Angular实现一个遗传解算器
创始人
2024-10-29 12:00:52
0

要使用Angular实现一个遗传解算器,您可以按照以下步骤进行操作:

  1. 创建一个新的Angular项目。您可以使用Angular CLI来快速创建一个新项目。打开命令行界面,并运行以下命令:
ng new genetic-algorithm
  1. 进入项目目录,并安装必要的依赖项。运行以下命令:
cd genetic-algorithm
npm install
  1. 创建一个新的组件。运行以下命令来生成一个名为genetic-algorithm的组件:
ng generate component genetic-algorithm
  1. genetic-algorithm.component.ts文件中,编写遗传解算器的代码。以下是一个示例代码:
import { Component, OnInit } from '@angular/core';

@Component({
  selector: 'app-genetic-algorithm',
  templateUrl: './genetic-algorithm.component.html',
  styleUrls: ['./genetic-algorithm.component.css']
})
export class GeneticAlgorithmComponent implements OnInit {

  populationSize: number = 10; // 种群大小
  target: string = "Hello, World!"; // 目标字符串
  mutationRate: number = 0.01; // 变异率

  population: string[] = [];
  matingPool: string[] = [];
  generations: number = 0;
  finished: boolean = false;

  ngOnInit(): void {
    this.initializePopulation();
    this.computeFitness();
    this.evolve();
  }

  initializePopulation() {
    for (let i = 0; i < this.populationSize; i++) {
      let individual = "";
      for (let j = 0; j < this.target.length; j++) {
        individual += this.getRandomChar();
      }
      this.population.push(individual);
    }
  }

  computeFitness() {
    for (let i = 0; i < this.population.length; i++) {
      let score = 0;
      for (let j = 0; j < this.target.length; j++) {
        if (this.population[i][j] === this.target[j]) {
          score++;
        }
      }
      this.population[i].fitness = score / this.target.length;
    }
  }

  evolve() {
    while (!this.finished) {
      this.selection();
      this.reproduction();
      this.computeFitness();

      if (this.checkForSolution()) {
        this.finished = true;
      }

      this.generations++;
    }
  }

  selection() {
    this.matingPool = [];

    for (let i = 0; i < this.population.length; i++) {
      let n = Math.floor(this.population[i].fitness * 100);
      for (let j = 0; j < n; j++) {
        this.matingPool.push(this.population[i]);
      }
    }
  }

  reproduction() {
    this.population = [];

    for (let i = 0; i < this.populationSize; i++) {
      let a = this.getRandomInt(0, this.matingPool.length);
      let b = this.getRandomInt(0, this.matingPool.length);
      let parentA = this.matingPool[a];
      let parentB = this.matingPool[b];
      let child = this.crossover(parentA, parentB);
      child = this.mutate(child);
      this.population.push(child);
    }
  }

  crossover(parentA: string, parentB: string): string {
    let child = "";
    let midpoint = Math.floor(parentA.length / 2);

    for (let i = 0; i < parentA.length; i++) {
      if (i > midpoint) {
        child += parentA[i];
      } else {
        child += parentB[i];
      }
    }

    return child;
  }

  mutate(individual: string): string {
    let mutatedIndividual = "";

    for (let i = 0; i < individual.length; i++) {
      if (Math.random() < this.mutationRate) {
        mutatedIndividual += this.getRandomChar();
      } else {
        mutatedIndividual += individual[i];
      }
    }

    return mutatedIndividual;
  }

  checkForSolution(): boolean {
    for (let i = 0; i < this.population.length; i++) {
      if (this.population[i] === this.target) {
        return true;
      }
    }
    return false;
  }

  getRandomChar(): string {
    let chars = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz ,.!?'";
    let index = Math.floor(Math.random() * chars.length);
    return chars[index];
  }

  getRandomInt(min: number, max: number): number

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