ベンチャー体験工房3
Developing a Novel Pattern Mining Model to Discover Hidden Patterns in Fukushima Traffic Congestion Big Data
- Japan Road Transportation Information Center (JARTIC) has set up the sensor network to monitor traffic congestion in Fukushima.
- Each road-segment in this network generates data at every 5-minute interval.
- Previous year, we have developed a data warehouse technology that generates data frames at 10 times faster than the state-of-the-art.
- This year, we plan to develop a novel pattern algorithm to discover hidden patterns.
シラバス詳細

2024年4月

4月8日
授業内容:Understanding the Jartic System and Markdown Practice in Google collab and jupyter notebook to get familiarity with python programming language.

kobo30408.jpg

4月15日
授業内容:1.Variables

2.Functions

3.String operations

4.Package Installation

5.Advanced operations

Learning basics of python and working with Dataframes

kobo30415.jpg

4月22日
授業内容:Hands on Experience with jartic system and learning how to download traffic congestion data for 5 minutes, 1hour time gaps and understanding the data.

kobo30422.jpg

2024年5月

5月13日
授業内容:Learning about the Qgis understanding how to load the files into qgis software, symbology, openstreetmap, legends ,exporting images and pdf from Qgis.

5月15日
授業内容:Loading the data Traffic congestion data and also Viewing the Highway map in this file the roads are in the curve format in real world roads are in straight line so learning how to map the roads in straigt line.

kobo3_20240515.jpg

5月20日
授業内容:From the linestring files mapping the roads with straightline . For multiple roads selecting the nearest road and ploting them.

kobo3_20240520.jpg

5月27日
授業内容:Performed the task which is given in previous week and also understanded about the preprocessing and imputation techniques in machine learning.

kobo3_20240527.jpg