# OilScheduleOperationPlatform

**Repository Path**: callmejacky/OilScheduleOperationPlatform

## Basic Information

- **Project Name**: OilScheduleOperationPlatform
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 1
- **Forks**: 0
- **Created**: 2021-03-14
- **Last Updated**: 2023-08-20

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

其中包含两个版本的JMetal，即：
1. opt.jmetal
2. opt.easyjmetal

个人比较推荐easyjmetal

如果需要自定义解决问题，只需要仿照opt.easyjmetal.problem中的自定义问题即可；

原油调度的仿真入口位于:
1. opt.easyjmetal.algorithm.cmoeas.enter.CMOEAs_main
2. opt.jmetal.problem.oil.sim.ui.UIEntrance

生成的结果都会保存到result文件夹和sqlite数据库中，data文件夹下保存了一些绘图脚本.

另外，实验分析部分可以生成tex文件，需要安装texlive才能生成pdf文档，具体安装方法请参考：
[【latex】TeXlive和TexStudio安装及使用](https://blog.csdn.net/zyxhangiian123456789/article/details/88982279?ops_request_misc=%257B%2522request%255Fid%2522%253A%2522163181776216780255247465%2522%252C%2522scm%2522%253A%252220140713.130102334.pc%255Fblog.%2522%257D&request_id=163181776216780255247465&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~blog~first_rank_v2~rank_v29-2-88982279.pc_v2_rank_blog_default&utm_term=latex&spm=1018.2226.3001.4450)

```
J_α: Energy consumption during transportation;
J_β: Crude oil mixing cost in pipelines;
J_χ: Crude oil mixing cost in charging tanks;
J_δ: Switches of distillation towers;
J_ε: Number of charging tanks to use;
```

遗传算子：

![](docs/oprators.png)

编码类型：

![](docs/encoding.jpg)

原油调度问题：

![](docs/problem.jpg)

评价指标：

![](docs/indicator.jpg)

如何进行实验：

![](docs/enter.jpg)

单步仿真：

![](img/单步仿真.png)

指标生成为tex文档，利用texlive自动生成pdf文档：

```java
public class CMOEAs_analysis {
    public static void main(String[] args) {
        try {
            String[] algorithmNames = {"NSGAII_CDP", "ISDEPLUS_CDP", "NSGAIII_CDP", "MOEAD_CDP", "MOEAD_IEpsilon", "MOEAD_Epsilon", "MOEAD_SR", "C_MOEAD", "PPS_MOEAD"};
            String[] problemNames = {"EDF_PS", "EDF_TSS"};
            String[] indicatorNames = {"HV", "IGD"};
            int runtimes = 10;
            String basePath = "result/easyjmetal/twopipeline/";

            // 生成pareto前沿面
            ParetoFrontUtil.generateParetoFront(algorithmNames, problemNames, runtimes, basePath);
            // 计算性能指标
            ParetoFrontUtil.generateQualityIndicators(algorithmNames, problemNames, indicatorNames, runtimes, basePath);

            // Friedman测试
            Friedman.executeTest("HV", algorithmNames, problemNames, basePath);
            Friedman.executeTest("IGD", algorithmNames, problemNames, basePath);

            // 生成均值和方差
            MeanStandardDeviation generateLatexTables = new MeanStandardDeviation(algorithmNames, problemNames, indicatorNames, basePath);
            generateLatexTables.run();

            // 进行TTest
            TTest tTest = new TTest(algorithmNames, problemNames, indicatorNames, basePath);
            tTest.run();

            // 进行TTest
            WilcoxonSignedRankTest wilcoxonSignedRankTest = new WilcoxonSignedRankTest(algorithmNames, problemNames, indicatorNames, basePath);
            wilcoxonSignedRankTest.run();

            // 计算不同策略C指标
            CMetrics cMetrics = new CMetrics(problemNames, algorithmNames,runtimes, basePath);
            cMetrics.run();
        } catch (JMException e) {
            e.printStackTrace();
        }
    }

}
```

![tex文档](img/tex文档.jpg)

![pdf文档](img/tex文档运行生成pdf.jpg)


感谢：

[广东省数字信号与图像处理技术重点实验室](http://imagelab.stu.edu.cn/Content.aspx?type=content&Content_ID=5440)

[郑州大学计算智能实验室](http://www5.zzu.edu.cn/cilab/Benchmark/dmbyhcsj.htm)

[Java多目标框架Jmetal](https://github.com/jMetal/jMetal)