Nonlinear mobile sensor calibration using informed semi-nonnegative matrix factorization with a Vandermonde factor
作者： Clement Dorffer , Matthieu Puigt , Gilles Delmaire , Gilles Roussel
关键词:
摘要: In this paper we aim to blindly calibrate a mobile sensor network whose sensor outputs and the sensed phenomenon are linked by a polynomial relationship. The proposed approach is based on a novel informed semi-nonnegative matrix factorization with a Vandermonde factor matrix. The proposed approach outperforms a matrix-completion-based method in a crowdsensing-like simulation of particulate matter sensing.
archives-ouvertes.fr
sci-hub.se 参考文章(21)
Olga Saukh, David Hasenfratz, Christoph Walser, Lothar Thiele, On Rendezvous in Mobile Sensing Networks REALWSN. pp. 29- 42 ,(2014) , 10.1007/978-3-319-03071-5_3
Emiliano Miluzzo, Nicholas D. Lane, Andrew T. Campbell, Reza Olfati-Saber, CaliBree: A Self-calibration System for Mobile Sensor Networks Distributed Computing in Sensor Systems. pp. 314- 331 ,(2008) , 10.1007/978-3-540-69170-9_21
Cedric Fevotte, Nicolas Dobigeon, Nonlinear Hyperspectral Unmixing With Robust Nonnegative Matrix Factorization IEEE Transactions on Image Processing. ,vol. 24, pp. 4810- 4819 ,(2015) , 10.1109/TIP.2015.2468177
Ines Meganem, Yannick Deville, Shahram Hosseini, Philippe Deliot, Xavier Briottet, Linear-Quadratic Blind Source Separation Using NMF to Unmix Urban Hyperspectral Images IEEE Transactions on Signal Processing. ,vol. 62, pp. 1822- 1833 ,(2014) , 10.1109/TSP.2014.2306181
Cagdas Bilen, Gilles Puy, Remi Gribonval, Laurent Daudet, Convex Optimization Approaches for Blind Sensor Calibration Using Sparsity IEEE Transactions on Signal Processing. ,vol. 62, pp. 4847- 4856 ,(2014) , 10.1109/TSP.2014.2342651
A. Limem, G. Delmaire, M. Puigt, G. Roussel, D. Courcot, Non-negative Matrix Factorization under equality constraints—a study of industrial source identification Applied Numerical Mathematics. ,vol. 85, pp. 1- 15 ,(2014) , 10.1016/J.APNUM.2014.05.009
Byung-Tak Lee, Seung-Chul Son, Kyungran Kang, A Blind Calibration Scheme Exploiting Mutual Calibration Relationships for a Dense Mobile Sensor Network IEEE Sensors Journal. ,vol. 14, pp. 1518- 1526 ,(2014) , 10.1109/JSEN.2013.2297714
Mikael Sorensen, Lieven De Lathauwer, Blind Signal Separation via Tensor Decomposition With Vandermonde Factor: Canonical Polyadic Decomposition IEEE Transactions on Signal Processing. ,vol. 61, pp. 5507- 5519 ,(2013) , 10.1109/TSP.2013.2276416
Laura Balzano, Robert Nowak, Blind calibration of sensor networks Proceedings of the 6th international conference on Information processing in sensor networks - IPSN '07. pp. 79- 88 ,(2007) , 10.1145/1236360.1236372
Stephen R. Becker, Emmanuel J. Candès, Michael C. Grant, Templates for convex cone problems with applications to sparse signal recovery Mathematical Programming Computation. ,vol. 3, pp. 165- 218 ,(2011) , 10.1007/S12532-011-0029-5