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Accordingly, the light-weight design of conceptual configuration for complex parts under multi-objective and multi-condition can be realized.
DNN-JT4 achieved the best performance in average and consistently outperformed the corresponding multi-condition system (Multi-2) and other joint training approaches across all close-talking conditions.
For a better and fair comparison to further demonstrate the effectiveness of the jointly trained model, a multi-condition model (Multi-2(10HL)) with the same network topology as DNN-JT1 was provided.
However, the noisy training obtains multi-conditioned speech data by corrupting clean speech signals, while the multi-condition training uses real-world speech data recorded in multiple noise conditions.
For training, we used the 7861 utterances of multi-condition data, which was also the training data for multi-condition baseline GMM-HMM.
The findings would be useful to reduce the flow unsteadiness and to increase the pump reliability under multi-conditions.
The I-t curves presented repeatable responses to light on/off cycles, and multi-conditions analyses indicated that the enhanced photocurrent was attributed to the additional redox species associated with P. aeruginosa PAO1 and with the biofilm on birnessite.
For example, 'multi-rt' denotes the AM retrained using dereverberated multi-condition data, and 'cln+mlt-rt' denotes the AM retrained using clean and processed multi-condition data.
In the GSS approach, the AM was retrained using processed (dereverberated) multi-condition reverberant data.
The multi-condition dataset was dereverberated first using the feature mapping method.
The acoustic model was retrained by using clean and dereverberated multi-condition data ('clean+multi-rt').
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