Load Monitoring Based on the Auxiliary Particle Filter Algorithm
DOI: 10.23977/isspj.2016.11003 | Downloads: 45 | Views: 6247
Author(s)
Wang Shen 1, Wei Zhi-qiang 1, Yin Bo 1
Affiliation(s)
1 Ocean University of China, No.238, Songling Road, Laoshan District, Qingdao City, Shandong Province, China
Corresponding Author
Yin BoABSTRACT
This paper introduces family load monitoring based on auxiliary particle filter algorithm. It mainly uses a set of random samples with relevant weights to estimate the posterior probability density p(xt|Yt). First of all, the model of household electrical appliances is established in this paper, then using the particle filter algorithm to estimate the state. It mainly consists of two parts: including Bayesian estimation and auxiliary particle filter-based load monitoring. Finally, the data collected by the sensor is simulated on the MATLAB platform, and the simulation results are obtained by using the evolutionary auxiliary particle filter algorithm.
KEYWORDS
Non-intrusive load monitoring, Household and appliance model, Particle filter, Bayesian estimation, Auxiliary particle filter, MATLAB simulationCITE THIS PAPER
Shen, W. , Zhiqiang, W. and Bo, Y. (2016) Load Monitoring Based on the Auxiliary Particle Filter Algorithm.Information Systems and Signal Processing Journal (2016) 1: 12-18.
REFERENCES
[1] Hart G W.Nonintrusive appliance load monitoring[J].Proceedings of the IEEE,1992,80(12):1870-1891.
[2] Froehlich J,Larson E,Gupta S,et al.Disaggregated end-use energy sensing for the smart grid[J].IEEE Pervasive Computing,2010,10(1):28-39.
[3] Ridi A,Gisler C,Hennebert J.A Survey on Intrusive Load Monitoring for Appliance Recognition[C]//Pattern Recognition(ICPR),2014 22nd International Conference on.Stockholm:IEEE,2014:3702-3707.
[4] Gordon N,Salmond D.Novel approach to non-linear and no n-Gaussian Bayesian state estimation[J].Proc of Institute Electric Engineering,1993,140(2):107-113.
[5] F. Dellaert, D. Fox, W. Burgd, and S. Thrun. Monte carlo localization for mobile robots. In proc. IEEE International Conference on Robotics and Automation, Detroit, Mechigan, May, 1999.
[6] M. K. Pitt and N. Shephard. Filtering via simulation: Auxiliary particle filters. Journal of American Statistical Association,94(446): 590-599, June 1999.
[7] A. Doucet, N. de freitas, and N. Gordon. Sequential Monte Carlo methods in practice, Springer-verlag,2001.
[8] M. Isard and A. Blake. Condesation-conditional density propagation for visual tracking. Int. j. Comp. Vision, vol.29, no.1, pp:5-28, 1998.
[9] Handschin J E.Monte Carlo techniques for prediction and filtering of non-linear stochastic processes [J] .Automatica, 1970, 6(3) : 555-563.
[10] L. Rabiner, “A tutorial on hidden Markov models and selected applications in speech recognition,” Proc. IEEE, vol. 77, no. 2, pp. 257–286,Feb. 1989.
[11] M. S. Arulampalam, S. Maskell, N. Gordon, and T. Clapp, “A tutorial on particle filters for online nonlinearn-Gaussian Bayesian tracking,” IEEE Trans. Signal Process., vol. 50, no. 2, pp. 174–188,Feb. 2002.
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