05 Group - Sprint Log 3rd (12.10)

Hanlin-CAI 2022-12-10 15:56:43

05 Group - Sprint Log 3nd (12.10)

1. Brief Introduction

The Link Your ClassHere
The Link of Requirements of This AssignmentLab3-2 Requirement
Team NameRIDS-IoT-Group
Team Project TopicIoT Garbage Manager
Sprint Collection Link[Sprint Collection Link]
Sprint Summary Link[Sprint Summary Link]
Video demo linkPreview Demo and Pervious Oral
GitHub linkGithub Repo

目录

  • 05 Group - Sprint Log 3nd (12.10)
  • 1. Brief Introduction
  • 2. Progress of Sprint
  • 3. Minutes of Meeting
  • 3.1 Contents of the Meeting
  • 3.2 Pictures of the Meeting
  • 4. Development Process
  • 4.1 Check-in Records of Github
  • 4.2 Screenshots of the Operation
  • 4.3 Corresponding UML designs
  • 5. Introduction of Progress
  • 5.1 Progress of Development
  • 5.2 Burnout Diagram


2. Progress of Sprint

NameCompleted TaskDuration of the TaskProblem EncounteredSolutionProportion
Hanlin Cai (Leader)Sprint plan task assignment5hOther specialized courses have more exams and homework.Group time is arranged according to the open test and homework time.120%
Zheng LiA summary of the proposal report3hThe tasks completed before are more scatteredCommunicate with students who have completed different functions110%
Jiaqi HuBack end authoring10hHow to cooperate with the front end to effectively display the data.Swagger API document is applied to solve communication test problem between front and back ends.105%
Zhijun ZhaoFront end writing6hHow to connect the front-end and back-end api interfaces.Strengthen communication and re-write api encapsulation files in the front end.105%
Yinheng LinUpdate of prototype3hThe layout of some pages is not quite right.Spruce up the finished front page.100%
Shipei ZhangBack end testing2hThe processing of the data is not perfect.Learn the method of data processing on the Internet.60%
Youlin FengPPT editing3hAnimation effects are difficult to achieve.Find tutorials to learn about After Effects(AE).100%
Shuying LiuBlog writing and documentation5hThe sprint documentation requirements are not very clear.Private chat with members to analyze the specific requirements and related requirements of the sprint document110%
Jingjie YuDocument organizing3hThe usage of some functions is unclear.Communicate with classmates in the group and complete the writing of functions.100%

3. Minutes of Meeting

3.1 Contents of the Meeting

  1. Review the previous proposal and evaluate team members.

  2. Divide the tasks for the next sprint.

  3. Discussed features that need to be updated.

  4. In-depth communication between front end and back end

3.2 Pictures of the Meeting


4. Development Process

4.1 Check-in Records of Github

4.2 Screenshots of the Operation

The background picture of the front end is not completely set. Currently, the picture of the prototype is used for display.

img

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4.3 Corresponding UML designs

This week's focus is on implementing the front end, located in the red box section of the general mind map, and based on the UML diagram below.



5. Introduction of Progress

5.1 Progress of Development

The back-end has been basically written, the front-end has completed the basic interface connection, the next plan is to complete the front-end administrator mode, and page beautification.

5.2 Burnout Diagram

img

This blog is written by Hanlin Cai.

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内容概要:本文提出了一种基于MS-TCN-TiDE的多尺度时序融合模型,用于解决周尺度电力负荷预测问题。该模型创新性地融合了多尺度时序卷积网络(MS-TCN)与时间深度编码器(TiDE),通过多层次膨胀卷积结构有效捕捉电力负荷序列中的局部波动与长期趋势等多尺度时序特征,并采用稠密编码器架构深度融合历史负荷、气象条件、日历信息等多源异构数据。模型支持直接多步预测,避免了传统递归预测带来的累积误差。研究详细阐述了模型的整体架构设计、输入输出序列处理方式、特征工程方法及优化训练策略,并基于真实电力数据集完成了完整的Python代码实现与实验验证。结果表明,该模型在中长期负荷预测任务中相较ARIMA、LSTM、TCN等基准模型展现出更优越的预测精度与鲁棒性,尤其在应对负荷剧烈波动场景时表现突出。; 适合人群:具备一定Python编程基础和深度学习背景的研究生、科研人员及电力系统领域从事负荷预测、能源管理相关工作的工程师。; 使用场景及目标:①应用于电力系统调度、能源管理系统、电网规划等领域的中长期负荷预测任务,为电力供需平衡与运行决策提供数据支持;②为研究者提供一个结构清晰、代码可复现的先进负荷预测模型框架,促进时序深度学习模型在能源预测领域的应用、改进与学术交流; 阅读建议:建议读者结合提供的完整Python代码进行实践操作,深入理解MS-TCN的层级扩张卷积机制与TiDE的稠密编码解码结构的设计精髓,并可通过更换不同的数据集、调整模型超参数或引入新的特征变量,进一步探索模型的泛化能力与优化空间。

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