大数据与智能算法（二-应用级技术）-SMU在线学习笔记

比眉伴天荒 2022-12-26 15:25 207阅读 0赞

【课程来源】感谢B站Up主leonding1018的分享，老师的课程内容非常精彩。  
本文是观看网络视频课程后的笔记，如涉及版权问题，请及时留言或私信与我联系。

上一篇讲述了一些基本算法，详见《[大数据与智能算法（一）-SMU在线学习笔记][-SMU]》本篇讲述一些具体应用。

### 1. SMU目前的技术架构 ###

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center]

### 2.一些系统原型图 ###

#### 2.1. 货源分析![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70] ####

#### 2.2. 过程效率分析 ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 1]

##### 2.2.1. 船舶效率分析 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 2]

##### 2.2.2. 桥吊效率分析![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 3] #####

##### 2.2.3. AGV效率分析 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 4]

##### 2.2.4. 堆场机械效率分析 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 5]

##### 2.2.5. 数字孪生三维看板 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 6]

### 3.集装箱码头计划和调度模块划分 ###

（1）桥吊泊位泊位分配：船舶在哪个泊位停靠，分配多少个桥吊；  
（2）桥吊作业计划：桥吊什么时间在船舶的什么位置吊哪个箱子的多机调度问题；  
（3）自动实配计划：在堆场里的哪些箱子以什么顺序吊装上船；  
（4）堆存计划：哪些箱子按照什么顺序存放在堆场的什么位置；  
（5）集卡调度Automated Guide Vehicel（AGV）调度：结合（2，3，4）的需求；  
（6）堆场机械Automated Stacking Crane（ASC）调度：结合（4，5）的需求。  
需要有三类人的协作：业务专家、IT专家、数学和算法研究人员。整体设计，分块研发。  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 1]

### 4.港口外部系统： ###

#### 4.1.Port Community System (PCS) 即港口社区系统（国内称为电子口岸） ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 2]

#### 4.2. EIR电子单证系统，用于设备交接 ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 7]

##### 4.2.1. 进口流程 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 8]

##### 4.2.2. 出口流程![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 9] #####

##### 4.2.3. 空箱调用流程 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 3]

### 5. 一些新的作业模式和优化： ###

#### 5.1.马士基“三角托运” ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 4]

#### 5.2.OCR箱号识别验箱（箱号，箱状态，箱型，内外集卡车号识别，箱门，铅封等的识别） ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 5]  
随着数据的积累，准确性得到提升。  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 6]

#### 5.3.集卡预约系统 ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 7]

#### 5.4.集卡调度平台（类似于港口滴滴），运用了一些交通领域的技术例如流量控制和电子停车场 ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 8]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 10]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 11]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70 12]

#### 5.5.VR仿真培训（桥吊司机培训） ####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2ZtMDUxNw_size_16_color_FFFFFF_t_70_pic_center 9]

[-SMU]: https://blog.csdn.net/fm0517/article/details/110633542
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