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Found 2 results

  1. Use Case Background In certain use cases, it can be advantageous to move data forward or back in time. You may move signals as part of a data cleansing step in a cause and effect analysis, prior to performing a regression, or simply as a more intuitive visualization. Here are some specific examples where this might be useful: Comparing a process variable to a process setpoint when the process variable lags the setpoint. Aligning inputs and outputs in unit operations where there is a known lag or residence time: In a plug flow reactor analysis, you may want to line up the outlet flow rate with the inlet flow rates after a known residence time. In a conveyor belt analysis, you may want to compare a widget created with an input variable upstream. Aligning lab data with process data. Moving a signal in time is easily accomplished in Seeq using the Formula tool and the function .move() Moving a signal forward in time 1. Search and select the relevant signal in the data tab and click to add it to the trend. 2. In the Tools tab, select the Formula tool. 3. Give the formula an appropriate name and enter the following formula. Make sure to match the variable name in the formula tool. Here, $cp represents the Compressor Power signal I want to move. $cp.move(3h) 4. Execute the formula. You will now have a new signal where the data is shifted forward in time. Moving a signal back (earlier) in time Follow steps 1-4 above, but in step 3, use a negative sign to indicate moving the signal earlier. $cp.move(-3h) Moving a signal by the value of another signal Example use case: Oftentimes, lab data is associated with the time the lab technician completed the test and recorded the results instead of the time when the sample was obtained from the process, which could be hours or days earlier. In order to do a root cause analysis, it would be useful if the quality results lined up with when the sample was obtained. The data could be moved using a static value, like the examples above, but if there is relevant data that can be used to dynamically shift the time period based on when the sample was actually taken, that may be more accurate and useful. In this case, $labData is the lab result with the original timestamp, and $lagTime is the difference in time from when the sample is taken and when the sample result is recorded. By inputting this into the .move() function we can dynamically move the quality data to line up with the actual process conditions using the formula below. To do this, follow steps 1-4 above, but in step 3, use another signal as your first formula parameter and the second parameter representing the maximum you want to move any given sample. $labData.move($lagTime, 5min) In the above example, $labData will be moved by the value indicated in $lagTime, up to 5 minutes, the maximum any sample will be moved. Content Verified DEC2023
  2. Hi All, I'm working on some data , wherein i have 6 Independent variable and 1 dependent variable. while running the Regression model on this data, i get very less Accuracy of model as mentioned in below screenshot. Note :- As far as data Pre-processing is concern , i have scale the features and also imputes the missing values on the basis of mean imputation. Do let me know if there's any pre-processing feature is there in seek to deal with data. Regards, JItesh Vachheta
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