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Shape control on probability density function in stochastic systems 被引量:5

Shape control on probability density function in stochastic systems
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摘要 A novel strategy of probability density function (PDF) shape control is proposed in stochastic systems. The control er is designed whose parameters are optimal y obtained through the improved particle swarm optimization algorithm. The parameters of the control er are viewed as the space position of a particle in particle swarm optimization algorithm and updated continual y until the control er makes the PDF of the state variable as close as possible to the expected PDF. The proposed PDF shape control technique is compared with the equivalent linearization technique through simulation experiments. The results show the superiority and the effectiveness of the proposed method. The control er is excellent in making the state PDF fol ow the expected PDF and has the very smal error between the state PDF and the expected PDF, solving the control problem of the PDF shape in stochastic systems effectively. A novel strategy of probability density function (PDF) shape control is proposed in stochastic systems. The control er is designed whose parameters are optimal y obtained through the improved particle swarm optimization algorithm. The parameters of the control er are viewed as the space position of a particle in particle swarm optimization algorithm and updated continual y until the control er makes the PDF of the state variable as close as possible to the expected PDF. The proposed PDF shape control technique is compared with the equivalent linearization technique through simulation experiments. The results show the superiority and the effectiveness of the proposed method. The control er is excellent in making the state PDF fol ow the expected PDF and has the very smal error between the state PDF and the expected PDF, solving the control problem of the PDF shape in stochastic systems effectively.
出处 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第1期144-149,共6页 系统工程与电子技术(英文版)
基金 supported by the National Natural Science Fundation of China(61273127) the Specialized Research Fund of the Doctoral Program in Higher Education(20106118110009 20116118110008) the Scientific Research Plan Projects of Shaanxi Education Department(12JK0524) the Young Teachers Scientific Research Fund of Xi’an University of Posts and Telecommunications(1100434)
关键词 stochastic systems probability density function (PDF) shape control improved particle swarm optimization. stochastic systems, probability density function (PDF),shape control, improved particle swarm optimization.
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