我正在做一个小项目,我必须编写一个遗传算法来改进我的名字和身份证号码。基本上我是随机生成位字符串,然后必须将其生成为ascii字符串并测量以查看生成的接近程度。然后我会改变最好的10代,试着让它尽可能接近我的名字和身份。
我现在遇到麻烦的是ascii一代。它适用于第一个字符串字符串,但只是为其余的字符串重复自己,尽管每个位字符串都不同。有谁能看到这个问题?非常感谢任何帮助。
到目前为止代码:
import java.util.Random ;
public class GeneticAlgorithm {
public static void main(String[] args) throws Exception
{
int popSize = 0 ;
int gen ;
double repRate ;
double crossRate ;
double mutRate ;
int seed = 9005970 ;
String id = "John Connolly 00000000" ;
int bits = 7 * id.length() ;
String output ;
int pop ;
int bitGen ;
Random rand = new Random(seed) ;
ConvertToAscii convert = new ConvertToAscii() ;
Fitness fit = new Fitness() ;
try {
popSize = Integer.parseInt(args[0]) ;
if(popSize < 0 || popSize > 100000)
{
System.out.print("Invalid number! A positive number between 0 and 100000 must be used for the population rate!") ;
System.exit(1) ; // Signifies system exit if error occurs
}
gen = Integer.parseInt(args[1]) ;
if(gen < 0 || gen > 100000)
{
System.out.println("Invalid number! A positive number between 0 and 100000 must be used for the generation rate!") ;
System.exit(1) ;
}
repRate = Double.parseDouble(args[2]) ;
if(repRate < 0 || repRate > 1.0)
{
System.out.println("Invalid number! A positive decimal point number between 0 and 1.0 must be used for the reproduction rate!") ;
System.exit(1) ;
}
crossRate = Double.parseDouble(args[3]) ;
if(crossRate < 0 || crossRate > 1.0)
{
System.out.println("Invalid number! A positive decimal point number between 0 and 1.0 must be used for the crossover rate!") ;
System.exit(1) ;
}
mutRate = Double.parseDouble(args[4]) ;
if(mutRate < 0 || mutRate > 1.0)
{
System.out.println("Invalid number! A positive decimal point number between 0 and 1.0 must be used for the mutation rate!") ;
System.exit(1) ;
}
if(repRate + crossRate + mutRate != 1.0)
{
System.out.println("The Reproduction Rate, Crossover Rate and Mutation Rate when sumed together must equal 1.0!") ;
System.exit(1) ;
}
output = args[5] ;
java.io.File file = new java.io.File(output);
java.io.PrintWriter writeOut = new java.io.PrintWriter(file) ;
StringBuffer bitString = new StringBuffer() ;
int bestFit = 0, fitness = 0, totalFit = 0 ;
String ascii = "" ;
writeOut.println(popSize + " " + gen + " " + repRate + " " + crossRate + " " + mutRate + " " + output + " " + seed) ;
for(pop = 0 ; pop < popSize ; pop++)
{
ascii = "" ;
writeOut.print(pop + " ") ;
for(int i = 0 ; i < bits ; i++)
{
bitGen = rand.nextInt(2);
writeOut.print(bitGen) ;
bitString.append(bitGen) ;
}
ascii = convert.binaryToASCII(bitString) ;
writeOut.print(" " + ascii) ;
writeOut.println() ;
}
writeOut.close() ;
System.exit(0) ;
} catch(ArrayIndexOutOfBoundsException e) {
System.out.println("You have entered the incorrect number of arguments!") ;
System.out.println("Please enter the required 6 arguments.") ;
System.exit(1) ;
} catch(NumberFormatException n) {
System.out.println("Invalid argument type") ;
System.exit(1) ;
}
}
}
以下是转换代码:
public class ConvertToAscii {
public String binaryToASCII(StringBuffer bitString)
{
String ascii = "" ;
String byteString ;
int decimal ;
int i = 0, n = 7 ;
int baseNumber = 2 ;
char asciiChar ;
while(n <= 154)
{
byteString = bitString.substring(i, n) ;
decimal = Integer.parseInt(byteString, baseNumber) ;
System.out.print(" " + decimal) ;
i += 7 ;
n += 7 ;
if(decimal < 33 || decimal > 136)
{
decimal = 32 ;
asciiChar = (char) decimal ;
} else {
asciiChar = (char) decimal ;
}
ascii += asciiChar ;
}
return ascii ;
}
}
答案 0 :(得分:2)
你反复使用相同的StringBuffer并且从不清除它。您将人口的第一个成员添加到StringBuffer,这是前154个字符......然后第二个成员位于插槽155-308中,但您的binaryToASCII()方法永远不会超过插槽154。
每次尝试使用新的StringBuffer(并且如上所述,尝试使用StringBuilder,因为它在非线程环境中更有效)。
答案 1 :(得分:1)
就像他的回答中的dcsohl状态一样,您在每次迭代中发送和评估相同的bitString。我做了这个修正,并且还为可读性,代码重用和正确的数据类型优化了代码。
import java.util.Random ;
public class GeneticAlgorithm {
public static void main(String[] args) throws Exception
{
int popSize = 0 ;
int gen ;
double repRate ;
double crossRate ;
double mutRate ;
int seed = 9005970 ;
String id = "John Connolly 00000000" ;
int bits = 7 * id.length() ;
String output ;
int pop ;
int bitGen ;
Random rand = new Random(seed) ;
ConvertToAscii convert = new ConvertToAscii() ;
Fitness fit = new Fitness() ;
try {
popSize = validateIntArg(args[0], "population rate");
gen = validateIntArg(args[1], "generation rate");
repRate = validateDoubleArg(args[2], "reproduction rate");
crossRate = validateDoubleArg(args[3], "crossover rate");
mutRate = validateDoubleArg(args[4], "mutationRate") ;
if(repRate + crossRate + mutRate != 1.0)
{
System.out.println("The Reproduction Rate, Crossover Rate and Mutation Rate when sumed together must equal 1.0!") ;
System.exit(1) ;
}
output = args[5] ;
java.io.File file = new java.io.File(output);
java.io.PrintWriter writeOut = new java.io.PrintWriter(file) ;
StringBuilder bitString = new StringBuilder() ;
int bestFit = 0, fitness = 0, totalFit = 0 ;
String ascii = "" ;
writeOut.println(popSize + " " + gen + " " + repRate + " " + crossRate + " " + mutRate + " " + output + " " + seed) ;
for(pop = 0 ; pop < popSize ; pop++)
{
bitString.setLength(0);
writeOut.print(pop + " ");
for(int i = 0 ; i < bits ; i++)
{
bitGen = rand.nextInt(2);
writeOut.print(bitGen);
bitString.append(bitGen);
}
ascii = convert.binaryToASCII(bitString) ;
writeOut.print(" " + ascii) ;
writeOut.println();
}
writeOut.close() ;
System.exit(0) ;
} catch(ArrayIndexOutOfBoundsException e) {
System.out.println("You have entered the incorrect number of arguments!") ;
System.out.println("Please enter the required 6 arguments.") ;
System.exit(1) ;
} catch(NumberFormatException n) {
System.out.println("Invalid argument type") ;
System.exit(1) ;
}
}
private static int validateIntArg(String arg, String argName) {
int n = Integer.parseInt(arg);
if (n < 0 || n > 100000) {
System.out.print("Invalid number! A positive number between 0 and 100000 must be used for the " + argName + "!") ;
System.exit(1);
}
return n;
}
private static int validateDoubleArg(String arg, String argName) {
double n = Double.parseDouble(arg);
if (n < 0 || n > 100000) {
System.out.print("Invalid number! A positive decimal point number between 0 and 1.0 must be used for the " + argName + "!") ;
System.exit(1);
}
return n;
}
}
Class ConvertToAscii:
public class ConvertToAscii {
public String binaryToASCII(StringBuilder bitString)
{
StringBuilder ascii = new StringBuilder();
String byteString ;
int decimal ;
int i = 0, n = 7 ;
int baseNumber = 2 ;
char asciiChar ;
while(n <= 154)
{
byteString = bitString.substring(i, n) ;
decimal = Integer.parseInt(byteString, baseNumber) ;
System.out.print(" " + decimal) ;
i += 7 ;
n += 7 ;
if(decimal < 33 || decimal > 136)
{
decimal = 32 ;
}
asciiChar = (char) decimal ;
ascii.append(asciiChar);
}
return ascii.toString();
}
}