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crossing_and_mutation.pas
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unit crossing_and_mutation;
interface
uses main_functions, math;
function Pointer(number: word): word;
function Single_point_crossover(first, second, point: word): word;
function Double_point_crossing(first, second, point1, point2: integer): integer;
function Universal_crossing( first, second: integer): integer;
function Homogeneous_crossing(first, second: integer): Integer;
function Searching_zero_numbers(var m: population_t; kol: integer): integer;
function Max_long(first: integer): integer;
procedure Main_crossover(var m: population_t; kol: integer; crossing_volume: real);
function Single_mutation(first: integer): integer;
function Replace_bit_mutation(first: integer): integer;
function Reverse_mutation(first: Integer): Integer;
procedure Main_mutation(var m: population_t; kol: integer; variability: real);
implementation
{Для скрещивания}
function Pointer(number: word): word;
var x: word=$8000;
begin
x := x - 1;
Pointer := x shr (15 - number) ;
end;
{Одноточечное скрещивание}
function Single_point_crossover(first, second, point: word): word;
var
first_part, second_part: word;
begin
first_part := first and not(Pointer(point));
second_part := second and Pointer(point);
Single_point_crossover := first_part + second_part;
end;
{Двуточечное скрещивание}
function Double_point_crossing(first, second, point1, point2: integer): integer;
var
first_part, second_part, third_part, pr: integer;
begin
if point1 < point2 then
begin
pr := point2;
point2 := point1;
point1 := pr;
end;
first_part := first and not(Pointer(point1));
second_part := second and (Pointer(point1) - Pointer(point2));
third_part := first and (Pointer(point2));
Double_point_crossing := first_part + second_part + third_part;
end;
{Универсальнео скрещивание}
function Universal_crossing( first, second: integer): integer;
var
i, ran, k, otv: word;
begin
//Randomize;
k := 1;
otv := 0;
for i := 0 to 10 do
begin
ran := Random(2);
//WriteLn('rand= ', ran);
if ran = 0 then
begin
otv := otv + k and first;
end
else if ran = 1 then
begin
otv := otv + k and second;
end;
k := k shl 1;
//writeln(otv, ' k = ', k);
end;
Universal_crossing := otv;
end;
{Однородное скрещивание}
function Homogeneous_crossing(first, second: integer): Integer;
var mask, i, k, otv, r: integer;
begin
//Randomize;
k := 1;
otv := 0;
r := round(exp(Raz * ln(2)));
mask := Random(r); //256
//mask := 16;
for i := 0 to 10 do
begin
//writeln('mk= ', mask and k);
if mask and k = k then
begin
otv := otv + first and k;
end
else if mask and k = 0 then
begin
otv := otv + second and k;
end;
k := k shl 1;
//WriteLn('otv= ', otv);
end;
Homogeneous_crossing := otv;
end;
{Поиск нулевых номеров}
function Searching_zero_numbers(var m: population_t; kol: integer): integer;
var i, k: integer;
begin
k := 0;
for i := 0 to kol - 1 do
begin
if m[i].number = 0 then
k := k + 1
else
begin
break;
end;
end;
Searching_zero_numbers := k;
end;
{Количство бит в числе}
function Max_long(first: integer): integer;
var kol, i: Integer;
begin
i := 1;
kol := 0;
while i <= first do
begin
kol := kol + 1;
i := i * 2;
end;
Max_long := kol;
end;
{Главная процедура скрещивания}
procedure Main_crossover(var m: population_t; kol: integer; crossing_volume: real);
var
num_cross, num_zero, r1, r2, random_crossing, i: integer;
first, second, point1, point2, long: integer;
begin
randomize;
num_cross := round(kol * crossing_volume);
num_zero := Searching_zero_numbers(m, kol);
if num_cross > num_zero then
begin
num_cross := num_zero;
end;
//writeLn('numcr= ', num_cross);
for i := 0 to num_cross - 1 do
begin
r1 := num_zero + random(kol - num_zero);
r2 := num_zero + random(kol - num_zero);
//writeln('randomnoe= ', r1, ' ', r2, ' ', i);
if r1 = r2 then
begin
while r1 = r2 do
begin
r2 := num_zero + random(kol - num_zero);
//writeln('aa=', r2);
end;
end;
first := m[r1].number;
second := m[r2].number;
//WriteLn (first, ' s ', second);
long := max(Max_long(m[r1].number), Max_long(m[r2].number));
point1 := 1 + random(long);
point2 := 1 + Random(long);
random_crossing := Random(4);
//random_crossing := 1;
if random_crossing = 0 then
begin
m[i].number := Single_point_crossover( first, second, point1);
m[i].status := allive;
m[i].argument := Generate_argument(m[i].number);
m[i].value := f(m[i].argument);
end
else if random_crossing = 1 then
begin
m[i].number := Double_point_crossing(first, second, point1, point2);
m[i].status := allive;
m[i].argument := Generate_argument(m[i].number);
m[i].value := f(m[i].argument);
end
else if random_crossing = 2 then
begin
m[i].number := Universal_crossing(first, second);
m[i].status := allive;
m[i].argument := Generate_argument(m[i].number);
m[i].value := f(m[i].argument);
end
else if random_crossing = 3 then
begin
m[i].number := Homogeneous_crossing(first, second);
m[i].status := allive;
m[i].argument := Generate_argument(m[i].number);
m[i].value := f(m[i].argument);
end;
//writeln('f= ', first, ' s= ', second, ' p1= ', point1, ' p2= ', point2, ' r= ', m[i].number)
end;
end;
{Мутация одного бита}
function Single_mutation(first: integer): integer;
var r, x, kol, i: Integer;
begin
//Randomize;
i := 1;
kol := 0;
while i <= first do
begin
kol := kol + 1;
i := i * 2;
end;
r := 1 + random(kol);
//r := 4;
x := 1 shl (r - 1);
Single_mutation := first xor x;
end;
{Мутация заменой двух бит}
function Replace_bit_mutation(first: integer): integer;
var x1, x2, r1, r2, otv, kol, i: integer;
begin
//Randomize;
otv := first;
i := 1;
kol := 0;
while i <= first do
begin
kol := kol + 1;
i := i * 2;
end;
//writeln(kol);
r1 := 1 + Random(kol);
r2 := 1 + Random(kol);
{r1 := 4;
r2 := 3;}
x1 := 1 shl (r1 - 1) and first;
x2 := 1 shl (r2 - 1) and first;
if (x1 <> x2) and ((x1 = 0) or (x2 = 0)) then
begin
otv := otv xor 1 shl (r1 - 1);
otv := otv xor 1 shl (r2 - 1);
end
else
otv := first;
Replace_bit_mutation := otv;
//writeln(otv);
//WriteLn(x1, ' ', x2);
end;
{Мутация реверсом}
function Reverse_mutation(first: Integer): Integer;
var i, kol, x, r, otv: integer;
begin
//Randomize;
i := 1;
kol := 0;
while i <= first do
begin
kol := kol + 1;
i := i * 2;
end;
r := 1 + Random(kol);
//r := 3;
x := 1;
otv := first;
for i := 1 to r do
begin
otv := x xor otv;
x := 1 shl i ;
//WriteLn(x, ' ', otv);
end;
//writeln(otv);
Reverse_mutation := otv;
end;
{Процедура с мутацией}
procedure Main_mutation(var m: population_t; kol: integer; variability: real);
var
num_mut: integer;
i, r, rand_mut: integer;
k: Integer;
begin
Randomize;
num_mut := Round(variability * kol);
//WriteLn('kol=', num_mut);
for i := 1 to num_mut do
begin
r := Random(kol);
rand_mut := Random(3);
if rand_mut = 0 then
begin
k := m[r].number;
m[r].number := Single_mutation(k);
m[r].argument := Generate_argument(m[r].number);
m[r].value := f(m[r].argument);
end;
if rand_mut = 1 then
begin
k := m[r].number;
m[r].number := Replace_bit_mutation(k);
m[r].argument := Generate_argument(m[r].number);
m[r].value := f(m[r].argument);
end;
if rand_mut = 2 then
begin
k := m[r].number;
m[r].number := Reverse_mutation(k);
m[r].argument := Generate_argument(m[r].number);
m[r].value := f(m[r].argument);
end;
//WriteLn('m=', rand_mut, ' nach=', k, ' kon=', m[r].number);
end;
end;
end.