Saturday, 20 April 2013

Control Phase

The project has continued and is beating our expectations. The team contributed very well and we believe that the project has far exceeded our expectations. The Finance department have also come back with a batch improvement valuation. The savings per batch is now calculated at $2056 per batch. There is a cost included here for testing which they were not including at the start of the project but when it was reviewed showed that it was a realistic and large saving to the laboratory department.
Since the 2 failures we have not proceeded with the timing process unless the particle size analysis after application has been complete. The particle size analysis has so far indicated that our D90 should be below 1450 for the processing at 115 TC. As can be seen from the run chart below the results have been in a tight range.
Run chart

We have manufactured 42 batches since the failure and we have noticed considerable improvement on the CP/CPK. Before the project started the CPK was a negative number and now it is positive (CPK 1.61). This can be seen from the chart below.
Process capability chart

If we include the 2 failed batches the CP/CPK is as follows 1.18/1.17 and while both are positive values they are both below the 1.33 minimum expectations.
Process capability chart 2

Our target was to make reductions to the lead time, number of days timing and the cost per timing at the timing stage. The table below shows the current state. Each metric has exceeded our expectations.
Lead time: This has now been adjusted on SAP to reflect 30 days. However with machine and personnel availability the process can be complete in 8 days
Number of days timing: None of the last 42 batches manufactured required day 2 timing so this is exceeding expectations as we had hoped to be 1.5 days timing or less. On SAP we have removed all phases after day 2 timing and we will monitor and review this in 6 months’ time with a view to only leaving 1 timing phase for day 1 only.
Cost per batch at the timing stage: This cost has reduced from a massive $2893 to $847. We had been expecting a smaller figure as we were not getting credit for a considerable reduction in testing which can and actually does add a large cost to each day of timing. Our Finance department reviewed the potential savings and have agreed that there was a large work reduction for the laboratory and have now removed that from the cost of manufacture of each batch. The order for the full year 2013 was expected to be 100 batches but since the start of the project the order has increased to just over 200 batches.
Table with previous and current state
Metric
Previous state
Current State
Lead time
Number of days timing
Cost per batch at the timing stage
42 days

2.2 days
$2893 per batch
30 days

1 day (last 42 batches)
$837

We have made a huge improvement in the stages of processing of this product. We have not changed the formulation of the product but with the help of the DMAIC process we were able to show that the product can be manufactured more efficiently and have a better use of equipment and personnel resources. We will now proceed with an OEE on the equipment as we have shown that the product can be manufactured in 8 days but we will need to show that the equipment effectiveness is in place before we reduce the lead time further. A lead time of 8 days on this product would mean that a customer could have their product 2 months after they have ordered it.
We will present this project to the site leadership team and already I have been asked to apply these learning’s to other products.
Tasks completed
·        Changed from 75 timing coats on day 1 to 115 timing coats
·        Updated MBR with instruction to remove and test a 10 gram sample for particle size
·        Test the sample using the EYECON which is now qualified
·        SOP implemented to cover use and cleaning of the EYECON
·        Updated the SOP for the process guidelines of the product
·        Run chart for the product and the bead blends has been started and will be present as a KPI at the monthly communication meetings for a period of 1 year
Below is the equipment used in the processing at the timing stage.
The CF Granulator


 

Sunday, 7 April 2013

Improve phase

The team have been working well and we are on schedule with our project. We agreed on 115 timing coats per batch on day 1 based on the review of the 4 batches done under VCA.
Our validation department have requested that we track the next 8 batches under VCA and that we submit a manufacturing engineering report when it is completed. We have also to manufacture these batches under process deviation as we are making changes to the batch record. The changes are not implemented yet.
We successfully processed the 8 under VCA. We then proceeded with another 20 batches and hit a Road block. We had 2 out of spec batches as can be seen from the graph below.
6th hour dissolution Run chart

We called an emergency meeting to root cause analyse and we performed a fish bone. All the manufacturing associates that were involved in processing the batches were interviewed. The laboratory personnel that tested the batch were also interviewed.
Fish bone

Both the manufacturing associate and the laboratory person that tested the batch had observed that the bead was bigger than normal. It was now time to check our particle size after the applied stage as we had been removing a 10 gram sample for analysis with the EYECON particle size analyser The samples were not analysed yet so we proceeded to perform the analysis on the batches. The table below shows the results of the 28 batches analysed and to our surprise there were 2 batches with larger bead than the other 26 batches and both were outside specification on dissolution.
Particle size analysis

What caused the larger bead?  It was time to go back to Gemba and check the CF room and Compu 4 system. We reviewed the data on the batch report and found that a critical parameter (the rotor speed had not been adjusted when it should have been. The associate that had manufactured the batch had not increased the rotor speed at the required time and this caused the bead to get larger early in the batch which had the affect on the sixe of the bead at the final stage of processing.
I had to prepare slides for our Product review board and state the case for not stopping the project and reverting back to 75 timing coats at day 1. Before the presentation there was a lot of doubt but at the end of the presentation it was agreed to go ahead.
The project has still remained on track despite delays in implementing changes on our batch record and SOP’s which are currently in change control. We are now keeping a closer watch on the particle size until the EYECON has been qualified which is currently under way after a recommendation from the Product Review Board. The Product review board also recommended that we immediately but the capsule batches using these components on for stability purposes to ensure that the stability of the batches are not affected.
Gant Chart

With the exception of the 2 batches that are outside specification the other 26 batches processed at 115 timing coats have met the acceptance criteria. They will not require further timing as the profiles are suitable to use in the bead blends with our current safety stock of components. We will now continue to monitor the batches and evaluate the savings being made for the product.
Regression analysis was not applicable as there was no change in the processing parameters. We did do a Regression analysis just to see what appeared but there was nothing of benefit.