Fundamentals of Statistical Process Control

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Presentation transcript:

Fundamentals of Statistical Process Control SPC

Statistical Process Control SPC is a tool for obtaining cost effective quality, achieved by process monitoring and forecasting techniques which are used to predict problems before they occur. (defect prevention) or SPC is the application of statistical methods to the monitoring and control of a process to ensure that it operates at its full potential to produce conforming product.

Where should you spend your money? Reliability Where should you spend your money? Increased Reliability - + $ $ Inspect Prevention Rework Corrective Action Rework Insp. Quality

Detection vs. Prevention Manufacture Manufacture Prevent $ Inspect & Sort Scrap or Rework SPC Feedback Ship Ship Old method New Method

Seven Tools: SPC Pareto Diagram Process Flow Diagram Cause and Effect Diagram Check sheets Histogram Scatter Diagram Control charts

PARETO DIAGRAM Pareto's law is that in almost every case, 80% of the total problems incurred are caused by 20% of the problem cause types; such as people, machines, parts, processes, and other factors related to the production of the product.   The Pareto diagram is a graphical overview of the process problems, in ranking order of the most frequent, down to the least frequent, in descending order from left to right. Thus, the Pareto diagram illustrates the frequency of fault types. Using a Pareto, you can decide which fault is the most serious or most frequent offender.

PROCESS FLOW DIAGRAM A process flow diagram (PFD) is a diagram commonly used in engineering to indicate the general flow of plant processes and equipment.   For many products and services it may be useful to construct a process flow diagram. These diagrams show the flow of the product and service as it moves through various processing operations. The diagram makes it easy to visualize the entire system, identify potential trouble spots and locate control activities.

CAUSE AND EFFECT DIAGRAM A C&E diagram is a picture composed of lines and symbols designed to represent a meaningful relationship between an effect and its causes.   It is also referred to as fishbone diagram because of its shape. For every effect, there are likely to be numerous causes. In C&E diagram the effect is on the right side and causes on the left.

CHECK SHEETS The check sheet is a simple document that is used for collecting data in real-time and at the location where the data is generated.   The document is typically a blank form that is designed for the quick, easy, and efficient recording of the desired information, which can be either quantitative or qualitative. When the information is quantitative, the check sheet is sometimes called a tally sheet. A defining characteristic of a check sheet is that data is recorded by making marks ("checks") on it.

HISTOGRAM It is a graphical representation, similar to a bar chart in structure, that organizes a group of data points into user-specified ranges.  The histogram condenses a data series into an easily interpreted visual by taking many data points and grouping them into logical ranges or bins. Histograms are commonly used in statistics to demonstrate how many of a certain type of variable occurs within a specific range. 4.5 to 5.5 5.5 to 6.5 6.5 to 7.5

SCATTER DIAGRAM A scatter diagram is a tool for analysing relationships between two variables. One variable is plotted on the horizontal axis and the other is plotted on the vertical axis. The pattern of their intersecting points can graphically show relationship patterns. Most often a scatter diagram is used to prove or disprove cause-and-effect relationships. 4.5 to 5.5 5.5 to 6.5 6.5 to 7.5

CONTROL CHART A statistical tool to determine if a process is in control. 4.5 to 5.5 5.5 to 6.5 6.5 to 7.5