{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,26]],"date-time":"2025-09-26T00:08:52Z","timestamp":1758845332155},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2018,9,8]],"date-time":"2018-09-08T00:00:00Z","timestamp":1536364800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Computing"],"published-print":{"date-parts":[[2019,8]]},"DOI":"10.1007\/s00607-018-0658-x","type":"journal-article","created":{"date-parts":[[2018,9,8]],"date-time":"2018-09-08T05:18:01Z","timestamp":1536383881000},"page":"1119-1145","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Monitoring services in the Internet of Things: an optimization approach"],"prefix":"10.1007","volume":"101","author":[{"given":"Aly","family":"Megahed","sequence":"first","affiliation":[]},{"given":"Jennifer A.","family":"Pazour","sequence":"additional","affiliation":[]},{"given":"Ahmed","family":"Nazeem","sequence":"additional","affiliation":[]},{"given":"Samir","family":"Tata","sequence":"additional","affiliation":[]},{"given":"Mohamed","family":"Mohamed","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,9,8]]},"reference":[{"issue":"9","key":"658_CR1","doi-asserted-by":"publisher","first-page":"2093","DOI":"10.1016\/j.comnet.2013.04.001","volume":"57","author":"G Aceto","year":"2013","unstructured":"Aceto G, Botta A, de Donato W, Pescap\u00e9 A (2013) Cloud monitoring: a survey. Comput Netw 57(9):2093\u20132115. \n                    https:\/\/doi.org\/10.1016\/j.comnet.2013.04.001","journal-title":"Cloud monitoring: a survey. Comput Netw"},{"key":"658_CR2","doi-asserted-by":"publisher","unstructured":"Addo-Tenkorang R, Helo PT (2016) Big data applications in operations\/supply-chain management: a literature review. Comput Ind Eng 101(Supplement C):528\u2013543. \n                    https:\/\/doi.org\/10.1016\/j.cie.2016.09.023","DOI":"10.1016\/j.cie.2016.09.023"},{"key":"658_CR3","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1007\/978-1-4614-6309-2_12","volume-title":"Managing and mining sensor data","author":"CC Aggarwal","year":"2013","unstructured":"Aggarwal CC, Ashish N, Sheth A (2013) The Internet of Things: a survey from the data-centric perspective. In: Aggarwal C (ed) Managing and mining sensor data. Springer, Boston, MA, pp 383\u2013428"},{"issue":"12","key":"658_CR4","doi-asserted-by":"publisher","first-page":"4077","DOI":"10.1109\/JSAC.2016.2621398","volume":"34","author":"M Barcelo","year":"2016","unstructured":"Barcelo M, Correa A, Llorca J, Tulino AM, Vicario JL, Morell A (2016) IoT-Cloud service optimization in next generation smart environments. IEEE J Sel Areas Commun 34(12):4077\u20134090. \n                    https:\/\/doi.org\/10.1109\/JSAC.2016.2621398","journal-title":"IEEE J Sel Areas Commun"},{"key":"658_CR5","doi-asserted-by":"publisher","unstructured":"Brandt J, Gentile A, Mayo J, Pebay P, Roe D, Thompson D, Wong M (2009) Resource monitoring and management with OVIS to enable HPC in cloud computing environments. In: IEEE international symposium on parallel distributed processing. IEEE, pp 1\u20138. \n                    https:\/\/doi.org\/10.1109\/IPDPS.2009.5161234","DOI":"10.1109\/IPDPS.2009.5161234"},{"issue":"1","key":"658_CR6","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1145\/2898442.2898444","volume":"14","author":"B Burns","year":"2016","unstructured":"Burns B, Grant B, Oppenheimer D, Brewer E, Wilkes J (2016) Borg, omega, and kubernetes. Queue 14(1):70\u201393","journal-title":"Queue"},{"key":"658_CR7","doi-asserted-by":"publisher","unstructured":"Clayman S, Galis A, Mamatas L (2010) Monitoring virtual networks with Lattice. In: Network operations and management symposium workshops (NOMS Wksps). IEEE, pp 239\u2013246. \n                    https:\/\/doi.org\/10.1109\/NOMSW.2010.5486569","DOI":"10.1109\/NOMSW.2010.5486569"},{"issue":"6","key":"658_CR8","doi-asserted-by":"publisher","first-page":"489","DOI":"10.1080\/0740817X.2015.1110270","volume":"48","author":"DJ Eckman","year":"2016","unstructured":"Eckman DJ, Maillart LM, Schaefer AJ (2016) Optimal pinging frequencies in the search for an immobile beacon. IIE Trans 48(6):489\u2013500. \n                    https:\/\/doi.org\/10.1080\/0740817X.2015.1110270","journal-title":"IIE Trans"},{"key":"658_CR9","unstructured":"Entreprises N (2014) Nagios documentation. \n                    http:\/\/www.nagios.org\/documentation\n                    \n                  . Accessed 8 Aug 2018"},{"key":"658_CR10","volume-title":"The elements of statistical learning","author":"J Friedman","year":"2001","unstructured":"Friedman J, Hastie T, Tibshirani R (2001) The elements of statistical learning, vol 1. Springer, New York"},{"key":"658_CR11","doi-asserted-by":"crossref","unstructured":"Gil D, Ferr\u00e1ndez A, Mora-Mora H, Peral J (2016) Internet of things: a review of surveys based on context aware intelligent services. Sensors 16(7):1069","DOI":"10.3390\/s16071069"},{"issue":"7","key":"658_CR12","doi-asserted-by":"publisher","first-page":"1645","DOI":"10.1016\/j.future.2013.01.010","volume":"29","author":"J Gubbi","year":"2013","unstructured":"Gubbi J, Buyya R, Marusic S, Palaniswami M (2013) Internet of things (IoT): a vision, architectural elements, and future directions. Future Gener Comput Syst 29(7):1645\u20131660. \n                    https:\/\/doi.org\/10.1016\/j.future.2013.01.010","journal-title":"Future Gener Comput Syst"},{"key":"658_CR13","unstructured":"Hindman B, Konwinski A, Zaharia M, Ghodsi A, Joseph AD, Katz RH, Shenker S, Stoica I (2011) Mesos: a platform for fine-grained resource sharing in the data center. In: 2011 USENIX conference on networked systems design and implementation (NSDI). USENIX, pp 295\u2013308"},{"key":"658_CR14","unstructured":"IBM ILOG CPLEX (2016) CPLEX 12.7 user\u2019s manual. International Business Machines Corporation"},{"key":"658_CR15","doi-asserted-by":"crossref","unstructured":"Issarny V, Bouloukakis G, Georgantas N, Billet B (2016) Revisiting service-oriented architecture for the IoT: a middleware perspective. In: International conference on service-oriented computing (SCC). Springer, pp 3\u201317","DOI":"10.1007\/978-3-319-46295-0_1"},{"key":"658_CR16","unstructured":"Jeswani D, Natu M, Ghosh RK (2013) Adaptive monitoring: a framework to adapt passive monitoring using probing. In: International conference on network and service management (CNSM). International Federation for Information Processing, pp 350\u2013356"},{"issue":"4","key":"658_CR17","doi-asserted-by":"publisher","first-page":"950","DOI":"10.1007\/s10922-014-9330-8","volume":"23","author":"D Jeswani","year":"2015","unstructured":"Jeswani D, Natu M, Ghosh RK (2015) Adaptive monitoring: application of probing to adapt passive monitoring. J Netw Syst Manag 23(4):950\u2013977. \n                    https:\/\/doi.org\/10.1007\/s10922-014-9330-8","journal-title":"J Netw Syst Manag"},{"key":"658_CR18","doi-asserted-by":"crossref","unstructured":"Kannan R, Monma CL (1978) On the computational complexity of integer programming problems. In: Henn R, Korte B, Oettli W (eds) Optimization and operations research. Lecture notes in economics and mathematical systems, vol 157. Springer, Berlin, Heidelberg, pp 161\u2013172","DOI":"10.1007\/978-3-642-95322-4_17"},{"key":"658_CR19","unstructured":"Katsaros G, Gallizo G, K\u00fcbert R, Wang T, Fit\u00f3 JO, Henriksson D (2011) A multi-level architecture for collecting and managing monitoring information in cloud environments. In: Leymann F, Ivanov II, van Sinderen M, Shishkov B (eds) Proceedings of the third international conference on cloud computing and services science, CLOSER. SciTePress, pp 232\u2013239"},{"issue":"10","key":"658_CR20","doi-asserted-by":"publisher","first-page":"3846","DOI":"10.1109\/JSEN.2013.2263379","volume":"13","author":"SDT Kelly","year":"2013","unstructured":"Kelly SDT, Suryadevara NK, Mukhopadhyay SC (2013) Towards the implementation of IoT for environmental condition monitoring in homes. IEEE Sens J 13(10):3846\u20133853. \n                    https:\/\/doi.org\/10.1109\/JSEN.2013.2263379","journal-title":"IEEE Sens J"},{"key":"658_CR21","unstructured":"Luo J, Chen Y, Tang K, Luo J (2009) Remote monitoring information system and its applications based on the internet of things. In: International conference on future BioMedical information engineering (FBIE). pp 482\u2013485"},{"issue":"7","key":"658_CR22","doi-asserted-by":"publisher","first-page":"817","DOI":"10.1016\/j.parco.2004.04.001","volume":"30","author":"ML Massie","year":"2004","unstructured":"Massie ML, Chun BN, Culler DE (2004) The ganglia distributed monitoring system: design, implementation, and experience. Parallel Comput 30(7):817\u2013840","journal-title":"Parallel Comput"},{"issue":"239","key":"658_CR23","first-page":"2","volume":"2014","author":"D Merkel","year":"2014","unstructured":"Merkel D (2014) Docker: lightweight linux containers for consistent development and deployment. Linux J. 2014(239):2","journal-title":"Linux J."},{"key":"658_CR24","unstructured":"Mohamed M (2014) Generic monitoring and reconfiguration for service-based applications in the cloud. Ph.D., Institut National des T\u00e9l\u00e9communications. \n                    https:\/\/tel.archives-ouvertes.fr\/tel-01123740\n                    \n                  . Accessed 8 Aug 2018"},{"key":"658_CR25","unstructured":"MQTT Community: MQTT: A M2M\/Internet of Things Connectivity Protocol. (2017) \n                    http:\/\/mqtt.org\/\n                    \n                  . Accessed 8 Aug 2018"},{"key":"658_CR26","doi-asserted-by":"crossref","unstructured":"Munawar MA, Reidemeister T, Jiang M, George A, Ward PAS (2008) Adaptive monitoring with dynamic differential tracing-based diagnosis. In: De Turck F, Kellerer W, Kormentzas G (eds) Managing large-scale service deployment. Lecture notes in computer science, vol 5273. Springer, Berlin, Heidelberg, pp 162\u2013175","DOI":"10.1007\/978-3-540-87353-2_13"},{"key":"658_CR27","doi-asserted-by":"publisher","unstructured":"Paek J, Kim J, Govindan R (2010) Energy-efficient rate-adaptive gps-based positioning for smartphones. In: International conference on mobile systems, applications, and services (MobiSys \u201910). ACM, pp 299\u2013314. \n                    https:\/\/doi.org\/10.1145\/1814433.1814463","DOI":"10.1145\/1814433.1814463"},{"key":"658_CR28","doi-asserted-by":"crossref","unstructured":"Perera C, Jayaraman P, Zaslavsky A, Christen P, Georgakopoulos D (2013) Dynamic configuration of sensors using mobile sensor hub in internet of things paradigm. In: 2013 IEEE international conference on intelligent sensors, sensor networks and information processing. IEEE, pp 473\u2013478","DOI":"10.1109\/ISSNIP.2013.6529836"},{"key":"658_CR29","doi-asserted-by":"publisher","unstructured":"Qiu X, Luo H, Xu G, Zhong R, Huang GQ (2015) Physical assets and service sharing for IoT-enabled supply hub in industrial park (ship). Int J Prod Econ 159(Supplement C):4\u201315. \n                    https:\/\/doi.org\/10.1016\/j.ijpe.2014.09.001","DOI":"10.1016\/j.ijpe.2014.09.001"},{"key":"658_CR30","doi-asserted-by":"crossref","unstructured":"Rohokale VM, Prasad NR, Prasad R (2011) A cooperative internet of things (IoT) for rural healthcare monitoring and control. In: 2011 International conference on wireless communication, vehicular technology, information theory and aerospace electronic systems technology (Wireless VITAE). pp 1\u20136","DOI":"10.1109\/WIRELESSVITAE.2011.5940920"},{"issue":"2","key":"658_CR31","doi-asserted-by":"publisher","first-page":"1547","DOI":"10.1109\/TII.2014.2306397","volume":"10","author":"F Tao","year":"2014","unstructured":"Tao F, Zuo Y, Xu LD, Zhang L (2014) IoT-based intelligent perception and access of manufacturing resource toward cloud manufacturing. IEEE Trans Ind Inf 10(2):1547\u20131557. \n                    https:\/\/doi.org\/10.1109\/TII.2014.2306397","journal-title":"IEEE Trans Ind Inf"},{"key":"658_CR32","doi-asserted-by":"crossref","unstructured":"Tata S, Mohamed M, Megahed A (2017) An optimization approach for adaptive monitoring in IoT environments. In: 2017 IEEE international conference on services computing (SCC). IEEE, pp 378\u2013385","DOI":"10.1109\/SCC.2017.55"},{"key":"658_CR33","doi-asserted-by":"publisher","unstructured":"Trihinas D, Pallis G, Dikaiakos MD (2015) AdaM: an adaptive monitoring framework for sampling and filtering on IoT devices. In: IEEE international conference on big data. IEEE, 717\u2013726. \n                    https:\/\/doi.org\/10.1109\/BigData.2015.7363816","DOI":"10.1109\/BigData.2015.7363816"},{"issue":"3","key":"658_CR34","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1093\/comjnl\/bxq018","volume":"54","author":"M Vinyals","year":"2011","unstructured":"Vinyals M, Rodriguez-Aguilar JA, Cerquides J (2011) A survey on sensor networks from a multiagent perspective. Comput J 54(3):455\u2013470. \n                    https:\/\/doi.org\/10.1093\/comjnl\/bxq018","journal-title":"Comput J"},{"key":"658_CR35","doi-asserted-by":"publisher","unstructured":"Xiang F, Hu YF (2012) Cloud manufacturing resource access system based on internet of things. In: Frontiers of manufacturing and design science II, applied mechanics and materials, vol 121. Trans Tech Publications, pp 2421\u20132425. \n                    https:\/\/doi.org\/10.4028\/www.scientific.net\/AMM.121-126.2421","DOI":"10.4028\/www.scientific.net\/AMM.121-126.2421"},{"key":"658_CR36","doi-asserted-by":"crossref","unstructured":"Yigitoglu E, Mohamed M, Liu L, Ludwig H (2017) Foggy: a framework for continuous automated IoT application deployment in fog computing. In: 2017 IEEE international conference on AI & mobile services (AIMS). IEEE, pp 38\u201345","DOI":"10.1109\/AIMS.2017.14"},{"key":"658_CR37","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1080\/17517575.2012.683812","volume":"8","author":"L Zhang","year":"2014","unstructured":"Zhang L, Luo Y, Tao F, Li BH, Ren L, Zhang X, Guo H, Cheng Y, Hu A, Liu Y (2014) Cloud manufacturing: a new manufacturing paradigm. Enterp Inf Syst 8:167\u2013187. \n                    https:\/\/doi.org\/10.1080\/17517575.2012.683812","journal-title":"Enterp Inf Syst"},{"key":"658_CR38","doi-asserted-by":"publisher","unstructured":"Zhengxia W, Laisheng X (2010) Modern logistics monitoring platform based on the internet of things. In: 2010 International conference on intelligent computation technology and automation, vol 2. pp 726\u2013731. \n                    https:\/\/doi.org\/10.1109\/ICICTA.2010.650","DOI":"10.1109\/ICICTA.2010.650"}],"container-title":["Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00607-018-0658-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00607-018-0658-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00607-018-0658-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,7]],"date-time":"2019-09-07T23:11:38Z","timestamp":1567897898000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00607-018-0658-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,9,8]]},"references-count":38,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2019,8]]}},"alternative-id":["658"],"URL":"https:\/\/doi.org\/10.1007\/s00607-018-0658-x","relation":{},"ISSN":["0010-485X","1436-5057"],"issn-type":[{"value":"0010-485X","type":"print"},{"value":"1436-5057","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,9,8]]},"assertion":[{"value":"31 March 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 August 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 September 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}