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Syst."],"published-print":{"date-parts":[[2016,2,3]]},"abstract":"<jats:p>\n            Recent studies have shown that the IEEE 802.15.4 MAC protocol suffers from severe limitations, in terms of reliability and energy efficiency, when the CSMA\/CA parameter setting is not appropriate. However, selecting the optimal setting that guarantees the application reliability requirements, with minimum energy consumption, is not a trivial task in wireless sensor networks, especially when the operating conditions change over time. In this paper we propose a\n            <jats:italic>Just-in-Time LEarning-based Adaptive Parameter tuning<\/jats:italic>\n            (JIT-LEAP) algorithm that adapts the CSMA\/CA parameter setting to the time-varying operating conditions by also exploiting the past history to find the most appropriate setting for the current conditions. Following the approach of\n            <jats:italic>active<\/jats:italic>\n            adaptive algorithms, the adaptation mechanism of JIT-LEAP is triggered by a change detection test only when needed (i.e., in response to a change in the operating conditions). Simulation results show that the proposed algorithm outperforms other similar algorithms, both in stationary and dynamic scenarios.\n          <\/jats:p>","DOI":"10.1145\/2818713","type":"journal-article","created":{"date-parts":[[2016,1,14]],"date-time":"2016-01-14T02:18:38Z","timestamp":1452737918000},"page":"1-26","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":8,"title":["Just-in-Time Adaptive Algorithm for Optimal Parameter Setting in 802.15.4 WSNs"],"prefix":"10.1145","volume":"10","author":[{"given":"Simone","family":"Brienza","sequence":"first","affiliation":[{"name":"University of Pisa, Pisa, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Manuel","family":"Roveri","sequence":"additional","affiliation":[{"name":"Politecnico di Milano, Milano, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Domenico De","family":"Guglielmo","sequence":"additional","affiliation":[{"name":"University of Pisa, Pisa, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giuseppe","family":"Anastasi","sequence":"additional","affiliation":[{"name":"University of Pisa, Pisa, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2016,1,13]]},"reference":[{"volume-title":"Intelligence for Embedded Systems","author":"Alippi Cesare","key":"e_1_2_2_1_1"},{"key":"e_1_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2011.6033600"},{"key":"e_1_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2013.2239309"},{"key":"e_1_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2008.2000082"},{"key":"e_1_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2005.03.001"},{"key":"e_1_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2010.2085440"},{"key":"e_1_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.adhoc.2008.06.003"},{"key":"e_1_2_2_8_1","doi-asserted-by":"crossref","unstructured":"M. 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