{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,12]],"date-time":"2025-04-12T07:48:11Z","timestamp":1744444091005,"version":"3.37.3"},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2020,10,13]],"date-time":"2020-10-13T00:00:00Z","timestamp":1602547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,10,13]],"date-time":"2020-10-13T00:00:00Z","timestamp":1602547200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100005412","name":"Shahid Chamran University of Ahvaz","doi-asserted-by":"publisher","award":["98\/3\/05\/14909"],"award-info":[{"award-number":["98\/3\/05\/14909"]}],"id":[{"id":"10.13039\/501100005412","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2021,10]]},"DOI":"10.1007\/s12652-020-02599-3","type":"journal-article","created":{"date-parts":[[2020,10,13]],"date-time":"2020-10-13T18:03:08Z","timestamp":1602612188000},"page":"9053-9066","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":26,"title":["Predicting the energy consumption in software defined wireless sensor networks: a probabilistic Markov model approach"],"prefix":"10.1007","volume":"12","author":[{"given":"Atefeh","family":"Rahimifar","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2076-4927","authenticated-orcid":false,"given":"Yousef","family":"Seifi Kavian","sequence":"additional","affiliation":[]},{"given":"Hooman","family":"Kaabi","sequence":"additional","affiliation":[]},{"given":"Mohammad","family":"Soroosh","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,10,13]]},"reference":[{"key":"2599_CR1","doi-asserted-by":"publisher","DOI":"10.1109\/WF-IoT.2015.7389118","author":"ACG Anadiotis","year":"2015","unstructured":"Anadiotis ACG, Laura G, Sebastiano M, Giacomo M, Sergio P (2015) Towards a software-defined network operating system for the IoT. IEEE World Forum Internet Things. https:\/\/doi.org\/10.1109\/WF-IoT.2015.7389118","journal-title":"IEEE World Forum Internet Things"},{"issue":"9","key":"2599_CR2","doi-asserted-by":"publisher","first-page":"2165","DOI":"10.1109\/TMC.2015.2496582","volume":"15","author":"ACG Anadiotis","year":"2016","unstructured":"Anadiotis ACG, Giacomo M, Sergio P (2016) An SDN-assisted framework for optimal deployment of mapreduce functions in WSNs. IEEE Trans Mob Comput 15(9):2165\u20132178. https:\/\/doi.org\/10.1109\/TMC.2015.2496582","journal-title":"IEEE Trans Mob Comput"},{"issue":"2","key":"2599_CR3","doi-asserted-by":"publisher","first-page":"895","DOI":"10.1109\/JIOT.2018.2805191","volume":"5","author":"A-C Anadiotis","year":"2018","unstructured":"Anadiotis A-C, Milardo S, Morabito G, Palazzo S (2018) Toward unified control of networks of switches and sensors through a network operating system. IEEE Internet Things J 5(2):895\u2013904","journal-title":"IEEE Internet Things J"},{"key":"2599_CR4","unstructured":"Berde P, Matteo G, Jonathan H, Yuta H, Masayoshi K, Toshio K, Bob L, Brian O, Pavlin R, William S (2014) ONOS: towards an open, distributed SDN OS. In: Proceedings of the Third Workshop on Hot Topics in Software Defined Networking, 1\u20136. ACM."},{"issue":"2016","key":"2599_CR5","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1016\/j.procs.2017.05.347","volume":"109","author":"J Cec\u00edlio","year":"2017","unstructured":"Cec\u00edlio J, Martins P, Furtado P (2017) Planning for Heterogeneous IoT with time guaranties. Proced Comput Sci 109(2016):249\u2013256. https:\/\/doi.org\/10.1016\/j.procs.2017.05.347","journal-title":"Proced Comput Sci"},{"key":"2599_CR6","doi-asserted-by":"crossref","unstructured":"Costanzo S, Laura G, Giacomo M, Sergio P (2012) Software defined wireless networks: unbridling Sdns. In: Software Defined Networking (EWSDN), 2012 European Workshop on, 1\u20136. IEEE.","DOI":"10.1109\/EWSDN.2012.12"},{"key":"2599_CR7","doi-asserted-by":"publisher","DOI":"10.3390\/electronics8030273","author":"X Cui","year":"2019","unstructured":"Cui X, Xiaohong H, Yan M, Qingke M (2019) A load balancing routing mechanism based on SDWSN in smart city. Electronics (Switzerland). https:\/\/doi.org\/10.3390\/electronics8030273","journal-title":"Electronics (Switzerland)"},{"key":"2599_CR8","unstructured":"Dijkstra EW (1959) \u201cDijkstra1959.pdf.\u201d Numerische Mathematik. https:\/\/www.bioinfo.org.cn\/~dbu\/AlgorithmCourses\/Lectures\/Dijkstra1959.pdf. Accessed 24 Oct 2018"},{"key":"2599_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/jiot.2020.3002233","volume":"4662","author":"Z Ding","year":"2020","unstructured":"Ding Z, Lianfeng S, Hongyang C, Feng Y, Nirwan A (2020) Energy-efficient relay selection based dynamic routing algorithm for IoT-oriented software-defined WSNs. IEEE Internet Things J 4662:1\u20131. https:\/\/doi.org\/10.1109\/jiot.2020.3002233","journal-title":"IEEE Internet Things J"},{"issue":"1","key":"2599_CR10","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1109\/JAS.2017.7510751","volume":"5","author":"Y Duan","year":"2018","unstructured":"Duan Y, Li W, Xiuwen Fu, Luo Y, Yang L (2018) A Methodology for reliability of WSN based on software defined network in adaptive industrial environment. IEEE\/CAA J Autom Sin 5(1):74\u201382","journal-title":"IEEE\/CAA J Autom Sin"},{"key":"2599_CR11","unstructured":"Dunkels A, Gr\u00f6nvall B, Voigt T (2004) Contiki - a lightweight and flexible operating system for tiny networked sensors, Paper presented at 29th annual IEEE conference on local computer networks (LCN 2004), Tampa, FL, USA, 16\u201318 November 2004"},{"key":"2599_CR12","doi-asserted-by":"publisher","first-page":"591","DOI":"10.1016\/j.enbuild.2012.03.010","volume":"49","author":"RE Edwards","year":"2012","unstructured":"Edwards RE, Joshua N, Lynne EP (2012) Predicting future hourly residential electrical consumption: a machine learning case study. Energy Build 49:591\u2013603. https:\/\/doi.org\/10.1016\/j.enbuild.2012.03.010","journal-title":"Energy Build"},{"key":"2599_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.apenergy.2014.04.016","volume":"127","author":"C Fan","year":"2014","unstructured":"Fan C, Fu X, Shengwei W (2014) Development of prediction models for next-day building energy consumption and peak power demand using data mining techniques. Appl Energy 127:1\u201310. https:\/\/doi.org\/10.1016\/j.apenergy.2014.04.016","journal-title":"Appl Energy"},{"key":"2599_CR14","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2015.7218418","author":"L Galluccio","year":"2015","unstructured":"Galluccio L, Sebastiano M, Giacomo M, Sergio P (2015) SDN-WISE: design, prototyping and experimentation of a stateful SDN solution for wireless sensor networks. Comput Commun (INFOCOM). https:\/\/doi.org\/10.1109\/INFOCOM.2015.7218418","journal-title":"Comput Commun (INFOCOM)"},{"key":"2599_CR15","volume-title":"Stochastic Methods","author":"C Gardiner","year":"2009","unstructured":"Gardiner C (2009) Stochastic Methods. Springer, Berlin"},{"key":"2599_CR16","doi-asserted-by":"publisher","DOI":"10.1201\/b14835","volume-title":"Markov chain monte carlo in practice","author":"WR Gilks","year":"1995","unstructured":"Gilks WR, Sylvia R, David S (1995) Markov chain monte carlo in practice. CRC Press, London"},{"key":"2599_CR17","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2017.8258499","author":"A Gonz\u00e1lez-Vidal","year":"2017","unstructured":"Gonz\u00e1lez-Vidal A, Alfonso PR-G, Fernando T-S, Antonio S (2017) Data driven modeling for energy consumption prediction in smart buildings. IEEE Int Conf Big Data. https:\/\/doi.org\/10.1109\/BigData.2017.8258499","journal-title":"IEEE Int Conf Big Data"},{"issue":"7","key":"2599_CR18","doi-asserted-by":"publisher","first-page":"4415","DOI":"10.1007\/s11276-019-02105-4","volume":"25","author":"NYH Hadaidian","year":"2019","unstructured":"Hadaidian NYH, Yousef SK, Alimorad M (2019) A Markov model for investigating the impact of IEEE802.15.4 MAC layer parameters and number of clusters on the performance of wireless sensor networks. Wirel Netw 25(7):4415\u20134430. https:\/\/doi.org\/10.1007\/s11276-019-02105-4","journal-title":"Wirel Netw"},{"key":"2599_CR19","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/874047","author":"Z-J Han","year":"2014","unstructured":"Han Z-J, Wanli R (2014) A novel wireless sensor networks structure based on the SDN. Int J Distrib Sensor Netw. https:\/\/doi.org\/10.1155\/2014\/874047","journal-title":"Int J Distrib Sensor Netw"},{"key":"2599_CR20","doi-asserted-by":"publisher","DOI":"10.3390\/electronics9060907","author":"X Li","year":"2020","unstructured":"Li X, Zhiyu M, Jianhua Z, Yongxin L, Lixue Z, Nan Z (2020) An Effective edge-assisted data collection approach for critical events in the SDWSN-based agricultural internet of things. Electronics (Switzerland). https:\/\/doi.org\/10.3390\/electronics9060907","journal-title":"Electronics (Switzerland)"},{"issue":"9","key":"2599_CR21","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1109\/MCOM.2015.7263373","volume":"53","author":"J Liu","year":"2015","unstructured":"Liu J, Li Y, Chen M, Dong W, Jin D (2015) Software-defined internet of things for smart urban sensing. IEEE Commun Mag 53(9):55\u201363","journal-title":"IEEE Commun Mag"},{"issue":"11","key":"2599_CR50","doi-asserted-by":"publisher","first-page":"1896","DOI":"10.1109\/LCOMM.2012.092812.121712","volume":"16","author":"T Luo","year":"2012","unstructured":"Luo T, Tan HP, Quek TQS (2012) Sensor openFlow: enabling software-defined wireless sensor networks. IEEE Commun lett 16(11):1896\u20131899. https:\/\/doi.org\/10.1109\/LCOMM.2012.092812.121712","journal-title":"IEEE Commun lett"},{"issue":"5","key":"2599_CR22","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/su12052117","volume":"12","author":"Y Ma","year":"2020","unstructured":"Ma Y, Li B (2020) Hybridized intelligent home renewable energy management system for smart grids. Sustainability (Switzerland) 12(5):1\u201314. https:\/\/doi.org\/10.3390\/su12052117","journal-title":"Sustainability (Switzerland)"},{"key":"2599_CR23","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1016\/j.comcom.2019.12.056","volume":"152","author":"M Manojprabu","year":"2020","unstructured":"Manojprabu M, Sarma Dhulipala VR (2020) Improved energy efficient design in software defined wireless electroencephalography sensor networks (WESN) using distributed architecture to remove artifact. Comput Commun 152:266\u2013271. https:\/\/doi.org\/10.1016\/j.comcom.2019.12.056","journal-title":"Comput Commun"},{"issue":"2","key":"2599_CR24","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1145\/1355734.1355746","volume":"38","author":"N McKeown","year":"2008","unstructured":"McKeown N, Anderson T, Balakrishnan H, Parulkar G, Peterson L, Rexford J, Shenker S, Turner J (2008) OpenFlow: enabling innovation in campus networks. ACM SIGCOMM Comput Commun Rev 38(2):69\u201374","journal-title":"ACM SIGCOMM Comput Commun Rev"},{"key":"2599_CR25","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2020.100213","author":"VG Menon","year":"2020","unstructured":"Menon VG, Jacob S, Joseph S, Sehdev P, Khosravi MR, Al-Turjman F (2020) An IoT-enabled intelligent automobile system for smart cities. Internet Things. https:\/\/doi.org\/10.1016\/j.iot.2020.100213","journal-title":"Internet Things"},{"key":"2599_CR26","unstructured":"Mini RAF, Badri N, Antonio AFL (2002) A Probabilistic approach to predict the energy consumption in wireless sensor networks. In: IV Workshop de Comunicao Sem Fio E Computao Mvel, pp 23\u201325. https:\/\/citeseerx.ist.psu.edu\/viewdoc\/summary?doi=10.1.1.11.4906. Accessed 24 Oct 2018"},{"issue":"2","key":"2599_CR27","doi-asserted-by":"publisher","first-page":"235","DOI":"10.1016\/j.adhoc.2004.07.008","volume":"3","author":"RAF Mini","year":"2005","unstructured":"Mini RAF, Machado MDV, Loureiro AAF, Nath B (2005) Prediction-based energy map for wireless sensor networks. Ad Hoc Netw 3(2):235\u2013253. https:\/\/doi.org\/10.1016\/j.adhoc.2004.07.008","journal-title":"Ad Hoc Netw"},{"key":"2599_CR28","doi-asserted-by":"publisher","first-page":"1621","DOI":"10.1007\/s12652-018-0766-7","volume":"10","author":"KM Modieginyane","year":"2018","unstructured":"Modieginyane KM, Reza M, Babedi BL (2018) Flexible network management and application service adaptability in software defined wireless sensor networks. J Ambient Intell Human Comput 10:1621\u20131630","journal-title":"J Ambient Intell Humaniz Comput"},{"issue":"1","key":"2599_CR29","doi-asserted-by":"publisher","first-page":"39","DOI":"10.15837\/ijccc.2019.1.3487","volume":"14","author":"GA Montoya","year":"2019","unstructured":"Montoya GA, Donoso Y (2019) A prediction algorithm based on Markov chains for finding the minimum cost path in a mobile WSNs. Int J Comput Commun Control 14(1):39\u201355. https:\/\/doi.org\/10.15837\/ijccc.2019.1.3487","journal-title":"Int J Comput Commun Control"},{"key":"2599_CR30","doi-asserted-by":"crossref","unstructured":"Qin Z, Grit D, Carlo G, Paolo B, Nalini V (2014) A software defined networking architecture for the internet-of-things. In: Network Operations and Management Symposium (NOMS), 2014 IEEE, 1\u20139. IEEE.","DOI":"10.1109\/NOMS.2014.6838365"},{"key":"2599_CR31","first-page":"28759","volume":"1","author":"A Sehgal","year":"2013","unstructured":"Sehgal A (2013) Using the Contiki Cooja Simulator. Comput Sci Jacobs Univ Brem Campus Ring 1:28759","journal-title":"Comput Sci Jacobs Univ Brem Campus Ring"},{"key":"2599_CR32","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.jnca.2015.05.002","volume":"59","author":"Y Wang","year":"2016","unstructured":"Wang Y, Hainan C, Xiaoling W, Lei S (2016) An energy-efficient sdn based sleep scheduling algorithm for WSNs. J Netw Comput Appl 59:39\u201345. https:\/\/doi.org\/10.1016\/j.jnca.2015.05.002","journal-title":"J Netw Comput Appl"},{"key":"2599_CR33","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1016\/j.comnet.2018.04.009","volume":"139","author":"R Wang","year":"2018","unstructured":"Wang R, Zhang Z, Zhang Z, Jia Z (2018) ETMRM: an energy-efficient trust management and routing mechanism for SDWSNs. Comput Netw 139:119\u2013135. https:\/\/doi.org\/10.1016\/j.comnet.2018.04.009","journal-title":"Comput Netw"},{"key":"2599_CR34","doi-asserted-by":"publisher","DOI":"10.1109\/ISWCS.2016.7600920","author":"L Wenxing","year":"2016","unstructured":"Wenxing L, Wu M, Wu Y (2016) Energy-efficient algorithm based on multi-dimensional energy space for software-defined wireless sensor networks. Int Symp Wirel Commun Syst (ISWCS). https:\/\/doi.org\/10.1109\/ISWCS.2016.7600920","journal-title":"Int Symp Wirel Commun Syst (ISWCS)"},{"issue":"20","key":"2599_CR35","doi-asserted-by":"publisher","first-page":"7393","DOI":"10.1109\/JSEN.2016.2585019","volume":"16","author":"W Xiang","year":"2016","unstructured":"Xiang W, Wang N, Zhou Y (2016) An energy-efficient routing algorithm for software-defined wireless sensor networks. IEEE Sens J 16(20):7393\u20137400. https:\/\/doi.org\/10.1109\/JSEN.2016.2585019","journal-title":"IEEE Sens J"},{"issue":"5","key":"2599_CR36","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1109\/MCOM.2016.7470945","volume":"54","author":"Ke Xu","year":"2016","unstructured":"Xu Ke, Wang X, Wei W, Song H, Mao Bo (2016) Toward software defined smart home. IEEE Commun Mag 54(5):116\u2013122","journal-title":"IEEE Commun Mag"},{"issue":"2","key":"2599_CR37","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1109\/TCE.2020.2981636","volume":"66","author":"M Yamauchi","year":"2020","unstructured":"Yamauchi M, Ohsita Y, Murata M, Ueda K, Kato Y (2020) Anomaly detection in smart home operation from user behaviors and home conditions. IEEE Trans Consum Electron 66(2):183\u2013192. https:\/\/doi.org\/10.1109\/TCE.2020.2981636","journal-title":"IEEE Trans Consum Electron"},{"key":"2599_CR38","doi-asserted-by":"publisher","DOI":"10.3390\/s19122739","author":"MU Younus","year":"2019","unstructured":"Younus MU, Saif UI, Sung WK (2019) Proposition and real-time implementation of an energy-aware routing protocol for a software defined wireless sensor network. Sensors (Basel, Switzerland). https:\/\/doi.org\/10.3390\/s19122739","journal-title":"Sensors (Basel, Switzerland)"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-020-02599-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12652-020-02599-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-020-02599-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,13]],"date-time":"2021-10-13T09:23:52Z","timestamp":1634117032000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12652-020-02599-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,10,13]]},"references-count":39,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2021,10]]}},"alternative-id":["2599"],"URL":"https:\/\/doi.org\/10.1007\/s12652-020-02599-3","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"type":"print","value":"1868-5137"},{"type":"electronic","value":"1868-5145"}],"subject":[],"published":{"date-parts":[[2020,10,13]]},"assertion":[{"value":"18 January 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 October 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 October 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}