Research Article

A Fuzzy Genetic Algorithm Based on Binary Encoding for Solving Multidimensional Knapsack Problems

Table 2

Test functions (source: [22]).

Test FunctionConstraints

𝑓 1 ( 𝑥 ) = { 1 + ( 𝑥 1 + 𝑥 2 + 1 ) 2 ( 1 9 1 4 𝑥 1 + 3 𝑥 2 1 1 4 𝑥 2 + 6 𝑥 1 𝑥 2 + 3 𝑥 2 2 ) }
{ 3 0 + ( 2 𝑥 1 3 𝑥 2 ) 2 ( 1 8 3 2 𝑥 1 + 1 2 𝑥 2 1 + 4 8 𝑥 2 3 6 𝑥 1 𝑥 2 + 2 7 𝑥 2 2 ) }
1 0 𝑥 𝑖 1 0
𝑓 2 ( 𝑥 ) = ( 4 2 . 1 𝑥 2 1 + 𝑥 4 1 / 3 ) 𝑥 2 1 + 𝑥 1 𝑥 2 + ( 4 + 4 𝑥 2 2 ) 𝑥 2 2 3 𝑥 1 3
2 𝑥 2 2
𝑓 3 ( 𝑥 ) = { 5 𝑖 = 1 𝑖 c o s ( ( 𝑖 + 1 ) 𝑥 1 + 𝑖 ) } { 5 𝑖 = 1 𝑖 c o s ( ( 𝑖 + 1 ) 𝑥 2 + 𝑖 ) } 1 0 𝑥 𝑖 1 0
𝑓 4 ( 𝑥 ) = ( 𝑥 2 ( 5 . 1 / 4 𝜋 2 ) 𝑥 2 1 + ( 5 / 𝜋 ) 𝑥 1 6 ) 2 + 1 0 ( 1 1 / 8 𝜋 ) c o s ( 𝑥 1 ) + 1 0 5 𝑥 1 1 0
0 𝑥 2 1 5