In the comparisons with the Capon, and APES, we used the batch processing versions of these methods in[41], then we implemented the adaptive brute force versions of these methods in[46] for nonstationary signal experiments.
For the sake of completeness, we compared the results of the sequential method to the estimates obtained after processing all data using the batch method in (4).
Start Command Prompt using the batch file.
Hadoop is the most widely used framework for the batch processing computations in CPS and has been applied in different settings like smart grids [11] and traffic monitoring [9].
Using this batch processing tool, we calculated the sum of mass isotopomer intensities and the 13C enrichments of mass fragments that had been annotated previously [17] using previously described methods [36], [37].
In addition to processing one subject at a time using the CGITA GUI, the user may also elect to use the batch mode by processing all subjects automatically without the user input.
Compared to the batch processing, this important feature is better preserved in the sequential processing.
This method can be implemented using a batch processing approach in time complexity O(mlogm) where m represents the number of flows but can achieve linear time with a slight variation.
Table 2 WER obtained using full batch processing for one-channel, two-channel, and eight-channel tasks SimData RealData Room 1 Room 2 Room 3 Avg.
Using full batch processing, we obtained an average WER of 9.0 and 23.4 % on the SimData and RealData, respectively, for the two-channel task, whereas for the eight-channel task on the SimData and RealData, the average WERs found were 8.9 and 21.7 %, respectively.
