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A systematic method to design optimal redundant sensor networks applying data validation theory is described.
In order to evaluate our approach, we correlated the proposed coordination indicators derived from the sensor data with three validation criteria.
This method is based on a linear model, which derived from a non-linear data validation model and the sensor network is optimised thanks to a genetic algorithm.
We describe a semantic data validation tool that is capable of observing incoming real-time sensor data and performing reasoning against a set of rules specific to the scientific domain to which the data belongs.
See Data Validation for more information.
RNA-seq expression data validation by quantitative RT PCR.
"It's an eye-opener," says Soko. "Data validation, missing reports... everything is at my fingertips.
Interviews have found that managers value data validation and quality over use.
Though a team does check new data for formatting and new organisations, data validation is currently absent.
entered data during Phase II, participated in data validation during Phase III, and commented on the manuscript.
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