Downstream data

FIGURE 6.7. Comparison between acetic acid and nitrate concentrations in the influent from the sewer network to the treatment plant located downstream. Data originate from two sewer branches, one with and one without nitrate addition, May 21 through August 27,1992. 

DAnTE Pacific Northwest National Laboratory Allows users to perform various downstream data analysis, normalization, data reduction, and hypothesis testing steps (http // omics.pnl.gov/software/DAnTE.php)... 

A step with big influence on further downstream data analysis of microarray data is the method of calculating gene expression. In 2006, Millenaar... 

Demand Networks and Use of Downstream Data Joint Value Creation Strategies with Customers... 

Technology evolution and adaptation. In the period of 2005 to 2012, while Pepsi proactively pursued the use of market sensing and downstream data technologies in the United States, Coca-Cola could not. While PepsiCo aggressively built sales overlay systems across the bottlers and pushed for the adoption of new technologies to sense... 

Downstream data The use of channel data to sense and shape demand. This can include data for sales at the point of transaction, sales through distributors, inventory in channel trading partners warehouses, and demand insight data. 

Demand sensing is the translation of downstream data with minimal latency to understand what is being sold, who is buying the product (attributes), and how it is impacting demand. Overall, there are four techniques to improve channel sensing ... 

Organization. The use of downstream or channel data also depends on the organization having the right combination of inspiration (vision), perspiration, and iimovation. ft is not as simple as stuffing downstream data into traditional supply chain technologies. 

Evaluate the fit of the data model to use channel data. Investigate integration of downstream data, such as retail POS data, to provide a better source of true demand. Synchronize data inputs. Embrace new forms of channel data to drive innovation. 

We routinely print each protein in triplicate within each array so that we have three technical replicates during downstream data analysis. Furthermore, depending on the desired downstream assay format, it is simple with robotic arrayers to print either 1, 2, 4, 8, or 16 replica sub-arrays on each 7.5 x 2.5 cm glass slide. Obviously, the higher the number of sub-arrays per slide, the lower the number of discrete protein spots that can be accommodated in each sub-array. By way of example, using... 

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