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Fig. 1 Depiction of the data collection workflow.
The data collection workflow was implemented in KNIME version 2.11 [14].
To validate the time-domain data collection workflow, an experiment was conducted using a cylindrical phantom with two fluorescence inclusions.
This supports the contention that the time-domain data collection workflow is highly robust, since the signal in some of the individual time-gates represents less than 1% of the total collected signal, and is therefore expected to be highly sensitive to any inaccuracies in data calibration, specifically time-referencing.
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Participating CHCs received technical assistance to facilitate data collection and workflow.
Many researchers creating these small, heterogeneous datasets use Excel at some point in their data collection and analysis workflow, so we were interested in developing a data management tool that fits easily into those work flows and minimizes the learning curve for researchers.
Three additional factors contributed to the practices' level of GEM usage and decision to sustain usage: (1) level of integration of the GEM information into the EHR system; (2) consistency of data collection process with nursing workflow; and (3) patient reluctance to provide HRQL information.
The authors present a workflow from data collection and analysis to design outputs for integrating Lidar-derived point-cloud data into rockmass stability modelling.
In this two-part publication, we present the complete workflow of data collection, model development and validation, control tuning, dynamic optimization formulation and solution, and supervisory control architecture for a coal-fired subcritical power plant.
Hadoop was initially introduced in 2007 as an open source implementation of the MapReduce processing engine linked with a distributed file system [10], but it has since evolved into a vast web of projects related to every step of a big data workflow, including data collection, storage, processing, and much more.
According to the current workflow, after data collection through wet labs or advanced techniques, what is left for the next step is just technical analysis.
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