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During this case monitoring, sensors suffer long exposure to erosion and may lead to errors in the measurement. An approach is proposed to make use of a soft-decision fusion approach according to the Neyman-Pearson criterion to accumulate auxiliary data from multiple sensors. The proposed method optimizes the soft-function and adjusts its range of sensors, which provide auxiliary data to improve the fusion center confidence for making a global decision. The new method encompasses the collection of useful data and weights and combines them according to the corresponding confidence level to make a global decision. In the simulation case of Rayleigh-distributed observations of leakage monitoring, it is proved that the proposed method has a good performance. <\/jats:p>","DOI":"10.1155\/2014\/319093","type":"journal-article","created":{"date-parts":[[2014,12,22]],"date-time":"2014-12-22T21:13:47Z","timestamp":1419282827000},"page":"319093","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Decision Fusion Supported by Correlated Auxiliary Data in Wireless Sensor Networks"],"prefix":"10.1177","volume":"10","author":[{"given":"Yu","family":"Bao","sequence":"first","affiliation":[{"name":"Department of Computer Science and Technology, China University of Mining & Technology, Xuzhou 221116, China"},{"name":"State Key Laboratory for Geomechanics & Deep Underground Engineering, China University of Mining & Technology, Xuzhou 221116, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiexing","family":"Miao","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Geomechanics & Deep Underground Engineering, China University of Mining & Technology, Xuzhou 221116, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanqun","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Technology, China University of Mining & Technology, Xuzhou 221116, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aijuan","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Technology, China University of Mining & Technology, Xuzhou 221116, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2014,12,22]]},"reference":[{"doi-asserted-by":"publisher","key":"B1-2014-319093","DOI":"10.1016\/j.neucom.2007.06.016"},{"doi-asserted-by":"publisher","key":"B2-2014-319093","DOI":"10.1016\/j.inffus.2012.09.001"},{"doi-asserted-by":"publisher","key":"B3-2014-319093","DOI":"10.1109\/tsp.2011.2171686"},{"doi-asserted-by":"publisher","key":"B4-2014-319093","DOI":"10.1109\/SPAWC.2011.5990389"},{"doi-asserted-by":"publisher","key":"B5-2014-319093","DOI":"10.2298\/csis110617004s"},{"doi-asserted-by":"publisher","key":"B6-2014-319093","DOI":"10.1016\/j.inffus.2010.08.001"},{"doi-asserted-by":"publisher","key":"B7-2014-319093","DOI":"10.1016\/j.aeue.2010.05.002"},{"doi-asserted-by":"publisher","key":"B8-2014-319093","DOI":"10.1109\/TAES.2011.5937293"},{"doi-asserted-by":"publisher","key":"B9-2014-319093","DOI":"10.1109\/tit.1982.1056489"},{"doi-asserted-by":"publisher","key":"B10-2014-319093","DOI":"10.1155\/2014\/294591"},{"volume-title":"Proceedings of the IEEE Global Telecommunications Conference (GLOBECOM '05)","author":"Bahceci I.","first-page":"2420","key":"B11-2014-319093"},{"doi-asserted-by":"publisher","key":"B12-2014-319093","DOI":"10.1109\/TAES.1987.310858"},{"volume-title":"Detection and Estimation Theory and Its Application","year":"2004","author":"Schonhofff T. 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