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Optimization techniques,
statistical Designs
in
pharmaceutical product
development
Dr. K. L.DEEPTHI, M.PHARM. PH.D
ASSOCIATE PROFESSOR
DEPARTMENT OF PHARMACEUTICS
To
reduce
the cost
Safety &
reduce
the error
Innovati
on &
efficacy
reprodu
cibility
Save
the
time
Independent variables Dependent variables
• Widely used method(mostly used for tablets).
development of an analytical
method i.e. A continuous flow analyser
Triangle
for 2
vriable
Line for 1variable
Basic simplex method and modified simplex method
Y- response, a- regression coefficient, X- dependent variable
Formulation Standard
symbols
Effect (%drug
release)
Low drug- low excipient 1 10 %
Low drug- high excipient a 10%
High drug- low excipients b 20%
High drug- high excipient ab 30%
Experiment f1 f2 f3 Interpretation
1 -1 -1 -1 Zero level interaction
2 -1 +1 -1 Main factor effect f2
3 +1 -1 -1 Main factor effect f1
4 -1 -1 +1 Main factor effect f3
5 +1 +1 +1 Interaction between f1,
f2,f3.
full:
. fractional:
Factor
ial
design
factor
s
levels No.of
runs
22 2 2 4
23 3 2 8
32 2 3 9
33 3 3 27
Types:
1. Two level:
2. Three level
Two level
advantage:
allows independent
estimation of main
effect an dinteractions
limitation:
incresesd no.of
experiments require
increse no of factors
Thank you

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