DEAP

Genetic Algorithm for Tandem Blade Optimization.

geomTurbo File Generation

Generation of NUMECA file (geomTurbo) from GUI-blades.

Logging

Logging of Runs. Uses the package logging in deap_run_handle.py. Logs are shaped as follows:

• HEADER

• individual (generation)

• best fitness (generation)

• best individual (total)

• blade1/blade2 parameters

Log structure

DATETIME	TYPE	LOGTYPE	INFORMATION
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	SOFTWARE VERSION:X.X
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	POPSIZE, CXPB, MUTPB, PENALTY_FACTOR
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Free Parameters: …
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	RAMDOM_SEED:XX
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Objective function parameters: A:X, B:X, C:X
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Reference Blade parameters: …
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Reference Blade fitness: …
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind1, generation:0
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind2, generation:0
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	…
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind_POPSIZE, generation:0
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Population size: 50, best Fitness: XX
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind1, generation:1
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind2, generation:1
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	…
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind_POPSIZE, generation:1
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Population size: 50, best Fitness: XX
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind1, generation:X
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind2, generation:X
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	…
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	ind_POPSIZE, generation:X
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Population size: 50, best Fitness: XX
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	Best individual:
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	(parameters of ind_best)
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	[blade1] (parameters of blade1)
[DD-MM-YY HH:MM:SS]	INFO	DEAP_info	[blade2] (parameters of blade2)

Visualization of Results

Different Plots of the Run from Logs.

Feature/Density Plot

Plot density of all free parameters.

Feature/Time Plot

Fitness/Gen Plot

Fitness/Gen Scatter Plot

Three-Point Plot

Ref-/Best-Blade Plot

Camber-/Thickness Distribution (ref/best) Plot

Contour Plot

Auto-Mailing

Automatically send a mail to recipients after a run has finished.