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Helmholtz Machine Evolutionary Algorithm Based on Kalman Filter |
Zhong Wei-cai; Liu Jing; Liu Fang; Jiao Li-cheng |
Key Lab for Radar Signal Processing Xidian University; Xi’an 710071 China |
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Abstract On the basis of information fusion, an Evolutionary Algorithm based on Helrnholtz Machine and Kalman Filter (KFHMEA) is proposed. In KFHMEA, the population is divided into several sub-populations and Helmholtz machine is used to estimate the state of each sub-population. Then the information of these states is fused using a Kalman filter, and the fused information is feed back to the sub-populations. Experimental results demonstrate that KFHMEA outperforms HMEA in the stability and global search ability.
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Received: 10 April 2003
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