simonli920 / hotmobile2024-kap

HotMobile2024Paper

Hotmobile2024-KAPill

Base Design

The 3d model base designs is found in the pill_bottle_base_design folder:

• the Base.stl is the base design we 3d printed to use for our research
• the Augmented base.stl is the proof of concept 3d design with a mock spring and ball mass to visualize our augmented base

datasets

For each dataset:

• a data folder contains all the raw data collected from the sensor system
• a events folder contains all the events detected from the the data folder
• fft folder is the fft generated from the events found in the events folder

KAA

The KAA folder contains the dataset using the different augmented bases:

• no augmentation
• rubber ball with spring
• metal ball with spring

The NO_KAA folder contains the dataset using the different bottles without augmented bases

results.ipynb

All the code needed to reproduce the accuracy scores and features created from the events is found in results.ipynb. It will generate the accuracy score graph results3.pdf.

Please run all the code cells in order to reproduce the results accurately.

Special Thanks (Credit)

For svm tuning, we used this hyperparameter training model created by KevinHooah for AutoQual: task-oriented structural vibration sensing quality assessment leveraging co-located mobile sensing context found here!