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In DOE, there are options such as Number of Starts and Design Search Time that enable you to control how much time is allocated to finding an optimal design.
d = DOE( Screening Design );
dt2 = Open( "$SAMPLE_DATA/Design Experiment/Weld Factors.jmp" );
d << Load Factors;
Close( dt2 );
d << {Set Random Seed( 12345 ), Screening Type( 1 ),
Number of Column Starts( 50 ), Set Sample Size( 12 ), Make Design};