syst"},{"key":"6276_CR23","doi-asserted-by":"publisher","first-page":"102421","DOI":"10.1016\/j.artmed.2022.102421","volume":"134","author":"MM Naseri","year":"2022","unstructured":"Naseri MM, Tabibian S, Homayounvala E (2022) Adaptive and personalized user behavior modeling in complex event processing platforms for remote health monitoring systems. Artif Intell Med 134:102421. https:\/\/doi.org\/10.1016\/j.artmed.2022.102421","journal-title":"Artif Intell Med"},{"key":"6276_CR24","doi-asserted-by":"publisher","unstructured":"Raj R, Sahu RK, Chaudhary B, Prasad BR, Agarwal S (2017) Real time complex event processing and analytics for smart building. In: 2017 Conference on Information and Communication Technology (CICT) (pp 1\u20136). IEEE. https:\/\/doi.org\/10.1109\/INFOCOMTECH.2017.8340593","DOI":"10.1109\/INFOCOMTECH.2017.8340593"},{"key":"6276_CR25","doi-asserted-by":"publisher","unstructured":"Chen CY, Fu JH, Sung T, Wang PF, Jou E, Feng MW (2014) Complex event processing for the internet of things and its applications. In: 2014 IEEE International Conference on Automation Science and Engineering (CASE) (pp 1144\u20131149). IEEE. https:\/\/doi.org\/10.1109\/CoASE.2014.6899470","DOI":"10.1109\/CoASE.2014.6899470"},{"key":"6276_CR26","doi-asserted-by":"publisher","first-page":"130487","DOI":"10.1109\/ACCESS.2022.3229370","volume":"10","author":"DD Eneyew","year":"2022","unstructured":"Eneyew DD, Capretz MA, Bitsuamlak GT (2022) Toward smart-building digital twins: BIM and IoT data integration. IEEE Access 10:130487\u2013130506. https:\/\/doi.org\/10.1109\/ACCESS.2022.3229370","journal-title":"IEEE Access"},{"key":"6276_CR27","doi-asserted-by":"publisher","unstructured":"Ndiaye ML, Ghamri-Doudane Y, Benis I, Orange D, Gerino M (2024) Real time complex event processing and stream reasoning for low-cost IoT systems. In: 2024 Global information infrastructure and networking symposium (GIIS) (pp 1\u20136). IEEE. https:\/\/doi.org\/10.1109\/GIIS59465.2024.10449917","DOI":"10.1109\/GIIS59465.2024.10449917"},{"issue":"3","key":"6276_CR28","doi-asserted-by":"publisher","first-page":"799","DOI":"10.1016\/j.jnca.2010.04.020","volume":"34","author":"W Yao","year":"2011","unstructured":"Yao W, Chu CH, Li Z (2011) Leveraging complex event processing for smart hospitals using RFID. J Netw Comput Appl 34(3):799\u2013810. https:\/\/doi.org\/10.1016\/j.jnca.2010.04.020","journal-title":"J Netw Comput Appl"},{"issue":"2","key":"6276_CR29","doi-asserted-by":"publisher","first-page":"1347","DOI":"10.1007\/s10586-020-03189-w","volume":"24","author":"AM Rahmani","year":"2021","unstructured":"Rahmani AM, Babaei Z, Souri A (2021) Event-driven IoT architecture for data analysis of reliable healthcare applications using complex event processing. Clust Comput 24(2):1347\u20131360. https:\/\/doi.org\/10.1007\/s10586-020-03189-w","journal-title":"Clust Comput"},{"key":"6276_CR30","doi-asserted-by":"publisher","unstructured":"Teng P, Li G, Su L, Chen X (2017) Adaptive rule update method in complex event process. In: 2017 9th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC) (vol 1, pp 270\u2013275). IEEE. https:\/\/doi.org\/10.1109\/IHMSC.2017.69","DOI":"10.1109\/IHMSC.2017.69"},{"key":"6276_CR31","doi-asserted-by":"publisher","unstructured":"Olabarrieta I, Torre-Bastida AI, La\u00f1a I, Campos-Cordobes S, Del Ser J (2017) A heuristically optimized complex event processing engine for big data stream analytics. In: Harmony Search Algorithm: Proceedings of the 3rd International Conference on Harmony Search Algorithm (ICHSA 2017) 3 (pp 101\u2013111). Springer Singapore. https:\/\/doi.org\/10.1007\/978-981-10-3728-3_11","DOI":"10.1007\/978-981-10-3728-3_11"},{"key":"6276_CR32","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1007\/978-981-10-3728-3_11","volume":"105","author":"Y Wang","year":"2018","unstructured":"Wang Y, Gao H, Chen G (2018) Predictive complex event processing based on evolving Bayesian networks. Pattern Recogn Lett 105:207\u2013216. https:\/\/doi.org\/10.1007\/978-981-10-3728-3_11","journal-title":"Pattern Recogn Lett"},{"key":"6276_CR33","doi-asserted-by":"publisher","first-page":"100","DOI":"10.1016\/j.future.2016.02.011","volume":"66","author":"OJ Lee","year":"2017","unstructured":"Lee OJ, Jung JE (2017) Sequence clustering-based automated rule generation for adaptive complex event processing. Futur Gener Comput Syst 66:100\u2013109. https:\/\/doi.org\/10.1016\/j.future.2016.02.011","journal-title":"Futur Gener Comput Syst"},{"key":"6276_CR34","doi-asserted-by":"publisher","unstructured":"Mehdiyev N, Krumeich J, Werth D, Loos P (2016) Determination of event patterns for complex event processing using fuzzy unordered rule induction algorithms with multi-objective evolutionary feature subset selection. In: 2016 49th Hawaii International Conference on System Sciences (HICSS) (pp 1719\u20131728). IEEE. https:\/\/doi.org\/10.1109\/HICSS.2016.216","DOI":"10.1109\/HICSS.2016.216"},{"key":"6276_CR35","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1016\/j.procs.2015.09.168","volume":"61","author":"N Mehdiyev","year":"2015","unstructured":"Mehdiyev N, Krumeich J, Enke D, Werth D, Loos P (2015) Determination of rule patterns in complex event processing using machine learning techniques. Proc Comput Sci 61:395\u2013401. https:\/\/doi.org\/10.1016\/j.procs.2015.09.168","journal-title":"Proc Comput Sci"},{"key":"6276_CR36","doi-asserted-by":"publisher","DOI":"10.1111\/exsy.13597","author":"SS Kumar","year":"2024","unstructured":"Kumar SS, Agarwal S (2024) Rule based complex event processing for IoT applications: review, classification and challenges. Expert Syst. https:\/\/doi.org\/10.1111\/exsy.13597","journal-title":"Expert Syst"}],"container-title":["The Journal of Supercomputing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-024-06276-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11227-024-06276-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-024-06276-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,12]],"date-time":"2024-08-12T05:09:15Z","timestamp":1723439355000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11227-024-06276-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,12]]},"references-count":36,"journal-issue":{"issue":"15","published-print":{"date-parts":[[2024,10]]}},"alternative-id":["6276"],"URL":"https:\/\/doi.org\/10.1007\/s11227-024-06276-6","relation":{"has-preprint":[{"id-type":"doi","id":"10.21203\/rs.3.rs-3371785\/v1","asserted-by":"object"}]},"ISSN":["0920-8542","1573-0484"],"issn-type":[{"value":"0920-8542","type":"print"},{"value":"1573-0484","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6,12]]},"assertion":[{"value":"29 May 2024","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 June 2024","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"There are no conflicts of interest regarding this research work.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}