Step 3B: Choosing the Correct Control Chart (Continuous Data)
April 3, 2025
Just like there are many types of discrete data charts available, there are also many types of continuous control charts available. The Six Sigma process methodology prescribes which chart must be used when. The prescription in the case of continuous data points is largely based on sample size. Below is the list of the different…
If the data type that needs to be charted is discrete, then it must fall between one of binary or count types. As the name suggests in case of binary distribution, there are only two possibilities, success and failure, defective and not defective, whereas in the case of count type distribution there may be more…
As we have seen, Six Sigma is an elaborate methodology. It requires time to learn and even more time to successfully implement. However, as we have also seen that there is a golden pot at the end of the rainbow. Countless organizations have transformed their operations based on their Six Sigma capabilities. Nowadays, having processes…
Control is all around us. We control the household appliances, the time schedules we follow and such mundane tasks of our everyday lives. We are intuitively aware of these principles. However putting these principles down explicitly helps us develop a formal understanding which we can then use in creating a control plan for our process.
Since control is so widely used in our day to day lives, one of the best way to understand control would be to take an example. A simple example of an air-conditioner with a thermostat would help us understand the principles.
Example: Air-Conditioner with a Thermostat
Suppose you have an air-conditioner at home and you want to set the temperature to 22 degrees Celsius, how do you do it? Well, you simply use the remote to enter the desired temperature into the machine which then ensures that the temperature in the room is approximately the one you had desired. Here is what actually happens behind the scene.
The air-conditioner has a thermostat inbuilt. The thermostat is the equipment which continuously monitors the temperature of the room outside. This provides the air-conditioner with the feedback information it needs.
Let’s suppose that the temperature in the room is 30 degrees Celsius when you switch on the air conditioner and program 22 degrees Celsius as your desired temperature.
The air-conditioner uses a simple algorithm to understand that tells it that since 30 degrees is greater than 22 degrees (the desired temperature), a corrective action must be taken.
The air-conditioner then keeps on cooling the room, until the thermostat tells the air-conditioner that the temperature has reached 22 degrees i.e. the desired temperature. Here the air-conditioner stops cooling.
Once again as the temperature starts increasing and goes beyond a certain level, lets say 24 degrees Celsius, the corrective action is set in and the temperature is brought back to the level where it should be. Hence the thermostat can automatically control the temperature.
The Principles Deciphered from the Example:
The formal principles of what is called feedback based control in statistical language have been pinned down in the example. They are as follows:
This is exactly how a process is controlled. The output levels (Y’s) are continuously measured and so are the levels of critical inputs (X’s). As soon as a discrepancy is located, corrective action must take place.
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