Research Article

Generalised Adaptive Harmony Search: A Comparative Analysis of Modern Harmony Search

Table 3

Average scores and standard deviations over 50 runs for 100-dimensional problems. The optimisers were allowed to run for 500,000 function evaluations.

Ackley Griewank Rosenbrock Rastrigin

HS
 Best 0.0142 0.0050 162.5829 0.2280
 Standard deviation 0.0004 0.0080 49.5829 0.0130
 Hits 50 34 0 0
DLHS
 Best 0.2281 0.0004 142.4515 1.3140
 Standard deviation 0.0130 0.0070 39.5126 3.1364
 Hits 50 50 0 32
EHS
 Best 0.0009 0.0001 97.2555 388.2894
 Standard deviation 0.0006 0.0007 7.4711 20.5949
 Hits 50 50 0 0
AHS
 Best 0.00030 96.4333 6.7471
 Standard deviation 0.00060 0.2943 2.3279
 Hits 5050 0 0

The accuracy tolerance for awarding a successful hit on the global minimum was decreased to 0.1 for 100-dimensional Rastrigin’s function.