Research Article

An Application of Artificial Intelligence for the Joint Estimation of Amplitude and Two-Dimensional Direction of Arrival of Far Field Sources Using 2-L-Shape Array

Table 1

Parameter settings for GA, SA, and PS.

GAPS SA
ParametersSettingsParametersSettingParametersSetting

Population size240Poll methodGPS positive basis 2 NAnnealing functionFast
No. of generations1000Polling orderConsecutiveReannealing interval100
Migration directionBoth waysMaximum iteration800Temperature update functionExponential temperature update
Crossover fraction0.2Function evaluation16000Initial temperature100
CrossoverHeuristicMesh size01Data typeCustom
Function tolerance10–12Expansion factor2.0Function tolerance10–12
Initial range 0-1 Contraction factor0.5Max iteration2000
Scaling functionRankPenalty factor100Max function evaluations3000 * number of variables
SelectionStochastic uniformBind tolerance10–03Temperature update functionExponential temperature update
Elite count2Mesh tolerance 10–06
Mutation functionAdaptive feasibleX tolerance10–06Hybrid function call intervalEnd