L. Zhao's scientific contributions

Publication (1)

Article
The prediction of deck motion is an effective and potential means of improving the landing/take-off safety of carrier-based aircraft using current and historical deck-motion measurements when deck motion in six degrees of freedom cannot be effectively controlled or restrained. The prediction models of deck motion should have excellent nonlinear fit...

Citations

... The deficiencies such as small convergence rate [4], overfitting problem [5], of classical gradient based methods lead to the development of variant of neural network, i.e., extreme learning machine (ELM) introduced by Huang [6]. It is employed for sales forecasting [7], bankruptcy prediction [8], stock price prediction [2], electricity price forecasting [9], temperature prediction of molten steel [10] and predicting patient-outcomes [11] etc. A revolutionary ELM has many benefits of improving training accuracy [12], arbitrary selection of weights of input layers with biases [13], preventing from local optimum [14,15], resolving over-fitting problem [16], rapid prediction in non-linear systems occurred in various real-life situations [2,4,17], requiring less human involvement [18]. The ELM associates with the problems such as at every trial, the prediction accuracy result of ELM varies with their arbitrary association between the input layer and hidden layer [19,20], requires more number of hidden layer nodes increasing the training time [12,21], fails to provide satisfactory result in few cases due to the poor convergence [3]. ...